The Incentives Lab
Mental Models Lab · Glossary

A latticework of models for thinking clearly under pressure.

A searchable library of 481 mental models — from first principles to second-order thinking, ergodicity to Goodhart's Law — each with an executive application you can use this week.

One model is misdiagnosis. Ten is understanding. A hundred is judgment.

Speed Tax ↗

A model you can't run at speed isn't a model — it's a memory.

Root-Out Framework →

New · Diagnostic

Find your top 3 mental models.

Nine questions. You'll learn which three models you already lean on, how you approach problems, and how to use them to design the right incentives.

Take the diagnostic →
Lessons · Models in Practice

Four lessons before the latticework.

The catalog below is the library. These four lessons teach how a senior operator actually wields a model in a live room. Hover any underlined term to see the definition.

L1

Operant conditioning is your roadmap review

Video coming soon
Behavior · Conditioning
Operant conditioning is your roadmap review
8 min

Skinner is running your weekly leadership meeting whether you know it or not. The behaviors that get praised, the misses that get punished, and the moments that get ignored together form an operant schedule that conditions your senior team week after week.

A conscious leader designs that schedule deliberately. An unconscious one inherits it.

L2

Variable rewards beat predictable ones

Video coming soon
Behavior · Reward Schedules
Variable rewards beat predictable ones
7 min

A predictable bonus loses its motivational pull within one cycle. A variable, well-timed reward — recognition that arrives at the moment of positive surprise — keeps shaping behavior for years. This is why spot bonuses outperform scheduled ones at a fraction of the cost.

The lesson is not "pay less." It is "pay better, less often, and never on a calendar."

L3

Principal-agent, at every level

Video coming soon
Systems · Principal-Agent
Principal-agent, at every level
8 min

The principal-agent problem is not just for asset managers. It shows up between CEO and board, between executive and team, between team and individual contributor. The agent's incentives are never identical to the principal's. The question is how aligned, and how visibly.

Most "execution problems" are agency problems wearing different clothes.

L4

Second-order thinking, made operational

Video coming soon
Reasoning · Second-Order
Second-order thinking, made operational
6 min

First-order thinking asks "what will happen?" Second-order thinking asks "and then what?" Almost every comp plan, KPI, and policy fails on second order. The discipline is to write the second-order paragraph before approving the first-order change.

481 of 481 entries
Reasoning

First Principles

Break a problem down to irreducible truths and rebuild from there.

"Reasoning by analogy is fast. Reasoning by first principles is right."

Open full entry →
In the wild

Musk on rockets: 'What are the raw materials? What do they cost?'

Executive application

Strategic resets when industry assumptions stop holding.

How to use it

Every annual plan: list five assumptions you'd defend, then attack each one.

Decision

Second-Order Thinking

Ask 'and then what?' — twice.

"First-order: feels great. Second-order: explains why your industry is now broken."

Open full entry →
In the wild

Quarterly bonuses make this quarter great and erode the next five.

Executive application

Forecasting how today's policy mutates incentives over time.

How to use it

Pre-mortem every major decision two and three orders out.

Reasoning

Inversion

Solve forward by asking how to fail.

"Don't ask 'how do we win?' Ask 'how would we guarantee we lose?' Then avoid that."

Open full entry →
In the wild

Charlie Munger: 'All I want to know is where I'm going to die, so I never go there.'

Executive application

Pre-mortems and stress-tests on flagship initiatives.

How to use it

Run an 'evil twin' exercise: how would a saboteur kill this plan?

Systems

Compounding

Small advantages, applied consistently, become uncatchable.

"Boring discipline beats brilliant inconsistency. Always."

Open full entry →
In the wild

1% better every day = 37x better in a year.

Executive application

Talent, learning, brand, and reputation strategy.

How to use it

Design for consistency over heroics. Measure rate-of-improvement.

Systems

Flywheel Effect

Self-reinforcing loops of momentum.

"Once the flywheel turns itself, you're not selling anymore — you're collecting."

Open full entry →
In the wild

Amazon's selection → lower prices → traffic → more selection.

Executive application

Designing growth engines that don't require constant new fuel.

How to use it

Map every business as loops, not as funnels.

Decision

OODA Loop

Observe, Orient, Decide, Act — faster than your competitor.

"Speed isn't a tactic. Speed is the strategy."

Open full entry →
In the wild

Fighter pilots, hedge funds, and startups all win on cycle time.

Executive application

Operating tempo in volatile markets and AI rollout.

How to use it

Compress decision cadence. Weekly beats monthly beats quarterly.

Probability

Lindy Effect

The longer an idea has survived, the longer it likely will.

"Shakespeare will outlive your favorite podcast."

Open full entry →
In the wild

Concepts that have lasted 50 years probably last another 50.

Executive application

Distinguishing fads from durable shifts.

How to use it

Default skepticism on the new; default attention on the durable.

Systems

Systems Thinking

Behavior emerges from structure, not from individuals.

"Blame the system. People are usually responding to it rationally."

Open full entry →
In the wild

Bad outcomes from good people = system design failure.

Executive application

Diagnosing organizational dysfunction at the incentive layer.

How to use it

Always ask: 'What system is producing this behavior reliably?'

Risk

Margin of Safety

Build buffers so small mistakes don't become fatal.

"Plans should survive their own author being wrong about something."

Open full entry →
In the wild

Buffett buying companies at a discount to intrinsic value.

Executive application

Capital allocation and downside protection in strategy.

How to use it

Sized so that the most likely error case is still survivable.

Reasoning

Circle of Competence

Know the perimeter of what you actually know.

"Most disasters live just beyond a leader's circle of competence."

Open full entry →
In the wild

Buffett's refusal to invest in tech for decades.

Executive application

Saying no to opportunities outside genuine expertise.

How to use it

Annual: write down what you know cold, what you sort-of know, what you don't.

Reasoning

Map vs. Territory

Models are simplifications — never the thing itself.

"The strategy deck is not the strategy. The dashboard is not the business."

Open full entry →
In the wild

GPS is useful until you drive into a river.

Executive application

Refusing to mistake the strategy deck for the business.

How to use it

Pair every model with the question: 'What is this model not capturing?'

Social

Hanlon's Razor

Don't attribute to malice what's explainable by incompetence — or incentives.

"The villain in your story is probably just responding to their comp plan."

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In the wild

The 'dysfunctional team' is usually a well-designed response to misaligned incentives.

Executive application

Diagnosing dysfunction without manufacturing villains.

How to use it

Default to structure. People are last on the list.

Reasoning

Occam's Razor

Prefer the simplest explanation consistent with the evidence.

"The simplest story that fits the data is usually the story."

Open full entry →
In the wild

Sales are down because demand is down. Not because of a 7-part conspiracy.

Executive application

Cutting through political over-theorizing in postmortems.

How to use it

Start with the boring explanation. Earn the complex one.

Systems

Pareto Principle (80/20)

Most outcomes come from a few causes.

"80% of your strategy work serves 20% of your strategy."

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In the wild

20% of customers drive 80% of revenue. Frequently.

Executive application

Prioritizing the few incentives doing the heavy lifting.

How to use it

Quarterly: identify the 20% and ruthlessly defund the rest.

Economics

Switching Costs

What does it cost to leave?

"The deepest moats are made of inconvenience."

Open full entry →
In the wild

Enterprise software lock-in. Friendship. Cultural fit.

Executive application

Designing customer and employee architecture.

How to use it

Periodically estimate every key vendor's switching cost. Don't be surprised later.

Economics

Network Effects

Value grows with the number of users.

"The right side of the network wins. The wrong side dies."

Open full entry →
In the wild

Phones, marketplaces, social platforms, LinkedIn.

Executive application

Evaluating platform strategy and competitive moats.

How to use it

Distinguish real network effects from cosmetic ones.

Markets

Reflexivity

Beliefs about reality shape the reality.

"If everyone thinks the company's great, the company gets great. Until they don't."

Open full entry →
In the wild

Bubbles, runs, and credit cycles.

Executive application

Reading bubble dynamics in markets and inside organizations.

How to use it

Distinguish self-fulfilling beliefs from self-defeating ones.

Risk

Antifragility

Systems that gain from disorder.

"Robust survives the storm. Antifragile gets stronger because of it."

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In the wild

Immune systems. Open-source projects. Some startups.

Executive application

Designing org structures that strengthen under stress.

How to use it

Build optionality into the system. Stress-test rather than predict-and-protect.

Probability

Black Swan

High-impact, hard-to-predict, retrospectively explainable events.

"Every Black Swan looks obvious in the post-mortem."

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In the wild

2008. COVID. ChatGPT.

Executive application

Strategy that survives the events you can't predict.

How to use it

Invest in resilience and optionality, not in better forecasts.

Risk

Skin in the Game

Decision-makers should bear the consequences of their decisions.

"Advice from people with no downside is worth what they paid to give it."

Open full entry →
In the wild

Bank execs who don't hold their own bank's stock.

Executive application

Aligning decision rights with decision consequences.

How to use it

Audit your own org: who decides, who pays the price if it's wrong?

Strategy

Optionality

Investments that give you future choices.

"The right to act, with no obligation to. Worth more than it sounds."

Open full entry →
In the wild

Small bets across many promising areas vs. one large committed bet.

Executive application

Innovation portfolio construction.

How to use it

Price the option value of every initiative, not just its expected return.

Risk

Convexity vs. Concavity

Convex payoffs gain more than they lose; concave do the opposite.

"Hunt for convex. Run from concave."

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In the wild

Venture capital is convex. Insurance underwriting is concave.

Executive application

Choosing strategies whose error distributions are kind.

How to use it

Plot every initiative on the convex/concave axis before committing.

Strategy

Barbell Strategy

Combine extreme safety with extreme risk; avoid the middle.

"The middle is where you die."

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In the wild

90% in cash, 10% in venture; almost nothing in 'medium-risk medium-return.'

Executive application

Portfolio construction and innovation funding.

How to use it

Audit your portfolio for the slow death of medium.

Probability

Expected Value

Probability × payoff, summed across outcomes.

"Outcomes are noise. Decisions are signal."

Open full entry →
In the wild

A 10% chance of winning $1M is worth $100K in expectation.

Executive application

Make decisions by expected value; judge them by process, not outcome.

How to use it

Document EV thinking on big decisions. Re-read after the outcome.

Risk

Risk vs. Uncertainty

Risk has known probabilities. Uncertainty doesn't.

"We confuse the two and price both wrong."

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In the wild

Casino games (risk) vs. AI regulation in 2027 (uncertainty).

Executive application

Mis-pricing uncertainty as risk and missing the real tail.

How to use it

Tag every assumption: known distribution or genuine unknown?

Probability

Bayesian Updating

Start with a prior; update with new evidence.

"Beliefs are bets you've placed. Update them when the table changes."

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In the wild

Updating sales forecasts as the quarter develops.

Executive application

Strategic posture that evolves with evidence instead of defending priors.

How to use it

Force documented prior + update on every major call.

Strategy

Game Theory

Decisions depend on what other strategic actors will do.

"You're not playing against the market. You're playing against everyone playing the market."

Open full entry →
In the wild

Pricing wars. Standards adoption. M&A.

Executive application

Anticipating competitor and counterparty moves.

How to use it

Always model the second player. Never the first move alone.

Strategy

Nash Equilibrium

A state where no player benefits from changing strategy unilaterally.

"Equilibrium isn't optimal. It's just stable."

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In the wild

Most industry pricing settles into a Nash equilibrium.

Executive application

Recognizing when a market is structurally stuck.

How to use it

Look for structural disruptions that break the equilibrium.

Strategy

Prisoner's Dilemma

Individual rationality produces collective irrationality.

"Every cartel, climate negotiation, and tech price war."

Open full entry →
In the wild

Two competitors over-spending on marketing because neither can stop first.

Executive application

Most corporate dysfunctions are repeated prisoner's dilemmas.

How to use it

Engineer cooperation: long horizons, binding commitments, reputation.

Strategy

Tit for Tat

Start cooperative; copy your counterpart's last move thereafter.

"The winningest strategy in repeated games. Also good parenting."

Open full entry →
In the wild

Reciprocal partnership norms.

Executive application

Strategy for repeated negotiation.

How to use it

Use forgiving variants; small punishments, fast resets.

Strategy

Schelling Point

The default coordination outcome people converge on without communicating.

"Where everyone meets when they can't talk first."

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In the wild

Times Square at noon. Grand Central clock. 9-to-5 work hours.

Executive application

Defaults are the strongest coordination mechanism.

How to use it

Engineer the Schelling point you want. Don't inherit the one you got.

Social

Veil of Ignorance

Design rules without knowing where you'll land under them.

"Pre-commit to fairness before you know which side you're on."

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In the wild

Compensation policies designed before knowing your future role.

Executive application

Building governance robust to leadership change.

How to use it

Write policy as if you might be in any role within the next five years.

Systems

Tragedy of the Commons

Shared resources get over-consumed by individual rational actors.

"Everyone took a little extra. Nothing's left."

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In the wild

Engineering capacity. Brand reputation. Cross-functional time.

Executive application

Most cross-functional dysfunction is a commons tragedy.

How to use it

Assign clear ownership. Price the commons.

Economics

Coase Theorem

With clear property rights and low transaction costs, parties negotiate to efficient outcomes.

"Most disputes are about unclear rights, not unclear values."

Open full entry →
In the wild

Cross-functional disputes over scarce engineering resources.

Executive application

Resolve org friction by clarifying decision rights, not by adding process.

How to use it

Map decision rights before adding process.

Economics

Comparative Advantage

Specialize in what you give up the least to do.

"Even if you're better at everything, you're not better at it equally."

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In the wild

Org design: who does what based on relative cost, not absolute skill.

Executive application

Allocate work by opportunity cost, not by capability alone.

How to use it

Periodically ask: what should each person stop doing entirely?

Economics

Marginal Analysis

Decisions hinge on the next unit, not on the average.

"Averages are for reporting. Margins are for deciding."

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In the wild

Don't price by total cost; price by marginal cost.

Executive application

Pricing, capacity, and resource decisions.

How to use it

Always ask: 'What is the cost / value of the next one?'

Decision

Sunk Cost (model form)

Past investment is irrelevant to future decisions.

"It's already gone. The only question is what's next."

Open full entry →
In the wild

Killing a project on its forward economics, not its history.

Executive application

Capital reallocation discipline.

How to use it

Decision template that asks: 'If we were starting fresh today, would we fund this?'

Economics

Opportunity Cost

The value of the next-best thing you could have done.

"Every yes is a no to something invisible."

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In the wild

Time on the wrong project costs the right one.

Executive application

Strategic discipline is portfolio discipline.

How to use it

Force ranked alternatives on every major commitment.

Economics

Diminishing Returns

Each additional unit produces less marginal benefit.

"The tenth meeting on the topic does not produce ten times the clarity."

Open full entry →
In the wild

Engineering team scaling. Marketing spend. Strategy review depth.

Executive application

Knowing when to stop investing.

How to use it

Pre-define the curve. Stop where the slope flattens.

Systems

Goodhart's Law

When a measure becomes a target, it ceases to be a good measure.

"The metric you optimize against is the metric that betrays you."

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In the wild

Engagement metrics that drive worse experiences.

Executive application

Performance management drift over time.

How to use it

Rotate metrics. Pair every metric with a counter-metric.

Systems

Campbell's Law

The more a quantitative indicator is used for decision-making, the more it distorts the process it measures.

"The harder you measure, the harder the thing you measure changes shape."

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In the wild

Test scores in education.

Executive application

Long-running metrics drift toward gameability.

How to use it

Periodically refresh KPI sets. Defend the underlying intent.

Systems

Cobra Effect

A reward designed to reduce X produces more X.

"British bounty on cobras → cobra farms."

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In the wild

Bug bounties producing artificially created bugs.

Executive application

Always model the rational response to a new incentive.

How to use it

Red-team every new reward structure before launching it.

Reasoning

Streetlight Effect

Looking where the light is, not where the keys are.

"Most analytics happen where the data is, not where the answer is."

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In the wild

Measuring conversion because we have the data, not because it's the lever.

Executive application

Decision analytics drift toward convenience.

How to use it

Start with the question; build the data toward it, not the other way.

Reasoning

Chesterton's Fence

Don't remove something until you understand why it was put there.

"Every weird policy was probably written after a fire."

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In the wild

New leadership removes a process and immediately re-creates its original problem.

Executive application

Reform agendas that under-respect institutional memory.

How to use it

Before removing: write the steelman case for why it exists.

Probability

Ergodicity

Average outcomes across the population differ from outcomes across time for one person.

"Russian roulette has a great expected value. Once."

Open full entry →
In the wild

Strategies with great averages that bankrupt individual players.

Executive application

Don't confuse population statistics with personal survival.

How to use it

Always ask: 'Can I survive each individual draw, not just the average?'

Probability

Kelly Criterion

Bet size optimized to maximize long-run growth without ruin.

"Bet too big and you blow up. Bet too small and you starve."

Open full entry →
In the wild

Position sizing in investing and in capital allocation.

Executive application

Sizing big bets so the org can survive losing them.

How to use it

Size every major bet by survivability, not just expected value.

Probability

Power Laws

A small number of items account for most of the value.

"Normal distributions are the exception, not the rule."

Open full entry →
In the wild

Venture returns. Wealth. Content engagement.

Executive application

Don't manage power-law businesses like normal-distribution ones.

How to use it

Find your power law before designing your incentives.

Markets

Long Tail

Aggregating many niche markets equals or exceeds the mainstream.

"The thin end of the curve is wider than it looks."

Open full entry →
In the wild

Amazon, Spotify, marketplaces.

Executive application

Distribution strategy and product depth.

How to use it

Always price the long tail; it's where new entrants enter.

Markets

Disruption Theory

Low-end or new-market entrants overtake established incumbents.

"The new entrant looks like a toy until it isn't."

Open full entry →
In the wild

Digital cameras. Streaming. AI tools.

Executive application

Reading early signals of structural shifts.

How to use it

Watch the bottom of your market more carefully than the top.

Markets

Innovator's Dilemma

Doing everything right by current customers can kill you.

"The smartest companies fail by being smart at the wrong game."

Open full entry →
In the wild

Kodak, Blockbuster, Nokia.

Executive application

Designing internal counter-incumbents.

How to use it

Spin up internal disruption teams with their own P&L.

Markets

S-Curve

Technologies grow slowly, then explode, then plateau.

"Most companies invest at the top of the S and harvest at the bottom of the next."

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In the wild

Mobile, cloud, AI.

Executive application

Reading where on the curve a technology actually is.

How to use it

Maintain a parallel S-curve in early R&D continuously.

Markets

Diffusion of Innovations

Innovators → early adopters → early majority → late majority → laggards.

"If you're selling to the late majority, the innovation is over."

Open full entry →
In the wild

AI adoption curves inside companies.

Executive application

Marketing, change management, and strategy phasing.

How to use it

Know which adopter segment you're talking to today. The pitch changes.

Markets

Crossing the Chasm

The gap between early adopters and the early majority kills most products.

"The hardest sale is the second category of customer."

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In the wild

Tech products that thrived with enthusiasts and died with the mainstream.

Executive application

Product-market fit graduation.

How to use it

Plan deliberately for the chasm; it isn't accidental.

Markets

Jobs to Be Done

Customers hire products to do a job in their life.

"Nobody bought the drill. They bought the hole."

Open full entry →
In the wild

Milkshakes hired for the morning commute.

Executive application

Product strategy and innovation.

How to use it

Interview for jobs, not for features.

Decision

Pre-Mortem

Imagine the project failed; explain why.

"Easier to predict failure than success — and far more useful."

Open full entry →
In the wild

Capital decisions stress-tested before commit.

Executive application

Reduces planning fallacy and groupthink.

How to use it

Run on every major commitment as standard process.

Decision

Red Teaming

Adversarial review by an internal opposition.

"Pay someone to attack the plan before the market does."

Open full entry →
In the wild

Security, intelligence, and increasingly, strategy.

Executive application

Surfacing hidden assumptions.

How to use it

Standing red team for strategic decisions over $X.

Decision

Devil's Advocate

A designated dissenter in any major decision.

"Manufactured dissent beats sincere consensus."

Open full entry →
In the wild

Built into the Catholic Church's canonization process originally.

Executive application

Counterweight to groupthink in leadership teams.

How to use it

Rotate the role; reward the work; protect the dissenter.

Decision

Reversible vs. Irreversible Decisions

Two-way doors vs. one-way doors.

"Reversible: move fast. Irreversible: move careful."

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In the wild

Bezos: 'Most decisions are two-way doors. Treat them that way.'

Executive application

Decision velocity calibrated to reversibility.

How to use it

Tag every decision: reversible or not. Speed accordingly.

Decision

Eisenhower Matrix

Urgent vs. important; act, schedule, delegate, delete.

"Most calendars optimize urgent. Most strategies need important."

Open full entry →
In the wild

Executive calendar audits.

Executive application

Time and attention allocation.

How to use it

Weekly: classify last week's hours. Notice the drift.

Decision

Eisenhower's Quadrant II

Important-but-not-urgent is where strategic leverage lives.

"Important-and-not-urgent is where careers (and companies) are made or lost."

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In the wild

Strategic thinking, relationship building, deep learning.

Executive application

Differentiating value comes from non-urgent work.

How to use it

Pre-schedule QII time. Defend it ruthlessly.

Decision

10/10/10 Rule

How will I feel about this in 10 minutes / 10 months / 10 years?

"Three timeframes. Three answers. Often three different decisions."

Open full entry →
In the wild

Job offers, M&A, relationships.

Executive application

Stress-test irreversible decisions.

How to use it

Use on any decision with multi-year consequences.

Decision

Regret Minimization

Choose the option you'll regret least at 80.

"Bezos's framework for leaving a steady job to start Amazon."

Open full entry →
In the wild

Founders, partnerships, career pivots.

Executive application

Decisions with long-tail consequences.

How to use it

Pair regret-minimization with EV — they should converge.

Strategy

Local vs. Global Maximum

The best place nearby vs. the best place overall.

"Climbing the wrong mountain very efficiently is still climbing the wrong mountain."

Open full entry →
In the wild

Companies that optimize a dying market structure.

Executive application

When optimization becomes the enemy of innovation.

How to use it

Periodic 'are we on the right mountain?' reviews.

Reasoning

Hedgehog vs. Fox

Hedgehogs know one big thing; foxes know many small things.

"Hedgehogs make better forecasts on familiar terrain; foxes survive everywhere else."

Open full entry →
In the wild

Specialist vs. generalist roles in executive leadership.

Executive application

Team composition; advisor composition.

How to use it

Build leadership benches with both, on purpose.

Strategy

Hedgehog Concept (Collins)

Intersection of what you're best at, passionate about, and economically viable in.

"The three circles. Live where they overlap."

Open full entry →
In the wild

Strategy clarity for individuals and orgs.

Executive application

Strategic focus framework.

How to use it

Re-test the three circles annually as conditions change.

Strategy

Strategy Map

Causal chain from inputs to outputs to outcomes to impact.

"If you can't draw it, you can't run it."

Open full entry →
In the wild

Balanced scorecard, OKR cascades.

Executive application

Strategy clarity and execution alignment.

How to use it

Force every initiative to map to the chain explicitly.

Strategy

Vision-Strategy-Tactics

Where, how, what — in that order.

"Most plans skip the first one and live with the consequences."

Open full entry →
In the wild

Coherent strategy documents.

Executive application

Strategic clarity.

How to use it

Every plan: confirm vision, defend strategy, then debate tactics.

Strategy

OKRs (Objectives and Key Results)

Ambitious objectives paired with measurable key results.

"Good when used as guidance. Toxic when used as comp targets."

Open full entry →
In the wild

Google's adoption from Intel.

Executive application

Strategy execution and alignment.

How to use it

Decouple OKRs from individual compensation.

Decision

Working Backwards

Start from the customer outcome and reason backward to today.

"Most strategy is built forward and works backward at random."

Open full entry →
In the wild

Amazon's PR-FAQ method.

Executive application

Product strategy and roadmapping.

How to use it

Write the future press release first. Then build to it.

Systems

Two-Pizza Teams

Teams small enough to be fed by two pizzas.

"If you can't feed it, you can't run it."

Open full entry →
In the wild

Amazon's org design principle.

Executive application

Operating cadence and team design.

How to use it

Audit team sizes quarterly. Split when they balloon.

Systems

Conway's Law

Software architecture mirrors org structure.

"Your product is your org chart in production."

Open full entry →
In the wild

Microservices teams produce microservices.

Executive application

Tech architecture as a function of human architecture.

How to use it

Design the org you want the product to reflect.

Systems

Brooks's Law

Adding people to a late project makes it later.

"Nine women can't make a baby in a month."

Open full entry →
In the wild

Engineering staffing decisions.

Executive application

Resource allocation discipline.

How to use it

Don't throw bodies at schedule problems. Throw decisions.

Systems

Path Dependence

Where you can go is constrained by where you've been.

"Today's options are yesterday's decisions wearing new clothes."

Open full entry →
In the wild

Tech stack debt. Org structure debt. Strategic debt.

Executive application

Recognizing structural constraints in strategy.

How to use it

Periodically audit historical decisions still shaping today.

Probability

Reversion to the Mean

Extreme results tend to be followed by less extreme ones.

"The hot hand and the cold streak both end."

Open full entry →
In the wild

Performance management. Investment returns.

Executive application

Don't overweight outliers in either direction.

How to use it

Look at rolling averages, not point-in-time peaks or troughs.

Probability

Selection Bias

Your sample isn't random.

"Surveys of your best customers are not surveys of your customers."

Open full entry →
In the wild

Customer feedback dominated by power users.

Executive application

Strategy decisions distorted by non-random data.

How to use it

Always ask: 'Who's not in this data?'

Probability

Type I vs. Type II Errors

False positives vs. false negatives.

"Both have a cost. Pick which one you'd rather make."

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In the wild

Hiring decisions, AI deployment, strategic pivots.

Executive application

Calibrating decision thresholds by which error is worse.

How to use it

Explicitly state which error type is more costly before deciding.

Probability

Bayes' Rule (Updating)

Posterior = (likelihood × prior) / evidence.

"Beliefs as probabilities. Evidence as updates. Both mandatory."

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In the wild

Forecast revision. Strategy adjustment.

Executive application

Decision quality under uncertainty.

How to use it

Use Bayes-shaped reasoning even informally on big calls.

Decision

Expected Utility (vs. Expected Value)

Decisions optimize utility, not value.

"$1M to a billionaire is not $1M to a startup."

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In the wild

Risk aversion in capital allocation.

Executive application

Why two rational actors can disagree on the same EV.

How to use it

Factor utility curves into decision frameworks for big bets.

Decision

Minimax Regret

Choose the option whose worst-case regret is least bad.

"Sometimes the right call is the one you won't regret most."

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In the wild

Risk-averse capital allocation.

Executive application

Decisions where survival matters more than upside.

How to use it

Use when ruin is on the table.

Decision

Loss Function

How outcomes are weighted in the decision calculus.

"Tell me your loss function and I'll predict your decisions."

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In the wild

ML models optimize loss functions explicitly. Companies do it implicitly.

Executive application

Most strategy disputes are loss-function disputes.

How to use it

Make the loss function explicit in every major decision.

Strategy

Mental Model of the Other Side

Always have a working model of what your counterpart believes.

"If you can't argue their case better than they can, you don't understand them."

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In the wild

Negotiation. Competition. Cross-functional debate.

Executive application

Strategy that anticipates response.

How to use it

Before any major move: 'How will they read this?'

Social

Theory of Mind

Modeling what others think, want, and will do.

"Most failed plans assumed the other side didn't have a strategy."

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In the wild

Sales, leadership, negotiation, parenting.

Executive application

Stakeholder management.

How to use it

Map the room before walking into it.

Social

Mimetic Desire (Girard)

We want what others want.

"Most ambition is borrowed."

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In the wild

Career envy. Strategy envy. Product envy.

Executive application

Companies copy competitors instead of choosing.

How to use it

Examine wants for sources. Decide what you'd want with nobody watching.

Social

Status Games

Much of human behavior is positioning for status.

"Strip status out of org behavior and 80% of meetings disappear."

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In the wild

Internal politics. Conference attendance. Comp negotiation.

Executive application

Recognizing what's actually being optimized.

How to use it

Design status incentives intentionally. They exist whether you design them or not.

Systems

Coordination Cost

Working together has a cost that scales with the number of people.

"Every additional person doubles the messages."

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In the wild

Why big teams move slower than small ones.

Executive application

Why headcount isn't always the answer.

How to use it

Compute coordination cost before scaling teams.

Learning

Latticework of Mental Models

A diverse set of models from many disciplines, used together.

"One model gets you misdiagnosis. Ten get you understanding."

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In the wild

Munger's interdisciplinary approach.

Executive application

Executive reasoning quality.

How to use it

Add a new model from a new discipline to your latticework every month.

Learning

Strong Opinions, Loosely Held

Have a thesis. Update it on evidence.

"Convictions are positions, not identities."

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In the wild

Investing, strategy, leadership.

Executive application

Pace and quality of decisions.

How to use it

Track your top 10 strategic beliefs. Update them publicly.

Learning

Steel-Manning (Argumentation)

Restate the opposing view at its strongest before responding.

"If you can't pass their argument back better than they made it, you're not ready to disagree."

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In the wild

Standard practice in elite debate teams.

Executive application

Decision quality and conflict resolution.

How to use it

Adopt as a leadership norm: argue the strongest version of the other side first.

Reasoning

Fermi Estimation

Decompose a problem into estimable parts; multiply through.

"Right-order-of-magnitude beats no estimate."

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In the wild

Market sizing. Cost estimates.

Executive application

Quick strategic order-of-magnitude reasoning.

How to use it

Default to Fermi on any big question before deeper analysis.

Decision

Premortem + Postmortem Pair

Imagine the failure beforehand; investigate it afterward.

"Both halves required. One alone is theater."

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In the wild

Standard operating practice in elite engineering and military planning.

Executive application

Continuous decision improvement.

How to use it

Pair them as a process. Compare predictions to outcomes.

Decision

Hick's Law

Decision time grows with the number of choices.

"Optionality is a feature until it becomes a tax."

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In the wild

UX design and strategic option-set design.

Executive application

Why too many options paralyze.

How to use it

Curate option sets before presenting them.

Learning

Cognitive Load Theory

Working memory has limits.

"Your team's cognitive bandwidth is a resource. Spend it."

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In the wild

Why too-complex strategies fail in execution.

Executive application

Strategy and product design.

How to use it

Test strategy clarity by asking employees to restate it.

Learning

Single Loop vs. Double Loop Learning

Single-loop fixes errors; double-loop questions the assumptions producing them.

"Most orgs are stuck in single loop and call it improvement."

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In the wild

Continuous improvement programs that never ask the deeper question.

Executive application

Whether your learning system can change itself.

How to use it

Periodic double-loop reviews on every major program.

Learning

Beginner's Mind

Approach a situation as if you knew nothing.

"Expertise calcifies. Curiosity moves."

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In the wild

Senior leaders entering new markets.

Executive application

Avoiding expertise traps.

How to use it

Reset deliberately on familiar topics.

Probability

Probabilistic Thinking

Reason in distributions, not in points.

"Forecasts without error bars are statements of preference."

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In the wild

Investment, planning, AI safety.

Executive application

Strategy under uncertainty.

How to use it

Require ranges, not points, on all forecasts.

Social

Abilene Paradox

A group decides on a course of action that nobody actually wants, because everyone assumes others prefer it.

"The road to collective disaster is paved with polite assumptions."

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In the wild

A team agrees to a painful relocation because each person thinks the others want it.

Executive application

Watch for consensus that nobody privately supports.

How to use it

Run anonymous pre-votes before any big group decision.

Decision

Absent-Mindedness

Inattention or forgetfulness caused by low attention, hyperfocus, or distraction.

"The brain's autocomplete feature, but for the wrong task."

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In the wild

Walking into a room and forgetting why you are there.

Executive application

Errors happen when people are mentally checked out of the meeting they are physically in.

How to use it

Design checklists and interruptions that restore attention to the right thing.

Decision

Action Bias

The urge to do something rather than wait, even when waiting is wiser.

"Doing something often feels better than doing the right thing."

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In the wild

A goalkeeper diving during a penalty kick even when staying still would stop more goals.

Executive application

Leaders default to reorgs and announcements because motion feels like progress.

How to use it

Create a 'wait and measure' option with equal legitimacy.

Systems

Activation Energy

The minimum energy needed to start a reaction; same idea for starting habits or initiatives.

"The hardest part is not the work. It is starting the work."

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In the wild

A gym membership is unused until clothes are laid out the night before.

Executive application

Reduce friction for the first step of any new process or behavior.

How to use it

Pre-stage the first two minutes of every important task.

Social

Acton's Dictum

Power tends to corrupt, and absolute power corrupts absolutely.

"Give someone a crown and watch the halo slip."

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In the wild

Founders who become intolerant of dissent as the company grows.

Executive application

Concentrated decision rights erode judgment over time.

How to use it

Distribute power and rotate who holds the veto.

Social

Actor-Observer Bias

We attribute our own actions to situations but others' actions to their character.

"I am late because of traffic. You are late because you are careless."

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In the wild

A missed deadline is 'context' for you and 'incompetence' for your colleague.

Executive application

Performance reviews are riddled with this double standard.

How to use it

Force the same causal language for self and others.

Reasoning

Ad Hominem

Attacking the person making the argument instead of the argument itself.

"The fastest way to lose a debate and still feel like you won."

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In the wild

Dismissing a proposal because the presenter is 'too junior' to have an opinion.

Executive application

Political meetings often substitute character assassination for analysis.

How to use it

Restate the argument in neutral terms before anyone responds.

Reasoning

Adaptive Bias

The brain evolved to reason adaptively, not always truthfully, to reduce the cost of errors.

"Beliefs are fitness tools, not truth detectors."

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In the wild

Overestimating risks after a recent scare, even when the data is unchanged.

Executive application

Risk assessments swing with recent headlines rather than base rates.

How to use it

Anchor forecasts to long-term data before discussing recent events.

Reasoning

Additive Bias

We solve problems by adding, even when subtracting would be better.

"Every problem looks like a missing feature."

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In the wild

Adding another meeting instead of canceling a redundant one.

Executive application

Organizations grow complexity because subtraction is politically harder.

How to use it

Require a 'what can we remove?' question before approving any addition.

Reasoning

Alder's Razor

What cannot be settled by experiment is not worth debating.

"If you cannot test it, you cannot argue it."

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In the wild

Endless strategy debates about unmeasurable assumptions.

Executive application

Many executive disputes are philosophical instead of empirical.

How to use it

Convert every disagreement into a falsifiable prediction.

Decision

Affect Heuristic

We let current emotion color our estimate of risks and benefits.

"If you like it, it is safe. If you fear it, it is dangerous."

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In the wild

Investors feel optimistic about a company because they like its CEO.

Executive application

Gut-led decisions often dress themselves up as data-led.

How to use it

Separate 'how do I feel?' from 'what do I know?' in write-ups.

Decision

Affective Forecasting

Predicting how we will feel in the future, usually inaccurately.

"We are terrible weather forecasters for our own emotions."

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In the wild

Assuming a promotion will make us happy for years; it lasts months.

Executive application

Retention bonuses and titles are overvalued because of this.

How to use it

Survey people who already made the choice you are considering.

Social

Affinity / Liking Bias

We favor people who are similar to us or who like us.

"Hire for 'culture fit' and accidentally hire for 'looks like me'."

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In the wild

A hiring manager prefers the candidate who shares their alma mater.

Executive application

Affinity silently shapes who gets funded, hired, and promoted.

How to use it

Blind relevant traits and use structured scorecards.

Reasoning

Affirming a Disjunct

Assuming that if one option is true, another must be false, when both can be true.

"Or is not always exclusive."

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In the wild

'She is either ambitious or a team player' ignores that she can be both.

Executive application

False trade-offs dominate strategic conversations.

How to use it

Ask whether the two options are genuinely mutually exclusive.

Reasoning

Affirming the Consequent

If A implies B, and B is true, assuming A must be true.

"The room is dark, so the lamp must be broken. Or maybe it is just unplugged."

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In the wild

Sales are up after the campaign, so the campaign worked; maybe the market grew.

Executive application

Attribution errors justify budgets and careers.

How to use it

List all possible causes before claiming credit.

Strategy

Agent Provocateur

Someone who incites others to take illegal or rash action, often to expose or discredit them.

"The match that blames the fire."

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In the wild

A planted employee encourages a strike to justify management crackdown.

Executive application

Watch for third parties who profit from your internal conflict.

How to use it

Trace who benefits when a conflict escalates unexpectedly.

Reasoning

Algorithms

A finite set of well-defined instructions for solving a problem or performing a computation.

"The recipe that never forgets the salt, but also never questions the recipe."

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In the wild

Credit scoring models that approve or reject loans automatically.

Executive application

Algorithms scale decisions, but they also scale embedded assumptions.

How to use it

Audit algorithmic outputs for the edge cases humans would catch.

Reasoning

All Models Are Wrong

Every model simplifies reality; some are still useful.

"A map is not the territory, but it beats wandering blind."

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In the wild

Financial models are always wrong, yet they are still better than gut-only investing.

Executive application

The best model is the one you remember to update.

How to use it

Label each model's known simplifications before using it.

Reasoning

Allegiance Bias

Researchers favor conclusions aligned with their school, team, or sponsor.

"The data is neutral. The analyst is not."

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In the wild

A pharma study funded by the drug's manufacturer finds more positive results.

Executive application

Internal analytics often tell the story the team wants to hear.

How to use it

Assign independent analysts and pre-register hypotheses.

Systems

Alloying

Combining substances to create a new material stronger than its parts.

"Strength comes from the mixture, not the purity."

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In the wild

Steel combines iron and carbon to outperform either alone.

Executive application

Cross-functional teams outperform silos when the mix is right.

How to use it

Design teams where different skills are combined, not stacked.

Decision

Alternative Paths

Outcomes that could have happened but did not.

"History is written by the winners of paths not taken."

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In the wild

A risky bet succeeds and is called genius; the same bet could have failed.

Executive application

Success narratives ignore the luck of the path taken.

How to use it

Record the counterfactuals before the outcome is known.

Risk

Ambiguity Aversion

We prefer known risks over unknown risks, even when the unknown may be safer.

"A devil you know beats an angel you cannot measure."

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In the wild

Sticking with a bad vendor because switching feels uncertain.

Executive application

Status quo bias is partly fear of ambiguity.

How to use it

Quantify the unknowns, however roughly, to make them comparable.

Decision

Analysis Paralysis

Overthinking a situation so that decision-making stalls.

"The more you think, the less you do."

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In the wild

A committee requests six more studies before approving a trivial purchase.

Executive application

Complexity is sometimes a disguise for fear of accountability.

How to use it

Set a decision deadline and a maximum information budget.

Decision

Amygdala Hijack

An overwhelming emotional response that overrides rational thought.

"When fear is driving, reason is in the trunk."

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In the wild

A CEO sends an all-hands email in anger that takes weeks to undo.

Executive application

High-stakes moments are when the amygdala hijacks the boardroom.

How to use it

Institute a 'cooling-off' rule for emotionally charged decisions.

Decision

Anchoring Bias

We rely too heavily on the first piece of information offered.

"The first number in the room becomes the gravity well."

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In the wild

A salary negotiation is anchored by whoever names a number first.

Executive application

First proposals, last quarter's numbers, and benchmarks all shape thinking.

How to use it

Generate your own range before hearing anyone else's number.

Reasoning

Anecdotal Fallacy

Using personal stories or isolated examples instead of evidence.

"One data point is not a trend. It is a story."

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In the wild

'My cousin did fine without a degree' shapes hiring policy.

Executive application

Leadership anecdotes often override systematic data.

How to use it

Ask for the denominator behind every story.

Reasoning

Anthropomorphism

Attributing human traits, emotions, or intentions to non-human entities.

"The market is not angry. It is just math."

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In the wild

Saying 'the algorithm hates me' when it is just following rules.

Executive application

Teams humanize systems and then blame them like people.

How to use it

Describe system behavior in mechanical, not emotional, terms.

Risk

Antifragility

Systems that grow stronger from shocks, volatility, and stressors.

"Robust survives. Antifragile gets better."

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In the wild

Open-source software improves because it is constantly attacked and patched.

Executive application

Build organizations that learn from failure rather than preventing it.

How to use it

Design small, recoverable stressors into the operating rhythm.

Reasoning

Apophenia

Perceiving meaningful connections between unrelated things.

"Pattern recognition without an off switch becomes conspiracy theory."

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In the wild

Seeing a stock pattern in random noise and trading on it.

Executive application

Analysts find narratives in data that is mostly noise.

How to use it

Require out-of-sample testing before acting on a pattern.

Reasoning

Appeal to Emotion

Manipulating emotions to win an argument rather than using evidence.

"If you cannot win the head, win the heart. Even if the heart is wrong."

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In the wild

A pitch uses fear of failure rather than projected ROI.

Executive application

Charismatic presentations often defeat rigorous but boring ones.

How to use it

Separate the emotional appeal from the factual claim in write-ups.

Reasoning

Appeal to Nature

Assuming something is good because it is natural, or bad because it is unnatural.

"Poison ivy is natural. Vaccines are not. Choose carefully."

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In the wild

Preferring 'natural' management styles because they feel authentic.

Executive application

'Natural' is often a marketing label, not a quality signal.

How to use it

Judge interventions by outcomes, not by how organic they feel.

Reasoning

Appeal to Novelty

Assuming an idea is better simply because it is new.

"New is not next. Next is not right."

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In the wild

Adopting every new framework because it is the latest trend.

Executive application

Innovation theater thrives on this bias.

How to use it

Demand proof of superiority over the incumbent, not just novelty.

Reasoning

Appeal to Probability

Assuming something is true because it is probable or possible.

"Probably true is not the same as true."

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In the wild

'This market will probably grow, so we should enter it.'

Executive application

Strategic plans confuse possibility with probability.

How to use it

Distinguish possible, probable, and proven before betting.

Reasoning

Appeal to Tradition

Assuming something is right because it has been done that way.

"We have always done it this way is not a strategy. It is a resignation letter."

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In the wild

Keeping a legacy process because it is 'how things are done'.

Executive application

Tradition is the enemy of adaptation in fast-moving markets.

How to use it

Make the current process defend itself against a blank-sheet design.

Economics

Arbitrage

Exploiting price differences between markets for risk-free profit.

"The same thing selling for two prices is a math problem wearing a suit."

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In the wild

Buying a stock in London and selling it in New York for a spread.

Executive application

Arbitrage opportunities reveal information gaps and inefficiencies.

How to use it

Automate monitoring of price and terms across markets.

Reasoning

Argument from Authority

Using an authority's opinion as evidence, regardless of its merits.

"Expertise in one field does not transfer to every field."

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In the wild

A famous CEO's opinion on public health is treated as fact.

Executive application

HiPPOs (highest paid person's opinions) dominate decisions.

How to use it

Ask what the authority knows specifically about this question.

Reasoning

Argument from Ignorance

Claiming something is true because it has not been proven false.

"Absence of evidence is not evidence of absence."

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In the wild

'We have never had a security breach, so we are secure.'

Executive application

Risk plans often fail because a threat has not yet appeared.

How to use it

List what would prove the claim false and look for it.

Strategy

Art of War

Sun Tzu's ancient treatise on strategy, deception, and positioning.

"The oldest strategy book still wins the newest boardroom battles."

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In the wild

Winning without fighting by shaping the competitive landscape.

Executive application

M&A and market entry often mirror Sun Tzu's principles.

How to use it

Study the opponent's incentives before committing forces.

Reasoning

Association Fallacy

Assuming qualities of one thing transfer to another because they are associated.

"Guilt by association, dressed up as logic."

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In the wild

'That consultant worked for a failed startup, so they must be bad.'

Executive application

Resumes are judged by the companies listed, not the results delivered.

How to use it

Evaluate based on direct evidence, not symbolic connections.

Social

Astroturfing

Masking the sponsors of a message to make it appear grassroots.

"Fake grass roots look real until you check who bought the seeds."

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In the wild

A company funds fake customer reviews to create buzz.

Executive application

Astroturfing destroys trust once exposed.

How to use it

Verify the source of endorsements and testimonials.

Strategy

Asymmetric Warfare

Conflict between belligerents with very different resources and tactics.

"The weak do not fight the strong on the strong's terms."

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In the wild

A startup competes by innovating in a niche a giant cannot prioritize.

Executive application

Incumbents lose to asymmetric challengers all the time.

How to use it

Identify where your size is a liability, not an asset.

Decision

Attentional Bias

Our perception is shaped by what we selectively pay attention to.

"What you look for is what you find. What you ignore is what hurts you."

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In the wild

A sales team only notices deals that are closing, missing churn signals.

Executive application

Dashboards create attentional bias by what they display.

How to use it

Rotate what is measured and highlight the metrics no one is watching.

Reasoning

Attribute Substitution

Replacing a hard question with an easier one without realizing it.

"How much is this company worth? We answered how much we like the CEO."

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In the wild

Judging a complex policy by how easy its slogan is to remember.

Executive application

Simpler proxies constantly replace the real target.

How to use it

Write the hard question down and audit the substitute you used.

Social

Availability Cascade

A self-reinforcing cycle where a belief becomes more plausible as more people repeat it.

"A rumor that becomes true because it is repeated enough."

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In the wild

A panic about a rare product defect spreads even as evidence remains thin.

Executive application

Crisis communications must break the cascade before it hardens.

How to use it

Lead with base rates and credible data, not reassurance.

Decision

Availability Heuristic

We judge likelihood by how easily examples come to mind.

"The headline becomes the base rate."

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In the wild

After a plane crash, people overestimate flying risk despite it being low.

Executive application

Recency and vividness distort risk and opportunity assessments.

How to use it

Use historical data, not recent examples, to calibrate frequency.

Reasoning

Backfire Effect

When disconfirming evidence strengthens a person's existing belief.

"Facts are not always the antidote. Sometimes they are the fuel."

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In the wild

Showing a flat-earther more evidence makes them more convinced.

Executive application

Change management fails when rebuttals feel like attacks.

How to use it

Find shared values first, then introduce contradictory evidence gently.

Social

Bandwagon Effect

We do or believe things because many others do or believe them.

"If everyone is jumping, the bridge is probably fine. Probably."

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In the wild

Investors pile into a hot sector because everyone else is.

Executive application

FOMO drives M&A, hiring, and technology adoption.

How to use it

Require a written case independent of peer behavior.

Social

Barnum Effect

We accept vague, general statements as personally meaningful.

"You are a person who sometimes doubts yourself. Revolutionary."

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In the wild

Employees rate generic personality feedback as highly accurate.

Executive application

Personality tests and horoscopes both exploit this.

How to use it

Ask for specific predictions before trusting any assessment.

Probability

Base Rate Fallacy

Ignoring general statistics in favor of specific, vivid information.

"The forest is full of oaks; you are still describing one leaf."

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In the wild

A 'perfect' candidate is hired despite a low base rate of success in that role.

Executive application

Base rates are the most underused tool in executive hiring.

How to use it

Start every prediction with the base rate, then adjust.

Probability

Beginner's Luck

Novices experiencing early success, often due to variance and small samples.

"First-timers win because they have not yet learned how hard it is."

Open full entry →
In the wild

A new trader's first three bets win, convincing them they are gifted.

Executive application

Early wins can build dangerous overconfidence.

How to use it

Track long-term performance before scaling up a beginner's approach.

Reasoning

Betteridge's Law of Headlines

Any headline that ends in a question mark can be answered by the word no.

"If they knew it was yes, they would not have asked."

Open full entry →
In the wild

'Is this startup the next Amazon?' Probably not.

Executive application

Media framing drives attention by asking inflammatory questions.

How to use it

Rewrite headline questions as factual claims and evaluate them.

Decision

Bezold Effect

A color appears different depending on adjacent colors.

"Context is not decoration. It is the whole experience."

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In the wild

The same product price feels different next to a premium vs. budget option.

Executive application

Pricing and positioning are inseparable from context.

How to use it

Test every offer in the context customers will actually see.

Reasoning

Bias Blind Spot

We see biases in others but not in ourselves.

"Everyone else is biased. I am just perceptive."

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In the wild

A leader warns the team about confirmation bias while ignoring their own.

Executive application

The most dangerous bias is the one you deny having.

How to use it

Assume you are biased and ask others to name the bias they see.

Learning

Bizarreness Effect

Unusual or bizarre material is more memorable than common material.

"Normal slides are forgotten. The weird ones are quoted."

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In the wild

A presentation with one absurd analogy is remembered more than a balanced one.

Executive application

Marketing messages compete for memory, not just attention.

How to use it

Deliberately place one striking, unusual element in key communications.

Social

Boomerang Effect

A persuasive message produces the opposite of its intended effect.

"The harder you push, the harder they push back."

Open full entry →
In the wild

A health campaign scares smokers, who then smoke more to cope.

Executive application

Change programs can increase resistance if they feel coercive.

How to use it

Use autonomy-preserving language and small voluntary commitments.

Systems

Bottleneck

A single constraint limits the throughput of an entire system.

"The chain is only as strong as its weakest link. And it is usually one link."

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In the wild

A fast factory stalls because one inspection station is understaffed.

Executive application

Adding capacity everywhere except the bottleneck wastes money.

How to use it

Find the bottleneck first, then protect and expand it.

Reasoning

Brandolini's Law

The energy needed to refute bullshit is an order of magnitude bigger than to produce it.

"Lies run sprints. Truth runs marathons."

Open full entry →
In the wild

A false claim spreads in minutes; the correction takes days and never reaches everyone.

Executive application

Misinformation is an asymmetric threat to every organization.

How to use it

Invest in rapid, credible response teams and pre-bunked narratives.

Systems

Brook's Law

Adding manpower to a late software project makes it later.

"Nine women cannot make a baby in one month."

Open full entry →
In the wild

Throwing engineers at a delayed launch slows it down because of onboarding overhead.

Executive application

More people does not always mean faster delivery.

How to use it

Add people only when communication overhead is lower than the work gained.

Social

Bystander Effect

Individuals are less likely to help when others are present.

"When everyone is responsible, no one is responsible."

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In the wild

A security bug is ignored because everyone assumes someone else is handling it.

Executive application

Clear ownership prevents diffusion of responsibility.

How to use it

Assign a single named owner for every critical issue.

Systems

Catalyst

A substance that speeds up a reaction without being consumed.

"The spark that does not become ash."

Open full entry →
In the wild

A great facilitator accelerates a team without making the decision.

Executive application

Catalysts multiply impact without adding headcount.

How to use it

Identify who or what lowers the activation energy in key processes.

Social

Catfishing

Using a fake identity to deceive someone, usually for gain or manipulation.

"Not everyone who shows up to the meeting is who they say they are."

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In the wild

A competitor creates a fake persona to gather intelligence on LinkedIn.

Executive application

Identity verification matters in hiring, sales, and partnerships.

How to use it

Verify identities and credentials through independent channels.

Systems

Chaos Theory

Nonlinear systems are highly sensitive to initial conditions.

"A butterfly flaps its wings. A supply chain collapses."

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In the wild

Small scheduling changes cascade into major project delays.

Executive application

Complex systems produce outcomes that are hard to predict and control.

How to use it

Build buffers and avoid optimizing every margin away.

Reasoning

Cherry Picking

Selecting evidence that supports a position while ignoring contradictory evidence.

"The data is not lying. The selection is."

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In the wild

A marketing report highlights the best-performing segment and hides the rest.

Executive application

Cherry picking is the most common form of internal deception.

How to use it

Require reporting of the full distribution, not just winners.

Reasoning

Chekhov's Gun

Every unnecessary element in a story must be removed, or it will be expected to matter.

"If you mention a gun on the wall, someone will expect it to fire."

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In the wild

A slide in a deck raises expectations that must be paid off later.

Executive application

Unnecessary details create commitments and distractions.

How to use it

Remove every element that does not serve the core argument.

Reasoning

Chesterton's Fence

Do not remove a fence until you know why it was put there.

"Every bad rule was once a solution to a worse problem."

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In the wild

A new leader cancels a process and the old problem returns immediately.

Executive application

Reform agendas must respect institutional memory.

How to use it

Write the steelman case for any rule before removing it.

Social

Chilling Effect

The threat of retaliation suppresses legitimate speech or action.

"Fear does not need to punish everyone. It just needs to be believable."

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In the wild

Employees stop raising concerns because one whistleblower was punished.

Executive application

Culture is shaped by what people fear will happen if they speak up.

How to use it

Protect dissenters visibly and punish retaliation clearly.

Decision

Choice Architecture

The design of how choices are presented influences what people choose.

"The menu is the message."

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In the wild

Defaulting employees into a retirement plan dramatically increases participation.

Executive application

Defaults, framing, and order shape customer and employee behavior.

How to use it

Design defaults that align with long-term goals, not short-term convenience.

Learning

Chunking

Grouping information into familiar units to improve memory and processing.

"The mind handles big ideas by breaking them into bite-sized patterns."

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In the wild

Phone numbers are chunked into groups of digits for easier recall.

Executive application

Complex strategies must be chunked into memorable frameworks.

How to use it

Use three to five named buckets for any important concept.

Reasoning

Circular Reasoning

The conclusion is used as a premise, creating a closed loop.

"X is true because X is true. Compelling, if you are not thinking."

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In the wild

'We are the best because we sell the most; we sell the most because we are the best.'

Executive application

Strategy decks often reason in circles.

How to use it

Map the argument and check if any premise depends on the conclusion.

Systems

Cobra Effect

An incentive designed to reduce a problem produces more of it.

"The bounty was for dead cobras. People started cobra farms."

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In the wild

A bug bounty leads to employees planting bugs to claim rewards.

Executive application

Every incentive creates a rational response; model it before launching.

How to use it

Red-team every reward system before it goes live.

Decision

Cocktail Party Effect

The ability to focus on one voice in a noisy environment.

"Your name cuts through every room."

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In the wild

A customer hears their own complaint in a sea of feedback.

Executive application

Personalization and relevance break through noise.

How to use it

Make messages relevant to the recipient's identity and goals.

Decision

Commitment Device

A mechanism that locks you into a future action to overcome present temptation.

"Ulysses tied himself to the mast so he could hear the sirens and survive."

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In the wild

Automatic savings transfers prevent spending temptations.

Executive application

Pre-commitments help teams execute long-term plans despite short-term pressure.

How to use it

Build public commitments and penalties for backing out.

Social

Common Knowledge

Information that everyone knows, and everyone knows that everyone knows.

"The emperor has no clothes, but nobody says it until someone does."

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In the wild

A known problem is not fixed until a leader names it publicly.

Executive application

Culture change requires making private knowledge common knowledge.

How to use it

Use all-hands forums to name the unnamed.

Decision

Compassion Fade

We care less as the number of victims increases.

"One death is a tragedy. A million is a statistic."

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In the wild

A single customer story moves more budget than a report on thousands.

Executive application

Numbers numb; stories move.

How to use it

Lead with a representative story, then anchor with the scale.

Systems

Complex Adaptive System

A system with many interacting parts that learn and adapt.

"The parts are smart. The whole is unpredictable."

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In the wild

Markets, ecosystems, and organizations all adapt in unexpected ways.

Executive application

Top-down planning fails when the system is constantly adapting.

How to use it

Use probes, feedback loops, and decentralized decision rights.

Probability

Conjunction Fallacy

Assuming a specific condition is more probable than a general one.

"The more detailed the story, the more likely it feels, and the less likely it is."

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In the wild

'A successful CEO who is also a yoga instructor' feels more likely than just 'a successful CEO'.

Executive application

Detailed scenarios feel more credible than base rates.

How to use it

Compare specific scenarios to their broader category first.

Learning

Consistency Bias

Remembering past attitudes and behavior as more consistent with present ones.

"We rewrite our autobiography to match who we are now."

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In the wild

A manager claims they always believed in a project that they once opposed.

Executive application

Post-hoc rationalization makes organizational learning harder.

How to use it

Document decisions and reasoning in real time.

Decision

Context Effect

Environmental factors influence perception and judgment.

"The same wine tastes different in a crystal glass versus a plastic cup."

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In the wild

A product seems premium in a luxury store and cheap in a discount shop.

Executive application

Context changes value, not just presentation.

How to use it

Test offers in the actual environment where they will be judged.

Reasoning

Contextomy

Removing a quote from its context to distort its meaning.

"A half-truth is a whole lie with good PR."

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In the wild

A customer testimonial is edited to sound glowing when the full quote was mixed.

Executive application

Marketing and internal reporting both suffer from context stripping.

How to use it

Show the full source for any claim that depends on a quote.

Social

Contagion Bias

Avoiding contact with people or things perceived as 'contaminated'.

"Bad luck, like bad news, is treated as contagious."

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In the wild

A team avoids a project because a failed leader once touched it.

Executive application

Association-based avoidance blocks good opportunities.

How to use it

Separate the object from its history with evidence.

Learning

Continued Influence Effect

Believing previously learned misinformation even after it has been corrected.

"Corrections rarely catch up with the original lie."

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In the wild

A retracted rumor still shapes how employees view a leader.

Executive application

First impressions are sticky even when wrong.

How to use it

Repeat the correction with the original false claim to overwrite it.

Social

Coolidge Effect

Renewed interest in a stimulus when a novel stimulus is introduced.

"New options reawaken old appetites."

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In the wild

A team loses steam on a project until a new competitor enters the market.

Executive application

Novelty re-energizes engagement, for better and worse.

How to use it

Introduce small novelties to sustain momentum without constant pivots.

Economics

Creative Destruction

Innovation destroys old industries and creates new ones.

"Progress is a polite word for obsolescence."

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In the wild

Streaming destroyed video rental, then reshaped film production.

Executive application

Every successful business is eventually a target of creative destruction.

How to use it

Invest in self-disruption before competitors do it for you.

Learning

Crespi Effect

A conditioned response changes disproportionately when reinforcement changes.

"Reward more, work more. Reward less, sulk more. The change is the story."

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In the wild

A sales team overperforms when commissions increase, then collapses when they are cut.

Executive application

Incentive changes have outsized emotional and behavioral effects.

How to use it

Model the response to both increases and decreases in rewards.

Social

Crowd Folly

Groups sometimes behave as foolishly as the worst individuals.

"A thousand people can be wrong with breathtaking confidence."

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In the wild

A mob of investors drives a stock to irrational heights.

Executive application

Boards and teams can reinforce collective delusion.

How to use it

Appoint independent critics and reward dissent.

Social

Cultural Bias

Judging phenomena by the standards of one's own culture.

"The fish does not see the water. We do not see our own culture."

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In the wild

A global strategy fails because it assumes local norms are universal.

Executive application

Culture shapes what customers and employees expect and value.

How to use it

Hire local interpreters and test assumptions in each market.

Learning

Debiasing

Reducing cognitive biases through training, structure, and process.

"You cannot remove the bias, but you can build a fence around it."

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In the wild

Using checklists to reduce aviation errors.

Executive application

Debiasing is a systems problem, not a willpower problem.

How to use it

Build prompts and reviews that force second looks.

Decision

Decision Fatigue

The quality of decisions declines after a long session of deciding.

"Willpower is a finite resource. So is judgment."

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In the wild

Judges grant parole less often late in the day.

Executive application

Afternoon executive decisions are riskier than morning ones.

How to use it

Schedule important decisions early and simplify trivial choices.

Decision

Decoy Effect

Adding a third option makes one of the original options more attractive.

"The decoy is not there to sell. It is there to make the target look good."

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In the wild

A medium-priced subscription makes the expensive one look like a bargain.

Executive application

Pricing menus are engineered around decoys.

How to use it

Evaluate each option independently of the menu.

Systems

Dialectical Materialism

The idea that material conditions and contradictions drive historical change.

"Thesis meets antithesis; synthesis is never what either side expected."

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In the wild

Labor and capital tensions shape regulatory cycles.

Executive application

Market structures evolve through conflict and contradiction.

How to use it

Map the contradictions in your industry before they resolve against you.

Social

Dilbert Principle

Incompetent employees are promoted to management to limit their workflow damage.

"The least capable person is moved where they can do the least harm."

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In the wild

A bad engineer becomes a manager and becomes a worse manager.

Executive application

Promotions often follow Peter's cousin.

How to use it

Separate management track from technical track and reward both.

Economics

Discount Rate

How much we value the present over the future.

"A dollar today is worth more than a dollar tomorrow. Usually too much more."

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In the wild

Companies underinvest in maintenance because the payoff is delayed.

Executive application

High discount rates explain short-termism.

How to use it

Use lower discount rates for long-term strategic investments.

Learning

Dunning-Kruger Effect

Unskilled people overestimate their ability; experts underestimate theirs.

"The worst performers are the most confident. The best are the most worried."

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In the wild

A junior analyst argues aggressively while a senior asks clarifying questions.

Executive application

Confidence is not a reliable signal of competence.

How to use it

Weight judgments by track record, not by presentation polish.

Learning

Einstellung Effect

A predisposition to solve a problem in a familiar way, even when a better way exists.

"The expert's trap: the right answer gets in the way of a better answer."

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In the wild

Engineers default to the technology they know best.

Executive application

Experience becomes a cage when it prevents new approaches.

How to use it

Require at least one alternative method for every proposed solution.

Systems

Emergence

The whole has properties that the individual parts do not.

"No neuron is conscious, but the brain is."

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In the wild

A team produces creativity that no single member predicted.

Executive application

Culture and performance emerge from interactions, not individuals.

How to use it

Design interactions and feedback loops, not just individual roles.

Decision

Emotional Bias

Emotional states distort cognition and decision-making.

"Don't make decisions when you are hungry, angry, lonely, or tired."

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In the wild

A deal is rejected because the negotiator is in a bad mood.

Executive application

Mood drives more decisions than leaders admit.

How to use it

Delay consequential decisions during emotional spikes.

Decision

Empathy Gap

We underestimate how emotions and physical states influence decisions.

"Full people plan diets for hungry people."

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In the wild

A product designed for calm users frustrates stressed ones.

Executive application

Customer personas often ignore the emotional state of use.

How to use it

Test products and policies with users in realistic emotional states.

Learning

End-of-History Illusion

We believe we will change less in the future than we actually will.

"You think you are finished becoming yourself. You are not."

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In the wild

Employees resist development plans because they believe they are already fully formed.

Executive application

Underestimating future change leads to brittle career and strategy plans.

How to use it

Ask how you have changed in the past five years, then project forward.

Decision

Endowment Effect

We value things more once we own them.

"The coffee mug is worth more the moment it is yours."

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In the wild

Employees resist reallocating a project they started, even if it is failing.

Executive application

Sunk commitment becomes emotional ownership.

How to use it

Evaluate projects as if you were acquiring them today.

Probability

Ergodicity

What is true for a group over time is not always true for an individual at each step.

"Russian roulette has a great expected value. Once."

Open full entry →
In the wild

A strategy with good average returns can bankrupt any single player.

Executive application

Do not confuse population statistics with personal survival.

How to use it

Ask whether each individual draw is survivable, not just the average.

Decision

Escalation of Commitment

Continuing a failing course of action because of prior investment.

"The deeper the hole, the more we insist on digging."

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In the wild

A project keeps getting funding because it has already consumed so much.

Executive application

Sunk cost logic is the silent killer of capital allocation.

How to use it

Set kill criteria before the project begins, not after it struggles.

Decision

Exaggerated Expectation

Predicting more extreme outcomes than actually occur.

"The best case is always shinier in the imagination."

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In the wild

Forecasting a new product will be a blockbuster when most launches are modest.

Executive application

Hype cycles are built on exaggerated expectations.

How to use it

Compare forecasts to the base rate of similar launches.

Systems

Exponential Growth

Growth whose rate becomes ever more rapid in proportion to the growing quantity.

"It looks small until it is too big to ignore."

Open full entry →
In the wild

Viral adoption, compound interest, and pandemic spread all accelerate.

Executive application

Exponential trends are missed because early numbers look flat.

How to use it

Track ratios and rates, not just absolute levels.

Economics

Externalities

Costs or benefits that affect third parties not involved in a transaction.

"Someone always pays. Sometimes it is not the buyer."

Open full entry →
In the wild

Pollution is a cost imposed on society by a producer.

Executive application

Culture and reputation are externality factories.

How to use it

Internalize externalities by measuring and pricing them.

Reasoning

False Causality

Correlation does not imply causation.

"Ice cream sales and drowning deaths both rise in summer. Ice cream does not drown people."

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In the wild

Two metrics move together and are assumed to have a causal link.

Executive application

Dashboards create false causality daily.

How to use it

Demand a plausible mechanism and test for reverse causality.

Reasoning

False Dilemma

Presenting two options as the only possibilities when more exist.

"The world is rarely A or B. Usually it is A, B, C, or none of the above."

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In the wild

'We either cut costs or grow revenue' ignores both/and strategies.

Executive application

Strategic debates are framed as false dichotomies to force a side.

How to use it

Ask for the options that are not on the table.

Learning

False Memory

Recalling something that did not happen or recalling it differently.

"Memory is not a recording. It is a reconstruction with a bad editor."

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In the wild

A team remembers a project as successful when the data shows it was not.

Executive application

Post-hoc narratives rewrite history.

How to use it

Document facts and decisions contemporaneously.

Reasoning

Falsifiability

For a claim to be scientific, it must be possible to prove it false.

"If nothing can prove you wrong, you are not right. You are just loud."

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In the wild

A strategy that is so vague no outcome could refute it.

Executive application

Unfalsifiable strategies are immune to learning.

How to use it

Define in advance what evidence would change your mind.

Learning

Fan Effect

As more facts are learned about a topic, retrieving any one fact slows.

"The more you know, the harder it is to find the right thing at the right time."

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In the wild

Experts can be slower to answer simple questions because they know too much.

Executive application

Knowledge management must organize, not just accumulate.

How to use it

Use structured frameworks and retrieval cues.

Systems

Feedback Loops

Outputs of a system are routed back as inputs, amplifying or dampening change.

"What the system produces, the system consumes."

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In the wild

Customer complaints improve the product, which attracts more customers.

Executive application

Organizations are built on feedback loops, intentional and accidental.

How to use it

Design loops that reward the behavior you want repeated.

Probability

Fermi Estimate

A rough calculation using order-of-magnitude reasoning.

"A fast wrong answer is often better than a slow exact one."

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In the wild

Estimating market size by breaking it into known components.

Executive application

Executives need ballpark numbers before precise models.

How to use it

Train teams to do back-of-the-envelope estimates before detailed analysis.

Social

Festinger's Cognitive Dissonance

Mental discomfort from holding conflicting beliefs or values.

"We will change our minds, or we will change the facts. Usually the facts."

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In the wild

A smoker dismisses health data to reduce dissonance.

Executive application

Leaders rationalize bad decisions rather than admit error.

How to use it

Create safe ways to update beliefs without losing face.

Social

Filter Bubble

Algorithms show us content that reinforces our existing views.

"The internet gave us infinite perspectives. We each chose one."

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In the wild

Two executives read the same news story but see completely different versions.

Executive application

Homogeneous information feeds produce homogeneous thinking.

How to use it

Deliberately seek sources that challenge your team's assumptions.

Learning

Five Whys

Asking 'why' repeatedly to trace a problem to its root cause.

"The fifth why is usually where the blame becomes the system."

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In the wild

A machine stops because a fuse burned out because there was not enough lubrication...

Executive application

Root cause analysis prevents recurring problems.

How to use it

Use 'Five Whys' before assigning blame or fixes.

Learning

Fixed Mindset

Believing abilities are static and cannot be developed.

"'I am not good at this' becomes a self-fulfilling prophecy."

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In the wild

A leader avoids new skills because they believe talent is innate.

Executive application

Fixed mindsets kill adaptability.

How to use it

Reward effort, learning, and iteration, not just outcomes.

Learning

Flynn Effect

IQ scores have risen substantially over generations.

"The average person today would have been a genius a century ago."

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In the wild

Abstract reasoning improves with education and environmental complexity.

Executive application

Talent pools are deeper than ever, but so are expectations.

How to use it

Raise the bar and invest in continuous learning.

Decision

Focusing Effect

We overweight one aspect of an event when predicting its impact.

"We think the raise will change everything. It changes the commute."

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In the wild

Employees overestimate how much salary affects job satisfaction.

Executive application

Predictions focus on salient features and miss the daily reality.

How to use it

Ask people who already experienced the outcome what mattered most.

Social

Forer Effect

We accept vague, positive personality descriptions as highly accurate.

"The horoscope effect works even on people who do not believe in horoscopes."

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In the wild

Employees rate generic feedback as 'exactly right' about them.

Executive application

Personality assessments and 360 reviews can feel more precise than they are.

How to use it

Demand specific, predictive statements from any assessment.

Decision

Framing Effect

Choices change depending on how options are presented.

"Same facts. Different frame. Different decision."

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In the wild

'90% survival' sounds better than '10% mortality' for the same surgery.

Executive application

Every pitch, report, and headline is framed.

How to use it

Reframe the same decision in at least two ways before choosing.

Reasoning

Frequency Illusion

After noticing something, we start seeing it everywhere.

"You buy a blue car and suddenly every car is blue."

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In the wild

A competitor is mentioned once, then appears in every meeting.

Executive application

Recency and attention create the illusion of a trend.

How to use it

Track actual frequency, not just perceived frequency.

Social

Fundamental Attribution Error

We attribute others' behavior to character but our own to circumstances.

"You are a jerk. I am having a bad day."

Open full entry →
In the wild

A peer misses a deadline because they are 'lazy'; you miss one because you are 'overloaded'.

Executive application

Performance reviews often blame people for systemic issues.

How to use it

Assume situational causes first for others' behavior.

Reasoning

Funding Bias

Research outcomes tend to favor the interests of the funders.

"He who pays the piper often picks the tune."

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In the wild

A sponsored study finds the sponsor's product superior.

Executive application

Vendor-funded whitepapers are not independent research.

How to use it

Insist on independent funding or transparent conflicts of interest.

Systems

Gall's Law

A complex system that works is invariably found to have evolved from a simple system.

"You cannot build complexity from scratch and expect it to work."

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In the wild

Successful platforms start simple and add complexity over time.

Executive application

Big-bang launches of complex systems usually fail.

How to use it

Start with a simple, working system and grow it.

Strategy

Game Theory

Modeling decisions where the outcome depends on others' choices.

"You are not playing solitaire. Everyone else is playing too."

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In the wild

Pricing wars, auctions, and negotiations all involve game theory.

Executive application

Strategy without considering competitors' responses is incomplete.

How to use it

Model the second and third moves, not just your first move.

Social

Gaslighting

Making someone question their own reality or perceptions.

"The truth is not what happened. It is what you can make someone doubt."

Open full entry →
In the wild

A manager denies agreements that were clearly made.

Executive application

Gaslighting destroys trust and retention.

How to use it

Document decisions in writing and verify facts with multiple sources.

Learning

Gell-Mann Amnesia

Experts believe news articles outside their field despite knowing their own field is misreported.

"We trust the same media we know is wrong on our own subject."

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In the wild

A doctor believes a business article while criticizing medical journalism.

Executive application

General news is treated as credible even when specialized reporting is not.

How to use it

Apply the same skepticism to every field.

Social

Godwin's Law

As online discussions grow longer, the probability of a Nazi comparison approaches one.

"Eventually every argument ends at Hitler."

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In the wild

A product debate escalates to 'this is just like fascism'.

Executive application

Hyperbolic comparisons derail serious discussion.

How to use it

Intervene when comparisons become extreme and unproductive.

Systems

Goodhart's Law

When a measure becomes a target, it ceases to be a good measure.

"The metric you optimize is the metric that betrays you."

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In the wild

Support teams optimize ticket closure speed over customer satisfaction.

Executive application

KPIs inevitably drift toward gameability.

How to use it

Rotate metrics and pair each with a counter-metric.

Economics

Gresham's Law

Bad money drives out good when both are legally equivalent.

"The easy-to-fake replaces the hard-to-fake."

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In the wild

Low-quality content crowds out high-quality content in attention markets.

Executive application

Incentives can reward cheap signals over real value.

How to use it

Design quality signals that are costly to fake.

Social

Group Polarization

Groups make more extreme decisions than individuals would alone.

"A committee is more radical than any of its members."

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In the wild

A board approves a riskier deal after group discussion than any member would individually.

Executive application

Consensus can amplify risk, not reduce it.

How to use it

Require pre-commitment of individual views before group discussion.

Social

Groupthink

Desire for conformity leads to irrational or dysfunctional decisions.

"No one disagrees, but only because no one is willing to say it."

Open full entry →
In the wild

A team launches a flawed product because dissent felt disloyal.

Executive application

Groupthink is the enemy of innovation and risk management.

How to use it

Assign a formal devil's advocate and protect dissenters.

Learning

Growth Mindset

Believing abilities can be developed through effort and learning.

"'Not yet' is better than 'not good'."

Open full entry →
In the wild

A team treats failures as learning opportunities rather than verdicts.

Executive application

Growth mindset predicts adaptability and resilience.

How to use it

Praise process, effort, and improvement, not just talent.

Social

Halo Effect

One positive trait colors our overall impression of a person or thing.

"Good at one thing, good at everything. Until they are not."

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In the wild

A charismatic founder is assumed to be a great operator.

Executive application

Halo bias shapes hiring, promotion, and investment decisions.

How to use it

Evaluate each competency separately with evidence.

Social

Hawthorne Effect

People change behavior when they know they are being observed.

"The act of measuring often changes what is measured."

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In the wild

Productivity rises when a new monitoring system is installed, then fades.

Executive application

Pilot results often overstate long-term impact.

How to use it

Measure unobtrusively and include a control period.

Learning

Hebb's Law

Neurons that fire together wire together.

"Repetition builds highways in the brain."

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In the wild

Daily practice makes a skill automatic.

Executive application

Culture and habits are built through repeated reinforcement.

How to use it

Design rituals that repeat the behaviors you want encoded.

Probability

Heisenberg Uncertainty Principle

In quantum mechanics, certain pairs of properties cannot both be precisely known.

"The act of measuring one thing makes another thing blurrier."

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In the wild

Customer surveys can change the very behavior they measure.

Executive application

Measurement often disturbs the system being measured.

How to use it

Account for observer effects when interpreting data.

Social

Herd Mentality

People adopt behaviors and opinions because others do.

"Safety in numbers, even when the numbers are wrong."

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In the wild

A department adopts the same software as competitors without evaluation.

Executive application

Herd behavior drives bubbles, fads, and missed opportunities.

How to use it

Require an independent business case before following the crowd.

Decision

Hick's Law

Decision time increases with the number and complexity of choices.

"More options, more paralysis."

Open full entry →
In the wild

A product with too many features confuses buyers and slows sales.

Executive application

Choice overload reduces conversion and satisfaction.

How to use it

Curate options to a manageable number and guide selection.

Learning

Hindsight Bias

After an event, we believe we knew it would happen all along.

"Every crisis looks obvious in the rearview mirror."

Open full entry →
In the wild

After a product fails, everyone says the warning signs were obvious.

Executive application

Hindsight distorts accountability and learning.

How to use it

Document predictions in advance and compare them to outcomes.

Reasoning

Hitchens's Razor

What can be asserted without evidence can be dismissed without evidence.

"Make a claim, bring the proof. Otherwise, sit down."

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In the wild

A bold market claim is rejected until supporting data is shown.

Executive application

Strong claims require strong evidence.

How to use it

Ask for evidence before engaging with extraordinary claims.

Systems

Hofstadter's Law

Everything takes longer than you expect, even when you account for Hofstadter's Law.

"Projects are always late. Even the ones you pad."

Open full entry →
In the wild

A product launch is delayed despite generous timelines.

Executive application

Planning fallacy is recursive.

How to use it

Use reference-class forecasting and add buffers that are explicitly tracked.

Systems

Holism

Systems should be understood as wholes, not just as collections of parts.

"You cannot understand a car by cataloging every bolt."

Open full entry →
In the wild

Company culture is not the sum of policies; it is their interaction.

Executive application

Reductionism misses the emergent properties of organizations.

How to use it

Map interactions and feedback loops, not just individual functions.

Probability

Hot-Hand Fallacy

Believing a streak of success will continue when outcomes are independent.

"A coin has no memory. Neither does a hot salesperson."

Open full entry →
In the wild

A fund manager is given more capital after a lucky streak.

Executive application

Streaks are often randomness, not skill.

How to use it

Evaluate performance over large samples, not hot streaks.

Decision

Hyperbolic Discounting

We prefer smaller immediate rewards over larger future rewards.

"A bird in the hand is worth two in the bush, even when the math disagrees."

Open full entry →
In the wild

Choosing a quick win over a long-term investment that pays more.

Executive application

Quarterly pressure exploits this bias mercilessly.

How to use it

Visualize future consequences and pre-commit to long-term choices.

Decision

Illusion of Control

We overestimate our ability to control events.

"We think we are driving. Often we are just holding the wheel in a moving car."

Open full entry →
In the wild

Traders believe their skill drives returns in a bull market.

Executive application

Success is attributed to strategy when luck was the driver.

How to use it

Separate controllable inputs from uncontrollable outcomes.

Social

Illusion of Transparency

We overestimate how much others understand our thoughts and feelings.

"You think they know what you mean. They do not."

Open full entry →
In the wild

A leader assumes their vision is clear, but employees are confused.

Executive application

Communication is harder than it feels.

How to use it

Ask for paraphrase-back before assuming a message landed.

Social

Illusory Superiority

We overestimate our qualities and abilities relative to others.

"Most people think they are above-average drivers. Most are not."

Open full entry →
In the wild

Most teams rate themselves in the top quartile.

Executive application

Overconfidence hides gaps and blinds teams to competition.

How to use it

Benchmark against external data and independent assessments.

Decision

Impact Bias

We overestimate the intensity and duration of emotional reactions.

"The bad news will not hurt as much as you fear. The good news will not last as long as you hope."

Open full entry →
In the wild

A feared reorganization is less disruptive than predicted.

Executive application

People adapt faster than expected to both wins and losses.

How to use it

Use historical adaptation data, not imagination, to predict impact.

Learning

Imposter Syndrome

Doubt about one's abilities and fear of being exposed as a fraud.

"Competent people often feel incompetent. The incompetent rarely do."

Open full entry →
In the wild

A high performer avoids new challenges because they feel undeserving.

Executive application

Imposter syndrome limits talent utilization and retention.

How to use it

Normalize it and use objective feedback to counter self-doubt.

Decision

Inattentional Blindness

We miss unexpected events when focused on something else.

"You cannot see the gorilla if you are counting passes."

Open full entry →
In the wild

A team misses a market shift because they are fixated on a competitor.

Executive application

Focus creates blindness.

How to use it

Rotate attention and build 'look up' rituals.

Economics

Information Asymmetry

One party has more or better information than another.

"The seller knows the flaw. The buyer learns the hard way."

Open full entry →
In the wild

A job candidate knows their weaknesses better than the interviewer.

Executive application

Markets and negotiations are shaped by who knows what.

How to use it

Reduce asymmetry through verification, signals, and transparency.

Social

Information Cascade

People copy the choices of others, assuming they have private information.

"The crowd is not wise. It is just following the first person who looked wise."

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In the wild

A restaurant line forms because people assume the food is good.

Executive application

Adoption and rejection can cascade without real information.

How to use it

Seek independent signals before joining the crowd.

Social

Ingroup Favoritism

We favor members of our own group over outsiders.

"We are the best team because we are us, and they are them."

Open full entry →
In the wild

Hiring from the same network perpetuates demographic homogeneity.

Executive application

Ingroup bias limits diversity and innovation.

How to use it

Use structured criteria and diverse interview panels.

Probability

Insensitivity to Sample Size

We ignore sample size when judging probability.

"A five-star review from two customers is not the same as from two thousand."

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In the wild

A small pilot is treated as definitive proof.

Executive application

Small samples produce noisy conclusions.

How to use it

Require confidence intervals and sample-size reasoning.

Strategy

Instrumental Convergence

Different agents pursue the same subgoals regardless of their ultimate goals.

"Every AI wants more resources, more data, and more control. So do humans."

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In the wild

Competitors with different missions both seek market share and talent.

Executive application

Subgoals become goals because they are measurable.

How to use it

Check whether subgoals have drifted from the original mission.

Economics

Intertemporal Choice

Decisions involve trade-offs between costs and benefits at different times.

"Now-you and future-you are not always on the same team."

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In the wild

Investing today for returns tomorrow, or spending today and regretting tomorrow.

Executive application

Capital allocation is intertemporal choice at scale.

How to use it

Use explicit discount rates and future-self empathy exercises.

Learning

Intrinsic Motivation

Doing something because it is inherently satisfying, not for external rewards.

"Pay people to do what they love, and they may stop loving it."

Open full entry →
In the wild

Developers lose interest when every task is tied to a bonus metric.

Executive application

Crowding out intrinsic motivation is a real risk.

How to use it

Balance rewards with autonomy, mastery, and purpose.

Systems

Iron Law of Bureaucracy

Bureaucracies tend to expand and protect themselves, regardless of their original purpose.

"The department exists to serve the department."

Open full entry →
In the wild

A compliance team grows even as compliance outcomes plateau.

Executive application

Organizations become self-serving over time.

How to use it

Tie survival and growth to measurable mission outcomes.

Social

Just-World Hypothesis

We believe the world is fair and people get what they deserve.

"Bad things happen to bad people. Except when they happen to good people."

Open full entry →
In the wild

Blaming a laid-off employee for 'not being good enough'.

Executive application

Attribution of outcomes to merit ignores luck and structure.

How to use it

Separate luck from skill when evaluating outcomes.

Reasoning

KISS Principle

Keep it simple, stupid. Simplicity beats complexity in design and communication.

"If you need a diagram to explain it, you have already lost."

Open full entry →
In the wild

Simple products with fewer features often win.

Executive application

Complexity is a tax on execution and adoption.

How to use it

Force a one-page explanation of any plan or product.

Learning

Knowledge Curse

Once we know something, it is hard to imagine not knowing it.

"Experts forget what beginners do not know."

Open full entry →
In the wild

A product team designs a feature that confuses new users.

Executive application

The curse of knowledge makes onboarding and communication fail.

How to use it

Test explanations with real beginners and novices.

Probability

Law of Large Numbers

As sample size grows, sample averages converge to expected values.

"Small samples lie. Large samples whisper the truth."

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In the wild

A few bad customers are noise; thousands are a signal.

Executive application

Big decisions should rest on big samples.

How to use it

Demand larger samples before drawing conclusions.

Probability

Law of Small Numbers

We expect small samples to reflect population properties.

"Three data points do not a trend make. Unless you are in a hurry."

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In the wild

A three-month sales trend drives a strategy change.

Executive application

Small samples create false confidence.

How to use it

Use confidence intervals and resist overinterpreting small samples.

Systems

Law of Triviality

Organizations give disproportionate weight to trivial issues.

"The board will spend an hour on the color of the bike shed."

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In the wild

A committee debates the font of a report while ignoring its flawed analysis.

Executive application

Trivial issues are easier to understand and debate than complex ones.

How to use it

Set agendas by impact, not by ease of discussion.

Learning

Learned Helplessness

Giving up after repeated exposure to uncontrollable negative events.

"Failure teaches some people to try harder. Others, to stop trying."

Open full entry →
In the wild

A team stops proposing improvements because past suggestions were ignored.

Executive application

Culture can train people to feel powerless.

How to use it

Celebrate small wins and respond visibly to feedback.

Learning

Learning Curve

Performance improves with practice, but gains slow over time.

"You get better fast, then better slowly, then you plateau."

Open full entry →
In the wild

A new salesperson improves quickly, then needs coaching to reach mastery.

Executive application

Training ROI is highest early, then requires different interventions.

How to use it

Plan for plateau-busting techniques after early gains.

Economics

Lemon Market

When quality is hard to verify, bad products drive out good ones.

"The buyer cannot tell the difference, so the seller stops making the good one."

Open full entry →
In the wild

Used car markets struggle because buyers fear hidden defects.

Executive application

Trust and signaling mechanisms determine market quality.

How to use it

Invest in credible quality signals and guarantees.

Probability

Lindy Effect

The longer an idea has survived, the longer it is likely to survive.

"Shakespeare will outlive your favorite app."

Open full entry →
In the wild

Basic accounting principles outlast trendy management frameworks.

Executive application

Distinguish durable ideas from fashionable ones.

How to use it

Weight tradition more heavily when evaluating foundational practices.

Reasoning

Linear Thinking

Expecting change to happen at a constant rate.

"The future is not a straight line from the past."

Open full entry →
In the wild

Assuming revenue grows by the same percentage every quarter.

Executive application

Linear projections miss compounding, saturation, and shocks.

How to use it

Model nonlinear scenarios, including S-curves and step changes.

Systems

Local Maximum

Optimizing in a small region while missing a better global solution.

"You climbed the tallest hill in the neighborhood, not the mountain."

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In the wild

Refining a current product instead of exploring a disruptive new model.

Executive application

Incremental optimization can trap you far from the best answer.

How to use it

Periodically explore radically different alternatives, not just refinements.

Economics

Lock-in Effect

Customers become trapped in a product due to switching costs or network effects.

"The hotel is fine. The door just does not open from the inside."

Open full entry →
In the wild

Enterprise software that is hard to replace because of custom integrations.

Executive application

Lock-in creates profits but also resentment.

How to use it

Be transparent about switching costs and deliver value that earns loyalty.

Decision

Loss Aversion

Losses feel worse than equivalent gains feel good.

"Losing $100 hurts more than winning $100 feels good."

Open full entry →
In the wild

Employees resist changing a failing process because they fear losing control.

Executive application

Framing choices as losses or gains changes behavior dramatically.

How to use it

Reframe changes as gains, and protect people from perceived losses.

Probability

Ludic Fallacy

Treating real-world uncertainty like a game with clear, known rules.

"The real world does not have a rulebook or a referee."

Open full entry →
In the wild

Using normal distributions to model extreme market events.

Executive application

Models from games fail when the rules are unknown and changing.

How to use it

Stress-test models against unknown-unknown scenarios.

Economics

Marginal Utility

Each additional unit of a good provides less satisfaction than the previous one.

"The first slice of pizza is heaven. The fifth is a mistake."

Open full entry →
In the wild

Adding more engineers to a small project yields diminishing returns.

Executive application

Scale benefits are not infinite; find the inflection point.

How to use it

Track marginal return per unit of any input.

Economics

Market Failure

Markets fail to allocate resources efficiently on their own.

"The invisible hand sometimes drops the ball."

Open full entry →
In the wild

Pollution and public goods are underprovided by markets.

Executive application

Regulation and internal governance can fix market failures.

How to use it

Identify externalities and design mechanisms to internalize them.

Reasoning

Maslow's Hammer

When all you have is a hammer, everything looks like a nail.

"Your favorite tool becomes the answer to every problem."

Open full entry →
In the wild

A data team solves every issue with another dashboard.

Executive application

Functional expertise narrows problem definition.

How to use it

Ask what other tools or disciplines should be applied.

Reasoning

McNamara Fallacy

Relying solely on metrics that are easily quantified while ignoring what matters.

"We measured what was easy and forgot to measure what was important."

Open full entry →
In the wild

A war effort measured body count instead of strategic progress.

Executive application

Vanity metrics often replace real outcomes.

How to use it

Pair every quantifiable metric with a qualitative assessment.

Social

Mere Exposure Effect

We develop preferences for things simply because we are familiar with them.

"The song you hated grows on you after the third play."

Open full entry →
In the wild

Employees resist a new logo because the old one feels familiar.

Executive application

Familiarity builds trust and adoption.

How to use it

Repeat important messages and introduce change gradually.

Learning

Meta-Analysis

Combining results from multiple studies to find robust conclusions.

"One study is a story. Many studies are evidence."

Open full entry →
In the wild

A meta-analysis of clinical trials reveals a drug's true effect.

Executive application

Aggregate lessons across projects rather than relying on one anecdote.

How to use it

Synthesize findings across teams and time periods.

Learning

Metacognition

Thinking about one's own thinking.

"The best thinkers are the ones who watch themselves think."

Open full entry →
In the wild

Noticing that you are confused and slowing down before deciding.

Executive application

Metacognition is the foundation of learning organizations.

How to use it

Build reflection time into decision processes.

Social

Milgram Experiment

People will obey authority even when asked to harm others.

"The uniform matters more than most people admit."

Open full entry →
In the wild

Employees follow unethical orders because they came from a boss.

Executive application

Authority can override individual moral judgment.

How to use it

Create explicit stop-rules and protect whistleblowers.

Strategy

Minimum Viable Product

The simplest version of a product that can test a core hypothesis.

"Build the smallest thing that proves you are not crazy."

Open full entry →
In the wild

A landing page before a full product launch.

Executive application

MVPs reduce waste and accelerate learning.

How to use it

Define the one hypothesis you are testing before building anything.

Social

Minority Influence

A consistent minority can shift the majority's views over time.

"One person saying the same thing long enough can change the room."

Open full entry →
In the wild

A lone voice for data privacy gradually reshapes company policy.

Executive application

Dissent is valuable even when it loses the vote.

How to use it

Protect minority voices and reward consistency, not just conformity.

Risk

Moral Hazard

People take more risks when they are protected from the consequences.

"Insurance against failure sometimes causes failure."

Open full entry →
In the wild

Banks take bigger risks when they believe they will be bailed out.

Executive application

Safety nets can distort incentives.

How to use it

Align downside exposure with decision rights.

Social

Moral Licensing

Past good behavior makes us feel entitled to later bad behavior.

"I ate a salad for lunch, so this donut is basically earned."

Open full entry →
In the wild

A company that donates to charity then feels entitled to cut corners.

Executive application

Virtue signaling can mask subsequent vice.

How to use it

Judge each action independently, not as a balance sheet.

Probability

Murphy's Law

Anything that can go wrong will go wrong.

"Hope is not a strategy. Neither is Murphy's Law, but it is more accurate."

Open full entry →
In the wild

The demo fails in front of the most important prospect.

Executive application

Contingency planning is not pessimism; it is realism.

How to use it

Plan for failure modes and rehearse responses.

Reasoning

Narrative Fallacy

We prefer stories over raw facts, even when the story is misleading.

"We remember the plot, not the data."

Open full entry →
In the wild

A founder's compelling story masks weak unit economics.

Executive application

Narratives drive fundraising, hiring, and strategy more than spreadsheets do.

How to use it

Separate the story from the evidence supporting it.

Decision

Negativity Bias

Negative events and information affect us more than positive ones.

"One criticism outweighs ten compliments."

Open full entry →
In the wild

A single customer complaint triggers a major pivot while thousands of silent users are ignored.

Executive application

Risk aversion and loss aversion both stem from this.

How to use it

Contextualize negatives with base rates and positive data.

Probability

Normal Distribution

A symmetric bell-shaped distribution where most values cluster around the mean.

"The world is normal, except when it is not."

Open full entry →
In the wild

Human heights are roughly normally distributed.

Executive application

Many business variables are not normal; assuming they are is dangerous.

How to use it

Check for fat tails and outliers before using normal assumptions.

Social

Not Invented Here

A bias against ideas or products that originated outside the group.

"If we did not build it, it cannot be good."

Open full entry →
In the wild

A company rejects a proven vendor tool to build an inferior internal version.

Executive application

NIH syndrome wastes resources and slows progress.

How to use it

Evaluate solutions by total cost of ownership, not origin.

Reasoning

Occam's Razor

Prefer the simplest explanation that fits the evidence.

"The simplest story is usually the right one."

Open full entry →
In the wild

A sales drop is more likely demand-driven than a conspiracy.

Executive application

Complexity is often a sign of weak thinking.

How to use it

Start with the simplest explanation and earn complexity.

Decision

Optimism Bias

We overestimate the likelihood of positive outcomes for ourselves.

"Most people think they are less likely to fail than the average person."

Open full entry →
In the wild

Projects are planned with unrealistic timelines because planners are optimistic.

Executive application

Optimism bias is the root of the planning fallacy.

How to use it

Use outside-view and reference-class forecasts.

Decision

Outcome Bias

Judging a decision by its outcome rather than by the quality of the process.

"A good result makes a bad decision look genius."

Open full entry →
In the wild

A risky gamble is praised because it happened to pay off.

Executive application

Outcome bias rewards luck and punishes sound judgment.

How to use it

Evaluate decisions by the information available at the time.

Learning

Overconfidence Effect

We systematically overestimate the accuracy of our knowledge and judgments.

"The problem is not what we do not know. It is what we know for sure that is not true."

Open full entry →
In the wild

An executive forecasts revenue with 90% confidence and misses by 40%.

Executive application

Overconfidence drives overcommitment and underpreparation.

How to use it

Force calibrated probability estimates and track accuracy.

Learning

Overfitting

A model that explains historical data too closely will fail on new data.

"You memorized the test. You did not learn the subject."

Open full entry →
In the wild

A sales forecast that perfectly matches last year but fails next quarter.

Executive application

Complex models often mistake noise for signal.

How to use it

Test models on out-of-sample data and prefer simplicity.

Social

Overton Window

The range of policies or ideas that are politically acceptable at a given time.

"What is crazy today is mainstream tomorrow."

Open full entry →
In the wild

Remote work moved from fringe to normal over a decade.

Executive application

Leaders can shift what is discussable by repeating ideas.

How to use it

Track how the acceptable range moves and adjust messaging.

Systems

Parkinson's Law

Work expands to fill the time available.

"Give a team a month, and they will take a month. Give them a week, and they will find a way."

Open full entry →
In the wild

A project with a generous deadline takes the full time regardless of complexity.

Executive application

Time is a variable that expands to match the container.

How to use it

Set shorter deadlines and define done clearly.

Decision

Peak-End Rule

We judge experiences by their peak and their end, not by the average.

"A terrible vacation with one great sunset becomes a great story."

Open full entry →
In the wild

A customer remembers the worst moment and the last moment of a support call.

Executive application

Design experiences around peaks and endings.

How to use it

Engineer a strong positive peak and a clean ending.

Social

Peter Principle

People are promoted until they reach a position where they are incompetent.

"The best coder becomes a manager and becomes a bad manager."

Open full entry →
In the wild

A top salesperson promoted to sales manager struggles to lead.

Executive application

Promotions often reward past performance, not future competence.

How to use it

Create separate tracks for technical and managerial advancement.

Decision

Planning Fallacy

We underestimate the time, cost, and risk of future actions.

"The plan is perfect. Reality is the problem."

Open full entry →
In the wild

A project is budgeted for six months and takes eighteen.

Executive application

Every roadmap is optimistic until it is not.

How to use it

Use reference-class forecasting and add independent buffers.

Strategy

Plausible Deniability

Structuring actions so that responsibility can be denied.

"I did not know. Or at least, I can say I did not know."

Open full entry →
In the wild

A leader gives vague instructions to avoid accountability for outcomes.

Executive application

Ambiguity is sometimes used to dodge responsibility.

How to use it

Require named owners and written decision records.

Risk

Point of No Return

The moment after which reversing a course becomes impossible or extremely costly.

"Before it, you have options. After it, you have consequences."

Open full entry →
In the wild

A product launch with a public announcement cannot be quietly canceled.

Executive application

Big commitments should be flagged and reviewed before the point of no return.

How to use it

Define go/no-go criteria and decision gates in advance.

Reasoning

Poisoning the Well

Discrediting a source or person before they make their argument.

"If you poison the well, no one drinks the water, even if it is clean."

Open full entry →
In the wild

'Don't listen to her; she always defends the old regime.'

Executive application

Ad hominem in advance blocks legitimate debate.

How to use it

Hear the argument before evaluating the source.

Learning

Pollyanna Principle

We tend to remember pleasant information more accurately than unpleasant information.

"Memory is an optimist with a good editor."

Open full entry →
In the wild

Post-project reviews focus on wins and soften failures.

Executive application

Rosy retrospection limits learning.

How to use it

Document failures and challenges in real time.

Reasoning

Post Hoc Ergo Propter Hoc

Assuming that because B followed A, A caused B.

"The rooster crows and the sun rises. Therefore, the rooster caused the sunrise."

Open full entry →
In the wild

Sales rose after a rebrand, so the rebrand caused the rise.

Executive application

Attribution is the hardest part of analytics.

How to use it

Use controls and counterfactuals before claiming causality.

Probability

Power Law

A relationship where a small number of inputs account for most outputs.

"A few causes create most effects."

Open full entry →
In the wild

A few customers generate most revenue; a few bugs cause most crashes.

Executive application

Power laws exist everywhere, but they are rarely managed as such.

How to use it

Identify the vital few and allocate resources accordingly.

Decision

Pre-Mortem

Imagining a project has failed and working backward to find the causes.

"The best way to avoid failure is to pretend it already happened."

Open full entry →
In the wild

A team lists reasons a launch would fail before it goes live.

Executive application

Pre-mortems surface risks that optimism hides.

How to use it

Run pre-mortems before major commitments and assign owners to risks.

Strategy

Prisoner's Dilemma

Individual rationality can lead to collective poor outcomes.

"Everyone defects because trusting looks risky. Everyone loses because no one trusted."

Open full entry →
In the wild

Two competitors overspend on ads because neither can stop first.

Executive application

Most market dysfunction is a repeated prisoner's dilemma.

How to use it

Build long-term relationships, reputation, and binding agreements.

Risk

Probability Neglect

We ignore probability when outcomes are emotionally charged.

"Fear and hope both make math disappear."

Open full entry →
In the wild

Spending disproportionately on a sensational but rare risk.

Executive application

Emotional risks get funded; boring risks get ignored.

How to use it

Quantify probabilities before allocating resources to risks.

Decision

Prospect Theory

People value gains and losses asymmetrically, and judge relative to a reference point.

"We are not rational calculators. We are reference-point refugees."

Open full entry →
In the wild

A $100 bonus feels different than a $100 salary difference.

Executive application

Framing and reference points drive employee and customer behavior.

How to use it

Design choices around reference points that serve long-term goals.

Social

Pygmalion Effect

Higher expectations lead to higher performance.

"Believe someone is capable, and they often become capable."

Open full entry →
In the wild

Students perform better when teachers expect them to.

Executive application

Manager expectations shape team performance.

How to use it

Set high expectations and communicate them clearly.

Social

Reciprocity Bias

We feel obligated to return favors, gifts, or concessions.

"A free sample is not free. It is a debt."

Open full entry →
In the wild

A vendor sends a small gift and gains a meeting.

Executive application

Reciprocity is a powerful tool in negotiation and sales.

How to use it

Be aware of gifts and favors that may create unconscious obligations.

Strategy

Red Team

A group assigned to challenge plans and find weaknesses.

"The best way to win is to have someone try to make you lose."

Open full entry →
In the wild

A red team attacks a new product launch to find vulnerabilities.

Executive application

Red teams surface blind spots before adversaries do.

How to use it

Make red-teaming a standard part of major decisions.

Probability

Regression to the Mean

Extreme outcomes tend to be followed by more average ones.

"The best quarter is usually followed by an average one. Not because you got worse."

Open full entry →
In the wild

A star hire's second year is less stellar than their first.

Executive application

Misattributing mean reversion to skill or intervention is common.

How to use it

Expect reversion and distinguish it from real performance changes.

Probability

Representativeness Heuristic

We judge probability by how similar an event is to a prototype.

"It looks like a duck, so we assume it is a duck."

Open full entry →
In the wild

Assuming a well-dressed candidate is more competent.

Executive application

Stereotypes and prototypes drive hiring and investment decisions.

How to use it

Look for base rates and direct evidence, not just resemblance.

Risk

Risk Compensation

People take more risks when they feel safer.

"Seatbelts make some drivers speed."

Open full entry →
In the wild

Better cybersecurity leads employees to use weaker passwords.

Executive application

Safety measures can be undermined by behavioral responses.

How to use it

Monitor behavior after safety improvements, not just outcomes.

Probability

Rule of 72

A quick way to estimate how long it takes an investment to double at a given growth rate.

"Math for people who need the answer before the meeting ends."

Open full entry →
In the wild

At 7% growth, money doubles in about 10 years.

Executive application

The rule of 72 makes compound growth intuitive.

How to use it

Use it to sanity-check growth and interest projections.

Decision

Satisficing

Choosing a good-enough option rather than optimizing for the best.

"Perfect is the enemy of good enough."

Open full entry →
In the wild

A CEO hires a candidate who meets the bar rather than searching endlessly.

Executive application

Satisficing saves time and reduces decision fatigue.

How to use it

Set an 'good enough' threshold and stop searching once it is met.

Social

Sayre's Law

In any dispute, the intensity of feeling is inversely proportional to the value of the stakes.

"The smallest issues produce the biggest fights."

Open full entry →
In the wild

A committee erupts over the color of a button while ignoring strategy.

Executive application

Low-stakes conflicts consume disproportionate energy.

How to use it

Calibrate meeting time to the stakes of the issue.

Decision

Scarcity Bias

We value things more when they are scarce or hard to get.

"The last cookie is always the most delicious."

Open full entry →
In the wild

A limited-time offer drives purchases even when the product is not needed.

Executive application

Scarcity is a standard persuasion tool.

How to use it

Evaluate offers by need, not by perceived scarcity.

Systems

Scope Creep

Projects gradually expand beyond their original goals.

"The project was small. Then it had feelings. Then it had features."

Open full entry →
In the wild

A simple website redesign grows into a full platform rebuild.

Executive application

Scope creep is the default state of projects.

How to use it

Lock scope with change-control processes and visible costs.

Social

Self-Fulfilling Prophecy

A belief that becomes true because people act as if it is true.

"Expect failure, and people will perform to your expectations."

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In the wild

A manager expects a team to fail and provides less support, causing failure.

Executive application

Leadership beliefs shape outcomes through behavior.

How to use it

Set high expectations and provide the support to meet them.

Social

Self-Serving Bias

We attribute success to ourselves and failures to external factors.

"I won because of skill. I lost because of bad luck."

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In the wild

A leader takes credit for wins and blames the market for losses.

Executive application

Self-serving bias corrupts learning and accountability.

How to use it

Use external data and peer review for attributions.

Systems

Shifting Baseline

What is considered normal changes gradually, making degradation invisible.

"Each generation accepts a slightly worse normal."

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In the wild

Customer service quality declines slowly until '3-day response' feels normal.

Executive application

Baselines drift unless you compare to historical standards.

How to use it

Define and revisit objective baselines regularly.

Systems

Shirky's Principle

Institutions will try to preserve the problem to which they are the solution.

"The fire department wants fires. The consultant wants complexity."

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In the wild

A compliance team expands rules to justify its growth.

Executive application

Self-preservation can conflict with mission success.

How to use it

Measure teams by problem reduction, not activity.

Systems

Signal-to-Noise Ratio

The ratio of useful information to irrelevant information.

"More data is not more insight. Often it is just more noise."

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In the wild

A dashboard with fifty metrics hides the three that matter.

Executive application

Information overload reduces decision quality.

How to use it

Identify the few signals that matter and filter the rest.

Probability

Simpson's Paradox

A trend appears in different groups but disappears or reverses when groups are combined.

"The aggregate can lie about the parts. The parts can lie about the aggregate."

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In the wild

A treatment helps men and women separately but appears harmful overall.

Executive application

Aggregated metrics can hide important subgroup effects.

How to use it

Analyze data at multiple levels of aggregation.

Social

Social Proof

We look to others to determine correct behavior in uncertain situations.

"If everyone is doing it, it must be right. Or at least safe."

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In the wild

Customers choose a busy restaurant over an empty one.

Executive application

Testimonials, reviews, and usage numbers drive adoption.

How to use it

Question whether the crowd actually knows what is right.

Reasoning

Sorites Paradox

Small changes that are not noticeable can add up to a significant change.

"At what point does a beard become a beard? One hair at a time."

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In the wild

A culture degrades through a series of small, unremarkable decisions.

Executive application

Gradual change is hard to detect and harder to reverse.

How to use it

Set thresholds and review trends, not just snapshots.

Systems

Spillover Effect

Effects of an intervention spread to other areas beyond the intended target.

"Fix one thing, break another. Or help another."

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In the wild

A new sales process improves one region but creates chaos in another.

Executive application

Local changes have systemic consequences.

How to use it

Map second-order effects before rolling out changes.

Decision

Status Quo Bias

We prefer things to stay the same rather than change.

"Better the devil you know, even if you do not like him."

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In the wild

A company sticks with legacy software because switching feels risky.

Executive application

Change requires overcoming inertia and loss aversion.

How to use it

Make the status quo cost more than the change.

Systems

Stock and Flow

Stocks are accumulations; flows are rates of change that affect them.

"You cannot understand a bathtub by watching the faucet alone."

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In the wild

Cash, inventory, and reputation are stocks fed by inflows and drained by outflows.

Executive application

Managing stocks requires managing flows, not just levels.

How to use it

Map the inflows, outflows, and feedback loops for every key stock.

Decision

Sunk Cost

Past investment should not influence future decisions.

"It is gone. The only question is whether the next dollar is worth it."

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In the wild

Continuing a failing project because so much has already been spent.

Executive application

Sunk cost logic destroys capital allocation.

How to use it

Ask: 'If we were starting today, would we fund this?'

Probability

Survivorship Bias

We focus on those that survived and ignore those that did not.

"The winners wrote the history. The losers are silent."

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In the wild

Studying successful startups without looking at failed ones.

Executive application

Success stories are biased samples.

How to use it

Study failures and build failure databases.

Systems

Swiss Cheese Model

Accidents occur when multiple layers of defenses fail simultaneously.

"Every layer has holes. Catastrophe finds the alignment."

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In the wild

A plane crash requires several safeguards to fail at once.

Executive application

Risk management is about layers, not single controls.

How to use it

Add independent layers and monitor near-misses.

Social

System Justification

People defend and rationalize the existing social system.

"The system is flawed, but at least it is our flawed system."

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In the wild

Employees defend unfair policies because they feel invested in the company.

Executive application

System justification resists change and reform.

How to use it

Create psychological safety for criticizing the system.

Learning

Tacit Knowledge

Knowledge that is hard to transfer because it is personal and experience-based.

"You cannot learn to ride a bike by reading a manual."

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In the wild

A master craftsperson's skill is difficult to document or teach.

Executive application

Tacit knowledge walks out the door when experts leave.

How to use it

Create apprenticeship, mentoring, and knowledge-capture rituals.

Decision

Target Effect

Goals become the focus, sometimes at the expense of the underlying purpose.

"Hit the target, miss the point."

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In the wild

A support team closes tickets quickly but leaves customers unsatisfied.

Executive application

Targets can distort behavior if not designed carefully.

How to use it

Pair targets with quality and outcome measures.

Reasoning

Texas Sharpshooter Fallacy

Cherry-picking data to fit a pattern after the fact.

"Draw the target around the bullet holes and call yourself a marksman."

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In the wild

Highlighting a strategy that worked in one region while ignoring the regions where it failed.

Executive application

Post-hoc pattern finding is not prediction.

How to use it

Test patterns on new data and require pre-registration.

Social

Theory of Mind

The ability to attribute mental states to others and understand their perspectives.

"Negotiation is chess with emotions."

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In the wild

A leader anticipates how a reorganization announcement will land.

Executive application

Empathy and perspective-taking are core leadership skills.

How to use it

Practice perspective-taking before communicating decisions.

Social

Third Story

A neutral account of a conflict that both sides can agree on.

"Your story and their story are both incomplete. The third story is the room's view."

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In the wild

A mediator reframes a dispute as a shared problem rather than a battle.

Executive application

Conflict resolution starts with a shared narrative.

How to use it

Ask both parties to describe the third story before negotiating.

Decision

Time Bias

Our decisions are influenced by when events occur or when we evaluate them.

"The timing of a question changes the answer."

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In the wild

A decision made at the end of a long meeting differs from one made fresh.

Executive application

Meeting timing and decision fatigue shape outcomes.

How to use it

Schedule critical decisions when people are fresh and alert.

Systems

Tragedy of the Commons

Shared resources are overused when individuals act in their own interest.

"Everyone took a little extra. Nothing is left."

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In the wild

Engineering capacity and brand reputation are depleted by unmanaged use.

Executive application

Commons need ownership and pricing.

How to use it

Assign clear ownership and charge for shared resources.

Social

Tyranny of the Minority

A small group can dominate when the majority is silent or divided.

"The loudest 10% can sound like the whole room."

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In the wild

A vocal minority of customers shapes a product roadmap.

Executive application

Listening to the loudest voices can misrepresent the real majority.

How to use it

Survey the silent majority and weight input by impact.

Decision

Ulysses Contract

Binding yourself now to avoid future temptation.

"Tie yourself to the mast before the sirens sing."

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In the wild

An automatic retirement contribution prevents future spending temptation.

Executive application

Pre-commitment mechanisms help organizations stick to long-term plans.

How to use it

Build hard constraints that protect long-term goals.

Social

Ultimate Attribution Error

Negative behavior of outgroup members is attributed to character; positive behavior to situational factors.

"The other tribe is bad by nature. We are good by circumstance."

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In the wild

A rival's success is 'luck'; their failure is 'incompetence'.

Executive application

Competitive analysis is distorted by group attribution.

How to use it

Apply the same attribution standards to rivals and allies.

Systems

Unintended Consequences

Actions have effects that were not planned or anticipated.

"Every intervention has a shadow."

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In the wild

A well-meaning policy creates a loophole that makes things worse.

Executive application

Second-order effects are the rule, not the exception.

How to use it

Pre-mortem and red-team policies before rollout.

Learning

Von Restorff Effect

Items that stand out are more likely to be remembered.

"The odd one out is the one that sticks."

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In the wild

A single red item in a list of black items is remembered first.

Executive application

Differentiation drives memory and attention.

How to use it

Make key messages visually or conceptually distinctive.

Social

Wisdom of Crowds

Aggregated independent judgments can be more accurate than individual experts.

"A thousand guesses average closer to the truth than one expert guess."

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In the wild

Prediction markets forecast elections better than pundits.

Executive application

Diverse, independent opinions improve forecasting.

How to use it

Aggregate judgments before group discussion to avoid herding.

Risk

Zero-Risk Bias

We prefer to reduce a small risk to zero over a greater reduction in a larger risk.

"Eliminating the last 1% feels better than cutting a big risk by half."

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In the wild

Spending heavily to eliminate a rare failure while ignoring common hazards.

Executive application

Zero-risk bias distorts safety and compliance spending.

How to use it

Compare total risk reduction, not just whether a risk reaches zero.

Strategy

Zero-Sum Game

One party's gain is exactly another party's loss.

"For me to win, you must lose. A cramped worldview."

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In the wild

A negotiation framed as dividing a fixed pie.

Executive application

Most business is positive-sum; zero-sum framing limits value creation.

How to use it

Look for integrative solutions that expand the pie.

Reasoning

Abstractions

Deriving general rules from specific examples; the leap from instance to concept.

"A 'ball' is more abstract than 'this leather soccer ball'."

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In the wild

Treating 'customer' as a unified concept when you actually serve five distinct segments.

Executive application

Strategy lives or dies by the right level of abstraction.

How to use it

Periodically zoom in to concrete instances and verify the abstraction still fits.

Strategy

Advantageous Divergence

Holding a different — and correct — set of tools than everyone else.

"Consensus pays scale. Divergence pays alpha."

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In the wild

Buying when everyone is selling; specializing where everyone generalizes.

Executive application

Sustainable edge requires being right and non-consensus.

How to use it

Catalog where your view differs from the room — then test whether you're right or just contrarian.

Reasoning

Agent Detection

Presuming a purposeful actor behind events that may have no actor at all.

"Our ancestors who saw lions in the grass lived. Those who saw grass died."

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In the wild

Blaming a competitor's 'master plan' for what was actually a market accident.

Executive application

Strategic paranoia outpaces strategic reality.

How to use it

Always rule out randomness and emergence before assigning intent.

Decision

Alternative Blindness

Forgetting to compare an offer with the next-best alternative.

"A great deal compared to what?"

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In the wild

Approving a vendor renewal because the price 'looks good' without re-bidding.

Executive application

Every yes is implicitly a no to the next option you didn't price.

How to use it

Require at least one named alternative on every material decision.

Risk

Ambiguity Effect

Preferring options with known probabilities over options with unknown ones.

"We pay a premium just to know the odds."

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In the wild

Sticking with a familiar product even when the unknown one is statistically better.

Executive application

Innovation budgets bleed quietly to ambiguity aversion.

How to use it

Estimate the unknowns explicitly — even rough ranges beat hand-waving.

Reasoning

Anthropomorphism

Attributing human traits, emotions, or intentions to non-human entities.

"The algorithm doesn't 'want' anything. You projected that."

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In the wild

Treating an AI model as if it has goals; treating a market as if it has moods.

Executive application

Strategy built on metaphors leads to category errors.

How to use it

Replace human-verbs ('wants', 'thinks') with mechanism language.

Reasoning

Appeal to Consequences

Judging an argument true or false based on whether the conclusion is desirable.

"Wishing it weren't true doesn't make it untrue."

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In the wild

'We can't say the project is failing — morale will collapse.'

Executive application

Suppressing inconvenient truths to preserve momentum.

How to use it

Separate the evidence question from the action question.

Reasoning

Appeal to Majority

Claiming something is true or better because most people believe it.

"A billion flies can be wrong."

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In the wild

'Every competitor is doing AI agents, so we must too.'

Executive application

Strategy by herd is strategy by accident.

How to use it

Ask what the majority actually knows that you don't.

Reasoning

Argument from Fallacy

Concluding that a claim is false because the argument for it is flawed.

"Bad argument, good conclusion. It happens."

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In the wild

Dismissing a sound proposal because the deck had a logical error.

Executive application

Throwing out the insight with the slide.

How to use it

Steel-man the conclusion independently of the argument given.

Reasoning

Argument from Incredulity

'I can't imagine how this is true, therefore it isn't.'

"Reality is under no obligation to be intuitive."

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In the wild

Senior leaders dismissing AI capability gains because the magnitude 'doesn't make sense'.

Executive application

Personal incredulity is the slowest moat in business.

How to use it

Replace 'I can't believe' with 'show me the mechanism'.

Reasoning

Argument from Repetition

Saying it often enough until objections fade.

"Ad nauseam is not a proof."

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In the wild

A talking point that becomes 'true' inside the company because nobody contests it anymore.

Executive application

Strategic narratives ossify through repetition, not evidence.

How to use it

Periodically re-litigate the assumptions everyone has stopped questioning.

Reasoning

Argument from Silence

Drawing a conclusion from the absence of evidence rather than its presence.

"No news is not news."

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In the wild

'They haven't responded to our pricing change, so they must be fine with it.'

Executive application

Silence is rarely consent in commercial relationships.

How to use it

Convert silence into a question — actively probe for response.

Social

Attitude Polarization

Disagreement grows more extreme as the parties think more about the issue.

"More thinking, more entrenched."

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In the wild

Two factions in a strategy debate move further apart after each meeting.

Executive application

Long deliberations can harden positions instead of resolving them.

How to use it

Force structured perspective-swapping — argue the other side.

Reasoning

Attribute Substitution

Replacing a hard question with an easier one and answering that instead.

"'Is this a good investment?' quietly becomes 'do I like the founder?'"

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In the wild

Hiring on likability when you meant to hire on capability.

Executive application

Most gut decisions are answers to substituted questions.

How to use it

Write down the actual question before discussing the answer.

Social

Attribution Bias

Systematic errors in explaining the causes of behavior — yours or others'.

"My failures are circumstantial. Yours are characterological."

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In the wild

A missed deadline is 'context' for me, 'incompetence' for you.

Executive application

Performance reviews encode this bias unless explicitly designed against it.

How to use it

Use the same causal language for self and others.

Social

Authority Bias

Attributing greater accuracy to the opinion of an authority figure.

"The HiPPO (highest-paid person's opinion) wins, regardless of evidence."

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In the wild

A junior analyst's correct objection gets overruled by a senior's gut.

Executive application

Authority filters out the very dissent leaders need.

How to use it

Have leaders share opinions last; require the lowest-rank dissent first.

Decision

Automation Bias

Favoring suggestions from automated systems over conflicting human judgment.

"If the dashboard says it, it must be true."

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In the wild

Ignoring a sales rep's intuition because the forecast model disagrees.

Executive application

AI-era decision-making is structurally vulnerable to this bias.

How to use it

Pair every model output with the question: 'What would override this?'

Reasoning

Availability Bias

Relying on examples that come to mind easily, not on actual frequency.

"The vivid story beats the boring statistic."

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In the wild

Overestimating risk of plane crashes after one is in the news.

Executive application

Strategic priorities skew toward whatever was on the call this week.

How to use it

Anchor decisions to base rates before recent anecdotes.

Social

Availability Cascade

A belief gains plausibility through public repetition, not new evidence.

"Repeat the rumor often enough and it becomes a fact."

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In the wild

Recurring narratives in business press that drive 'consensus' without data.

Executive application

Trends become 'inevitable' purely through repetition.

How to use it

Trace each belief to its first source. Often there isn't one.

Reasoning

Base-Rate Fallacy

Ignoring the general frequency in favor of specific, vivid information.

"The story crowds out the statistic."

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In the wild

Hiring a 'rockstar' from a category where most attempts fail.

Executive application

Strategic bets ignore industry base rates of success and failure.

How to use it

Force the base-rate question: 'What % of attempts like this succeed?'

Probability

Bayes' Theorem

Update beliefs in proportion to the strength of new evidence.

"Beliefs are bets. New evidence is the table tilting."

Open full entry →
In the wild

Revising a sales forecast as the quarter develops, not just at quarter-end.

Executive application

Strategic posture should evolve continuously, not in cliffs.

How to use it

Document prior + update on every major call. Compare to outcome.

Social

Because Justification

Adding the word 'because' (with any reason) increases compliance dramatically.

"The word 'because' is a social cheat code."

Open full entry →
In the wild

'Can I cut in line because I need to make copies?' works almost as well as a real reason.

Executive application

Internal requests with stated rationale move faster, even when the rationale is thin.

How to use it

Audit your own compliance — are you accepting reasons, or just the word 'because'?

Reasoning

Belief Bias

Evaluating an argument's logic based on whether you agree with the conclusion.

"If the answer feels right, the logic must be right."

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In the wild

Accepting flawed reasoning for a conclusion you already held.

Executive application

Most strategy debates are belief bias dressed as analysis.

How to use it

Evaluate the logic with the conclusion hidden, then reveal it.

Social

Ben Franklin Effect

We come to like people we've done a favor for, more than people who've helped us.

"Ask a small favor — you'll be liked more, not less."

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In the wild

Asking a skeptical colleague for input quietly builds an ally.

Executive application

Strategic relationship-building runs backwards from intuition.

How to use it

Routinely ask for small, specific help from people whose alignment you need.

Reasoning

Benford's Law of Controversy

Passion is inversely proportional to the amount of real information available.

"The less anyone knows, the more violently they argue."

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In the wild

Strategy debates about distant futures generate the loudest opinions.

Executive application

Conviction often signals the absence of evidence, not its presence.

How to use it

Calibrate confidence to the actual evidence available.

Social

Birthday-Number Effect

Subconscious preference for numbers (and letters) that appear in our own name or birthday.

"Implicit egotism, hiding in plain sight."

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In the wild

Investors mildly preferring tickers that share initials with them.

Executive application

Tiny biases compound in high-volume decisions like hiring or pricing.

How to use it

Strip identifying numbers from option sets when possible.

Systems

Bottlenecks

A system's throughput is constrained by its single slowest step.

"Optimize everything except the bottleneck and you've optimized nothing."

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In the wild

Adding engineers when the bottleneck is product decisions.

Executive application

Find the bottleneck or you will spend money in the wrong place.

How to use it

Apply Theory of Constraints quarterly: identify, exploit, subordinate, elevate.

Reasoning

Boundary Extension

Remembering more context around a scene than was actually present.

"Memory is a generative model, not a recording."

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In the wild

Witnesses 'recall' details that weren't in the room.

Executive application

Post-mortems get worse, not better, the further from the event.

How to use it

Capture decisions and observations in writing, in real time.

Decision

Bounded Rationality

Decisions are constrained by available information, cognitive limits, and time.

"We don't optimize. We satisfice."

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In the wild

Choosing the first acceptable option rather than the best one.

Executive application

Real decision systems are bounded — design them for that, not for ideals.

How to use it

Build decision processes that minimize required cognition under pressure.

Social

Brainwashing

The mind can be socially influenced toward conclusions that bypass scrutiny.

"Cults and corporate cultures share more techniques than either admits."

Open full entry →
In the wild

Onboarding programs that shape worldview faster than skills.

Executive application

Strong cultures can quietly homogenize judgment.

How to use it

Cultivate productive heretics. Protect dissent structurally.

Social

Bribery

Offering value in exchange for influence over a decision.

"Most bribery in organizations is legal and called something else."

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In the wild

Vendor incentives that quietly steer enterprise procurement.

Executive application

Watch for legal forms of influence — meals, trips, sponsorships, swag.

How to use it

Disclose and rotate; what's hidden is what corrupts.

Systems

Broken Windows Theory

Small visible disorders signal that bigger ones will be tolerated.

"Tolerate the small stuff and the big stuff arrives next."

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In the wild

A messy codebase accumulates more mess. A late-meeting culture spreads.

Executive application

Standards decay at the level of the smallest thing tolerated.

How to use it

Repair the small breakage immediately. It's a leading indicator.

Reasoning

Bulverism

Assuming the opponent is wrong, then explaining why they came to that wrong belief.

"Skip the argument, attack the psychology."

Open full entry →
In the wild

'You only think that because you're an engineer.'

Executive application

Common in cross-functional disputes — and intellectually empty.

How to use it

Address the argument before its source.

Social

Character Assassination

Deliberate, sustained effort to damage someone's reputation.

"When you can't beat the argument, smear the arguer."

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In the wild

Internal politics replacing the substantive case.

Executive application

Toxic organizations resolve disputes by character, not by data.

How to use it

Norm the team toward addressing arguments only. Sanction smears.

Systems

Le Chatelier's Principle

When a system in equilibrium is disturbed, it shifts to counteract the change.

"Push the system; it pushes back."

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In the wild

Cut headcount; remaining work expands until the system stresses again.

Executive application

Most 'efficiency' gains get absorbed by systemic counter-reactions.

How to use it

Anticipate the rebound. Design changes that the system can't reabsorb.

Reasoning

Chauffeur Knowledge

Knowledge from someone who can recite the answers but doesn't understand them.

"Munger's tale: Planck's chauffeur could give the lecture — but couldn't answer the question."

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In the wild

Advisors who repeat frameworks without understanding when they break.

Executive application

Most consulting suffers from chauffeur knowledge at scale.

How to use it

Probe with follow-up questions. Real knowledge survives them; recited knowledge doesn't.

Social

Cheerleader Effect

People appear more attractive in a group than individually.

"Average faces blend favorably in clusters."

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In the wild

Stock pitches that look stronger as a portfolio than picked apart one by one.

Executive application

Bundled proposals hide individually weak items.

How to use it

Evaluate options individually before evaluating the set.

Systems

Chemical Reactions

Inputs combine under conditions to produce new outputs — sometimes irreversibly.

"The right ingredients in the wrong order is the wrong result."

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In the wild

Combining incentives, talent, and capital — order and timing matter.

Executive application

Strategy is recipe design, not ingredient acquisition.

How to use it

Sequence interventions like reactions: temperature, catalyst, order.

Reasoning

Childhood Amnesia

Adults can't recall early childhood; the memories never consolidated.

"Some formative experiences shape us without being remembered."

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In the wild

Founders' earliest experiences shape risk tolerance invisibly.

Executive application

Cultural founding events shape orgs long after they're forgotten.

How to use it

Document founding decisions — they outlive the people who made them.

Decision

Choice-Supportive Bias

Remembering past choices as better than they were, in proportion to commitment.

"The yes you made yesterday looks better today than it really was."

Open full entry →
In the wild

Defending a failing initiative because 'we chose it for good reasons'.

Executive application

Capital reallocation gets blocked by retroactive self-justification.

How to use it

Re-evaluate as if you were starting from scratch today.

Reasoning

Chronostasis

Temporal illusion where the first moment after a fast event seems stretched.

"The second hand that pauses just a beat too long."

Open full entry →
In the wild

First impressions in interviews carry disproportionate weight in memory.

Executive application

Initial-impression bias contaminates structured evaluation.

How to use it

Anchor evaluations in standardized criteria, not first-impression memory.

Markets

Churn

The rate at which customers (or employees) leave over a period.

"You can't outgrow what you can't keep."

Open full entry →
In the wild

A SaaS business with 5% monthly churn loses 46% of its base annually.

Executive application

Most growth strategies fail because churn isn't fixed first.

How to use it

Plug the bucket before scaling the inflow.

Social

Cinderella Effect

Higher rates of mistreatment toward stepchildren than biological children.

"Group membership predicts treatment more than we admit."

Open full entry →
In the wild

Acquired teams routinely under-resourced versus 'home-grown' ones.

Executive application

M&A integrations often replicate the Cinderella effect culturally.

How to use it

Audit resource allocation between 'native' and 'acquired' groups.

Reasoning

Clarke's Three Laws

Sufficiently advanced technology is indistinguishable from magic.

"Today's miracle is tomorrow's API call."

Open full entry →
In the wild

Generative AI looked like magic in 2022; was infrastructure by 2025.

Executive application

Strategic timing depends on knowing where on the magic-to-infrastructure curve you are.

How to use it

Forecast technologies as 'how soon does this become boring?' not 'how impressive is this?'

Probability

Clustering Illusion

Seeing patterns in random data.

"The streak is in the dice, but the meaning is in your head."

Open full entry →
In the wild

Reading three good quarters as a trend; reading three bad ones as crisis.

Executive application

Most 'momentum' calls are clustering illusion.

How to use it

Require statistical significance, not just visual sequence.

Reasoning

Cognitive Bias

Systematic deviations from rationality in judgment.

"Biases aren't bugs in thinking — they're features that misfire."

Open full entry →
In the wild

Recency, anchoring, availability — operating below the level of awareness.

Executive application

Decision systems either account for bias or are corrupted by it.

How to use it

Build process — not willpower — to counter known biases.

Reasoning

Cognitive Dissonance

Psychological stress from holding contradictory beliefs; usually resolved by changing the easier one.

"When facts disagree with identity, identity wins."

Open full entry →
In the wild

Doubling down on a wrong decision because admitting error is more painful.

Executive application

Most strategic errors persist because reversing them is dissonance-painful.

How to use it

Make admitting-wrong cheap; make persisting-wrong expensive.

Probability

Coincidence

Striking pattern that is statistically expected in large samples.

"In a big enough sample, the miraculous is mandatory."

Open full entry →
In the wild

Two competitors launching similar features the same week.

Executive application

Don't build strategy around 'too unlikely to be random' patterns.

How to use it

Compute the actual probability before assigning meaning.

Reasoning

Common Source Bias

Treating multiple data points as independent when they came from one source.

"Three articles, one wire story."

Open full entry →
In the wild

Multiple reports 'confirming' a trend that all cite the same survey.

Executive application

Triangulation is fake if all sources upstream are the same.

How to use it

Trace every data point to its primary source.

Economics

Complements & Substitutes

Complements raise each other's value; substitutes lower it.

"Find your complement. Avoid being someone's substitute."

Open full entry →
In the wild

Cloud + AI are complements; horse + car were substitutes.

Executive application

Strategic positioning is largely about which side of this you're on.

How to use it

Map every key partner and competitor as complement or substitute.

Systems

Complex Adaptive Systems

Many interacting parts producing emergent behavior nobody designed.

"Sum of parts ≠ behavior of whole."

Open full entry →
In the wild

Markets, organizations, ecosystems — none reducible to their components.

Executive application

Strategy that ignores emergence will be surprised by the system.

How to use it

Model interactions, not just components. Run small experiments.

Reasoning

Composition Fallacy

Assuming what's true of a part is true of the whole.

"Every brick is light. The wall is not."

Open full entry →
In the wild

'Every team hit its goal — so the company hit its goal' (it didn't).

Executive application

Cascaded OKRs frequently produce composition errors.

How to use it

Validate aggregates separately from components.

Learning

Classical Conditioning

Associating a neutral stimulus with a meaningful one until the neutral one triggers the response.

"Pavlov's dog isn't extinct. It works in your office every day."

Open full entry →
In the wild

Customers conditioned to expect discounts every quarter.

Executive application

Unintended conditioning shapes employee and customer behavior at scale.

How to use it

Audit which signals are conditioning which responses — and stop the harmful ones.

Learning

Operant Conditioning

Behavior shaped by reinforcement and punishment over repeated trials.

"What gets rewarded gets repeated. What gets punished hides."

Open full entry →
In the wild

Bonus structures shape behavior far more than mission statements.

Executive application

Every comp plan is an operant conditioning program — designed or not.

How to use it

Reward the behavior you actually want, not the proxy for it.

Reasoning

Confabulation

Producing fabricated memories or explanations without intent to deceive.

"Your brain hates 'I don't know' and will invent the answer."

Open full entry →
In the wild

Confident post-hoc explanations for decisions made on gut.

Executive application

Most leadership 'lessons learned' are confabulation.

How to use it

Capture decision rationale at the time of the decision, not after.

Social

Confidence Trick

Exploiting trust to defraud — only works because the mark wants to believe.

"Every con requires a willing audience."

Open full entry →
In the wild

Investor frauds that scaled because skepticism was 'rude'.

Executive application

Trust is a moat — and an attack surface.

How to use it

Verify in proportion to consequence, not in proportion to discomfort.

Reasoning

Confirmation Bias

Seeking, interpreting, and remembering information that confirms what we already believe.

"We don't gather evidence. We hire it."

Open full entry →
In the wild

Strategy reviews that surface only data supporting the existing plan.

Executive application

Most analytics in companies confirm rather than test.

How to use it

Pre-register hypotheses. Reward dissent with evidence.

Reasoning

Confounding Factor

A hidden variable that influences both supposed cause and supposed effect.

"Ice cream and drowning correlate. Summer is the confounder."

Open full entry →
In the wild

'Customers who use feature X retain better' — but they were already power users.

Executive application

Most retention 'drivers' are confounded with cohort selection.

How to use it

Test causally, not correlationally. Control for cohorts and timing.

Reasoning

Congruence Bias

Testing hypotheses only by looking for confirming evidence.

"If you only look for proof, you'll find it."

Open full entry →
In the wild

Validating a product hypothesis by interviewing existing happy customers.

Executive application

Most user research confirms the brief rather than testing it.

How to use it

Design tests that could disprove the hypothesis.

Reasoning

Conservatism Bias

Insufficiently updating beliefs when given new evidence.

"Your priors are sticky. New data bounces off."

Open full entry →
In the wild

Forecasts that lag reality by a quarter or two even with clear signal.

Executive application

Strategic posture often updates slower than the market does.

How to use it

Set update thresholds in advance. Force documented revisions.

Social

Behavioral Contagion

Behaviors spread through groups via observation and imitation.

"What spreads in the room is more than ideas."

Open full entry →
In the wild

Late-arrival norms, deadline-slip norms, working-weekend norms.

Executive application

Culture is the equilibrium of contagious behaviors.

How to use it

Notice what you tolerate; that's what propagates.

Social

Emotional Contagion

Emotions spread between people, often unconsciously.

"Walk into a tense room and you become tense."

Open full entry →
In the wild

A panicked CEO produces a panicked org within a week.

Executive application

Leadership affect is a key environmental variable.

How to use it

Regulate your own state. It's broadcasting whether you mean it to or not.

Social

Hysterical Contagion

Symptoms or beliefs spread through a group with no underlying physical cause.

"Sometimes the disease is the belief."

Open full entry →
In the wild

Mass tech-stack panic about a 'doomed' framework that's actually fine.

Executive application

Investor and employee panic can be contagious without basis.

How to use it

Anchor to evidence quickly when narratives accelerate.

Social

Social Contagion

Ideas, behaviors, and attitudes spread through social networks.

"Networks transmit more than messages."

Open full entry →
In the wild

Quiet quitting, return-to-office sentiment, AI adoption — all socially contagious.

Executive application

Network structure shapes strategic outcomes as much as content.

How to use it

Map influence networks. Trends seed at hubs.

Decision

Contrast Effect

Evaluations are warped by what came immediately before.

"Show the $5,000 watch first. The $500 one feels cheap."

Open full entry →
In the wild

Sales decks anchor with the premium tier to make the middle look reasonable.

Executive application

Pricing and negotiation are largely contrast engineering.

How to use it

Evaluate options against absolute criteria, not against each other.

Strategy

Cooperation

Coordinated action that produces outcomes unavailable to individual actors.

"Cooperation is the cheat code that solves prisoner's dilemmas."

Open full entry →
In the wild

Industry standards bodies, open-source ecosystems, alliances.

Executive application

Many competitive strategies are actually cooperation strategies.

How to use it

Identify where structured cooperation beats pure competition.

Economics

Costs (Fixed vs. Variable)

Fixed costs don't scale with output; variable costs do.

"Operating leverage is fixed costs in disguise."

Open full entry →
In the wild

Software has high fixed, low variable cost — hence high gross margin at scale.

Executive application

Cost structure determines strategy more than strategy determines cost.

How to use it

Map every line as fixed vs. variable. Re-architect deliberately.

Reasoning

Counterfactual Thinking

Imagining what could have happened instead of what did.

"Strategy is comparison to what didn't happen."

Open full entry →
In the wild

'Without that pivot, we'd have run out of cash six months later.'

Executive application

Counterfactuals are how we separate luck from skill.

How to use it

Document counterfactuals before outcomes are known.

Strategy

Counterinsurgency

Winning the disputed population, not just defeating the visible opponent.

"The battle is for legitimacy, not territory."

Open full entry →
In the wild

Internal change programs succeed or fail with the middle, not the loud minority.

Executive application

Most change resistance is structural, not personal.

How to use it

Build legitimacy with the uncommitted middle first.

Strategy

Counterpropaganda

Countering hostile narratives with truthful, well-timed alternatives.

"You can't kill a story with silence. Replace it."

Open full entry →
In the wild

Companies that get ahead of bad news with accurate framing.

Executive application

Narrative control is a defensible asset.

How to use it

Pre-stage truthful responses to predictable narrative attacks.

Social

Courtesy Bias

Giving polite rather than honest answers to avoid offense.

"Politeness corrupts more research than fraud does."

Open full entry →
In the wild

Customer interviews where everyone says they 'love' the feature they won't use.

Executive application

Customer-feedback systems systematically over-report satisfaction.

How to use it

Use behavioral data over self-reported data. Make dissent comfortable.

Systems

Critical Mass

The threshold at which a system becomes self-sustaining.

"Below the line, you push. Above the line, it pulls."

Open full entry →
In the wild

Platform marketplaces — below critical mass, sellers leave; above it, they multiply.

Executive application

Many strategies require getting past a threshold before they make sense.

How to use it

Identify and over-invest until critical mass; don't ramp evenly.

Social

Cross-Race Effect

We recognize faces from our own race more accurately than others.

"The brain pattern-matches what it has most data on."

Open full entry →
In the wild

Eyewitness identification errors compound by race.

Executive application

Hiring and customer-recognition systems inherit the bias.

How to use it

Diversify exposure intentionally; use structured identification protocols.

Social

Crowd Manipulation

Influencing the beliefs and actions of a crowd through psychological techniques.

"A crowd is a different organism than its members."

Open full entry →
In the wild

Town halls and all-hands have crowd dynamics distinct from 1:1s.

Executive application

Communication that works 1:1 can backfire at scale.

How to use it

Design large-group communication for crowd psychology, not individual rationality.

Reasoning

Cryptomnesia

Experiencing a remembered idea as if it were original.

"Your great idea may be someone else's, forgotten."

Open full entry →
In the wild

'Original' strategies that turn out to have been heard at a conference last year.

Executive application

Strategic novelty is often unacknowledged recall.

How to use it

Cite sources even when you think you don't have one. Write down where ideas came from.

Learning

Cue-Dependent Forgetting

Failure to recall when the retrieval cue is absent.

"The memory is there. The key isn't."

Open full entry →
In the wild

Walking into another room and forgetting why.

Executive application

Information silos persist because context cues don't transfer.

How to use it

Design knowledge systems that travel with context, not just content.

Social

Cunningham's Law

The best way to get a right answer online is to post a wrong one.

"People correct faster than they help."

Open full entry →
In the wild

Internal docs that improve when a wrong draft circulates.

Executive application

Sometimes a confidently wrong draft beats a perfect ask.

How to use it

Use 'strawman' drafts to harvest dissent and correction.

Learning

Curiosity Tendency

The drive to explore and understand for its own sake.

"Curiosity is the cheapest source of edge."

Open full entry →
In the wild

Senior leaders who stay curious make better long-horizon calls.

Executive application

Curiosity-driven cultures outperform compliance-driven ones over time.

How to use it

Reward question-asking, not just answer-giving.

Learning

Curse of Knowledge

Experts can't imagine not knowing what they know.

"Once you know it, you can't un-know it — or explain to those who don't."

Open full entry →
In the wild

Senior engineers who can't teach juniors because the gap is invisible to them.

Executive application

Most internal communication suffers from curse of knowledge.

How to use it

Test understanding with novices before broadcasting.

Reasoning

Declinism

Believing that society or one's institution is in inexorable decline.

"The golden age was always twenty years ago."

Open full entry →
In the wild

'The company isn't what it used to be' — usually said throughout its history.

Executive application

Declinism corrodes morale and self-fulfilling prophecy follows.

How to use it

Test 'decline' claims against data, not against nostalgia.

Decision

Default Effect

People disproportionately stick with the default option.

"Whoever sets the default wins."

Open full entry →
In the wild

Opt-out organ donation vs. opt-in produces opposite societal outcomes.

Executive application

Defaults are the most under-leveraged design surface in most products.

How to use it

Choose defaults intentionally. The default IS the policy.

Reasoning

Defense Mechanism

Unconscious psychological strategies that protect self-image.

"Denial, projection, rationalization — the unholy trinity of org politics."

Open full entry →
In the wild

A failing initiative gets reframed as 'strategic learning' to protect identity.

Executive application

Most resistance to change is defense mechanism, not disagreement.

How to use it

Separate identity from initiative. Make failure safe to acknowledge.

Social

Defensive Attribution

Attributing causes to protect oneself from blame or vulnerability.

"When the failure could happen to anyone, we blame the victim hardest."

Open full entry →
In the wild

Blaming a colleague's failure on their character to feel immune ourselves.

Executive application

Post-mortem culture is defensive attribution unless engineered otherwise.

How to use it

Blameless post-mortems by structural mandate.

Reasoning

Déformation Professionnelle

Seeing every problem through the lens of one's profession.

"To the lawyer, every solution is a contract."

Open full entry →
In the wild

Engineers solve culture problems with tools. Marketers solve them with messaging.

Executive application

Functional bias shapes strategy debates more than data does.

How to use it

Force cross-functional framing on every major decision.

Strategy

Demoralization

Eroding the will to act, even when capacity remains.

"Defeat is in the mind before it's on the field."

Open full entry →
In the wild

Talent attrition that compounds because remaining staff lose faith.

Executive application

Most company failures are demoralization, not capability collapse.

How to use it

Protect morale as an asset. It's slower to rebuild than to lose.

Reasoning

Denial

Refusing to accept reality, despite evidence.

"The first stage of any major change."

Open full entry →
In the wild

Leaders who refuse to acknowledge a category shift until it's too late.

Executive application

Strategic denial is a leading indicator of strategic failure.

How to use it

Force the worst-case scenario into planning, even when nobody wants to discuss it.

Decision

Denomination Effect

We spend less when holding large bills than small ones — same money, different behavior.

"A $100 bill feels different from five $20s."

Open full entry →
In the wild

Capital budgets denominated in millions are spent more cautiously than the same in thousands.

Executive application

Granularity of measurement changes behavior.

How to use it

Choose units that match the decision discipline you want.

Reasoning

Denying the Antecedent

If A then B; not A; therefore not B — invalid.

"Just because that path leads there doesn't mean other paths don't."

Open full entry →
In the wild

'If we hire senior engineers, quality improves. We didn't hire seniors, so quality won't improve.'

Executive application

Causal monocultures in strategy debates.

How to use it

List all paths to the outcome, not just the one under discussion.

Strategy

Deserve What You Want

Munger's principle: the surest way to get something is to deserve it.

"Earn the result. The shortcut path is the long path."

Open full entry →
In the wild

Building real capability beats positioning for the role you want.

Executive application

Sustainable career and company strategy.

How to use it

Ask: 'What would make us obviously deserving of this outcome?'

Systems

Designing for the Bottom

Designing systems for the lowest-capability user produces resilience for everyone.

"If your system requires geniuses, it will fail with mortals."

Open full entry →
In the wild

Curb cuts: built for wheelchairs, used by parents, delivery workers, travelers.

Executive application

Robust org systems work with average performers, not just stars.

How to use it

Stress-test processes against the median user, not the ideal one.

Reasoning

Disconfirmation Bias

Applying higher scrutiny to evidence we disagree with than to evidence we agree with.

"Friendly data gets a pass. Hostile data gets the audit."

Open full entry →
In the wild

Strategy reviews that pick apart bear cases more carefully than bull cases.

Executive application

Asymmetric scrutiny produces asymmetric conclusions.

How to use it

Apply equal-rigor reviews to both supporting and opposing evidence.

Reasoning

Disconfirming Evidence

Actively seeking evidence that would disprove your hypothesis.

"Darwin kept a notebook for facts that contradicted his theory."

Open full entry →
In the wild

Founders who pre-mortem against their own thesis quarterly.

Executive application

Strategic conviction without disconfirmation discipline is faith.

How to use it

Maintain a written list of what would change your mind. Update it.

Social

Disinformation

Deliberately false information spread to deceive.

"Worse than wrong: weaponized wrong."

Open full entry →
In the wild

Coordinated narratives planted in markets or politics.

Executive application

Reputation defense requires disinformation literacy.

How to use it

Build rapid-response capacity. Distinguish from honest disagreement.

Social

Disliking/Hating Tendency

We dismiss the ideas and merits of people we dislike.

"The messenger doesn't change the message — but we let it."

Open full entry →
In the wild

A correct objection ignored because the source is disliked.

Executive application

Information from disliked people is systematically devalued.

How to use it

Evaluate ideas on a separate axis from their source.

Decision

Disposition Effect

Selling winners too early and holding losers too long.

"Realize gains; defer the pain."

Open full entry →
In the wild

Investors who lock in 10% gains and ride 50% losses to zero.

Executive application

Project portfolios suffer the same pattern as stock portfolios.

How to use it

Apply equal-rigor stop-loss discipline to winners and losers.

Decision

Distinction Bias

Two options seen side-by-side look more different than they are in isolation.

"Comparison amplifies differences that won't matter later."

Open full entry →
In the wild

Agonizing between two job offers that will feel identical in six months.

Executive application

Choice architecture distorts perceived differences.

How to use it

Evaluate each option independently first.

Probability

Distributions

Reasoning in distributions — ranges and probabilities — rather than points.

"Single-point forecasts are statements of preference, not knowledge."

Open full entry →
In the wild

Revenue forecasts as P50/P90 ranges rather than single numbers.

Executive application

Strategic decisions made on means hide tail risks.

How to use it

Require distribution-shaped forecasts on every major call.

Learning

Domain Dependence

Insights from one domain don't automatically transfer to another.

"We're smart in one room, dumb in the next."

Open full entry →
In the wild

Brilliant strategists who make poor personal financial decisions.

Executive application

Cross-domain transfer requires deliberate work.

How to use it

Explicitly translate models across contexts. Don't assume the lesson generalizes.

Reasoning

Doubt-Avoidance Tendency

Resolving doubt by jumping to a conclusion — any conclusion — quickly.

"Uncertainty is uncomfortable. Wrong-but-decided feels better."

Open full entry →
In the wild

Snap decisions made under social pressure to 'pick a direction'.

Executive application

Speed culture amplifies this. Quality culture resists it.

How to use it

Normalize 'I don't know yet.' Make sitting in doubt acceptable.

Risk

Dread Aversion

Dread weighs roughly double in our calculus what the equivalent gain does.

"We hate losing twice as much as we love winning."

Open full entry →
In the wild

Why customers resist switching even when alternatives are clearly better.

Executive application

Selling change requires defusing dread, not just promising gain.

How to use it

Address loss aversion explicitly in change communication.

Reasoning

Drug-Misinfluence Tendency

Substance dependence distorts judgment and accelerates decline.

"Munger's warning: the first step is the only easy one."

Open full entry →
In the wild

Founder burnout patterns enabled by stimulant misuse.

Executive application

Wellbeing infrastructure is risk management.

How to use it

Build cultures that make help-seeking safe.

Systems

Dunbar's Number

~150 — the cognitive limit on stable social relationships.

"Above 150, you have a directory, not a tribe."

Open full entry →
In the wild

Org structures that retain coherence below ~150, fragment above.

Executive application

Scaling org design must account for the 150-person inflection.

How to use it

Design deliberate sub-tribes when crossing Dunbar's threshold.

Decision

Duration Neglect

We remember peaks and ends, not the duration in between.

"A great finale rewrites a mediocre middle."

Open full entry →
In the wild

Customer experience design that invests in moments, not minutes.

Executive application

Peak-end shapes NPS more than average satisfaction does.

How to use it

Engineer the peak and the end. Defend them.

Reasoning

Dysrationalia

Inability to think rationally despite adequate intelligence.

"Smart people are very good at being wrong elaborately."

Open full entry →
In the wild

Brilliant analysts who fall for crypto scams; PhDs who endorse pseudoscience.

Executive application

Hiring for IQ alone doesn't hire for judgment.

How to use it

Test for rationality and calibration, not just intelligence.

Reasoning

Ecological Fallacy

Drawing conclusions about individuals from group-level data.

"Average isn't a person."

Open full entry →
In the wild

'Our customers are 35 years old' — none of them is.

Executive application

Persona-based product decisions often commit ecological fallacy.

How to use it

Distinguish group statistics from individual prediction.

Systems

Ecosystem

Interdependent network of actors evolving together.

"You don't compete with a competitor. You compete with their ecosystem."

Open full entry →
In the wild

iOS vs. Android. Microsoft vs. open-source.

Executive application

Ecosystem strategy beats product strategy at scale.

How to use it

Map the full ecosystem before naming your competitor.

Reasoning

Effort Justification

We value outcomes more when we worked hard for them.

"Hard-won is over-loved."

Open full entry →
In the wild

Initiatives that survived political battles get defended past their useful life.

Executive application

Sunk effort feels like sunk cost — and acts like it.

How to use it

Decouple evaluation of an initiative from the effort spent on it.

Reasoning

Egocentric Bias

Over-weighting one's own perspective when reconstructing events.

"I remember the meeting where I was right."

Open full entry →
In the wild

Credit-claiming asymmetries in retrospective reviews.

Executive application

Multiple egocentric biases compound across a team's memory.

How to use it

Capture decisions in writing as they happen. Compare to memory later.

Reasoning

Embodied Cognition

Cognition is shaped by the body, environment, and physical state.

"You think differently standing than sitting."

Open full entry →
In the wild

Walking meetings produce different decisions than seated ones.

Executive application

Workplace design is a cognitive intervention.

How to use it

Design environments for the thinking they're meant to produce.

Reasoning

Enclothed Cognition

What we wear influences how we think and perform.

"The lab coat makes the scientist more attentive."

Open full entry →
In the wild

Formal attire increases abstract thinking; casual increases creativity.

Executive application

Dress codes are subtle cognitive interventions.

How to use it

Match dress norms to the cognitive style you want from the work.

Reasoning

Energy Output Minimization

The brain minimizes effort by default — most cognition is on cruise control.

"Thinking is expensive. We avoid it whenever we can."

Open full entry →
In the wild

Defaults dominate behavior because thinking is metabolically costly.

Executive application

Most user behavior is energy-minimization in disguise.

How to use it

Design for the lazy user. They're everyone, most of the time.

Systems

Entropy

Systems tend toward disorder unless energy is invested to maintain order.

"Order is rented, not owned."

Open full entry →
In the wild

Codebases, organizations, and processes all decay without active maintenance.

Executive application

Quality requires continuous investment, not one-time effort.

How to use it

Budget for entropy. The fight against it is permanent.

Social

Envy/Jealousy Tendency

We measure ourselves against peers, not against our past selves.

"Munger: 'It's not greed that drives the world, but envy.'"

Open full entry →
In the wild

Comp negotiations driven by what peers earn, not by absolute value.

Executive application

Relative status drives more behavior than absolute outcomes.

How to use it

Design comp systems aware of relative comparison, not just absolutes.

Systems

Equilibrium / Homeostasis

Systems maintain stability by self-regulating around a setpoint.

"Push the system; it pushes back to its setpoint."

Open full entry →
In the wild

Process improvements that get absorbed by reverted behavior.

Executive application

Lasting change requires moving the setpoint, not just the current state.

How to use it

Identify the homeostatic mechanism before changing inputs.

Reasoning

Equivalence

Two things may be equivalent in effect but not in form.

"Different paths, same destination."

Open full entry →
In the wild

A discount and a 'free' add-on can be economically identical.

Executive application

Strategic options often look different but are equivalent in expected value.

How to use it

Decompose options to economic essence before comparing.

Reasoning

Equivocation

Using the same word with different meanings in the same argument.

"Define your terms or your terms will define you."

Open full entry →
In the wild

Debates about 'growth' where each side means a different metric.

Executive application

Most cross-functional disputes are partly equivocation.

How to use it

Define key terms explicitly at the start of every important discussion.

Reasoning

Euphoric Recall

Remembering past experiences as more positive than they were.

"Nostalgia is a strategic risk."

Open full entry →
In the wild

'The old days' get reconstructed as better than the data shows.

Executive application

Strategy debates anchored to euphoric recall produce backward strategy.

How to use it

Use contemporaneous data, not memory, in retrospectives.

Systems

Evolution

Variation, selection, retention — the engine of cumulative change.

"The mechanism that produced you also produces obsolescence."

Open full entry →
In the wild

Product lines, organizational practices, and entire industries evolve by this loop.

Executive application

Strategy is evolutionary design: variation, selection, retention.

How to use it

Engineer all three. Don't just generate ideas — select and retain them.

Reasoning

Existential Fallacy

Assuming something exists because we can name or define it.

"The map insists on the territory."

Open full entry →
In the wild

Strategy documents that reference 'the customer' as if the abstraction is a person.

Executive application

Many strategic plans contain non-existent entities.

How to use it

Trace every category in a plan to actual, observable instances.

Reasoning

Extension Neglect

Ignoring the size of a sample or population in our judgments.

"One vivid story beats a thousand silent ones."

Open full entry →
In the wild

Reacting to a single customer complaint the same as to a survey of thousands.

Executive application

Decision weight should scale with sample weight. Often doesn't.

How to use it

Always note 'how many?' before reacting to 'what?'

Social

Extrinsic Incentives Bias

Believing others are motivated by extrinsic rewards while we are motivated intrinsically.

"'They want money. I want meaning.'"

Open full entry →
In the wild

Managers assuming employees only want pay; employees wanting purpose too.

Executive application

Incentive design built on this bias misses what actually motivates.

How to use it

Survey actual motivation. Don't assume the asymmetry.

Reasoning

Fading Affect Bias

Negative emotions fade faster than positive ones.

"The good old days were less good than you remember."

Open full entry →
In the wild

Past company crises get re-described as 'character-building'.

Executive application

Risk calibration drifts as old pain fades.

How to use it

Maintain a written log of past failures. Re-read before similar decisions.

Social

Fake News

False information presented as legitimate journalism.

"The truth puts its boots on slower than the lie sprints."

Open full entry →
In the wild

Coordinated false narratives that move markets or elections.

Executive application

Brand and reputation risk include fake-news vectors.

How to use it

Monitor narrative attacks. Pre-stage truthful responses.

Reasoning

Fallacies

Errors in reasoning that undermine the logic of an argument.

"A fallacy is a wrong answer that looks right."

Open full entry →
In the wild

Strawman, ad hominem, false dilemma — alive in every leadership meeting.

Executive application

Reasoning quality is the cheapest, highest-leverage improvement available.

How to use it

Train teams to name fallacies in real time without punishment.

Reasoning

False Analogy

Reasoning that two things are alike based on shallow similarity.

"Apples and oranges are both round. They are not interchangeable."

Open full entry →
In the wild

'AI is like electricity' — useful metaphor, misleading strategic guide.

Executive application

Most strategic analogies are partially false. Use carefully.

How to use it

Test analogies by listing where they break down.

Reasoning

False Attribution

Crediting a source or cause that isn't actually responsible.

"We assign reasons to outcomes we can't really explain."

Open full entry →
In the wild

Crediting a marketing campaign for a revenue bump that came from seasonality.

Executive application

Most attribution in business analytics is partially false.

How to use it

Test attribution causally, not by temporal proximity.

Reasoning

False Cause (Post Hoc)

Assuming that because B followed A, A caused B.

"The rooster crows. The sun rises. The rooster takes credit."

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In the wild

Crediting a new initiative for trends already underway.

Executive application

Most 'we did X and Y improved' claims are post hoc errors.

How to use it

Use control groups, holdouts, and causal inference techniques.

Social

False Consensus Effect

Overestimating how much others share our beliefs and behaviors.

"'Everyone agrees with me' usually means 'everyone in my room agrees with me.'"

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In the wild

Strategy decisions based on the assumption that customers want what we want.

Executive application

False consensus is a leading cause of product failures.

How to use it

Test assumptions against actual, sampled customer beliefs.

Strategy

False Flag

An act committed to look like it was done by someone else.

"Cover your tracks by making them point elsewhere."

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In the wild

Coordinated 'leaks' that misattribute the source.

Executive application

Competitive intelligence and PR include false-flag risks.

How to use it

Verify provenance before reacting to attributed actions.

Social

False Uniqueness Effect

Underestimating how common our positive traits and behaviors are.

"We're all uniquely above average."

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In the wild

Every founder thinking their work ethic is exceptional.

Executive application

Differentiation strategies based on supposed-rare traits often aren't unique.

How to use it

Benchmark traits against actual industry baselines.

Strategy

Fear, Uncertainty, Doubt (FUD)

A strategy to influence behavior by amplifying fear and uncertainty.

"When you can't sell the product, sell the danger of the alternative."

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In the wild

Incumbent vendors fighting open-source by raising risk narratives.

Executive application

FUD is a recognized competitive technique — both offensive and defensive.

How to use it

Address FUD with evidence, not with counter-FUD.

Reasoning

Feature-Positive Effect

We notice what's present more than what's absent.

"The dog that didn't bark is the clue we miss."

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In the wild

Diagnosing org problems by what's there, missing what's structurally missing.

Executive application

Strategic gaps are often invisible because absence doesn't trigger attention.

How to use it

Explicitly ask 'what's missing here?' as a standard diagnostic question.

Reasoning

First-Conclusion Bias

Mind latches onto the first plausible explanation and resists alternatives.

"Munger: 'The mind works like a sperm and an egg — first one in shuts the door.'"

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In the wild

Diagnoses that anchor on the first hypothesis and miss the real cause.

Executive application

Strategy debates frequently calcify around the first plausible framing.

How to use it

Force three named hypotheses before discussion proceeds.

Reasoning

First Principles Thinking

Reasoning from foundational truths rather than from analogy or convention.

"Most 'best practices' are unexamined assumptions in a suit."

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In the wild

Musk on rocket cost: decompose to raw materials, rebuild the math.

Executive application

First principles unlock strategy where convention has trapped everyone.

How to use it

Annually attack five foundational assumptions in your strategy.

Reasoning

Five Ws

Who, what, when, where, why — the minimum facts for any account.

"Skip a W and you've left the story unfinished."

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In the wild

Incident reports, journalism, project briefs — all built on the Five Ws.

Executive application

Communication quality requires all five.

How to use it

Audit briefs and announcements for missing Ws before sending.

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