Perverse Incentives 101
What you measure is what you destroy
Every metric eventually breaks. Not because metrics are bad — because rational people respond rationally to the rewards you put in front of them. Welcome to the part of the Atlas that ruins promotions for a living.
- 01Perverse Incentives · Universal Pattern
Cobra Effect
The founding story. British India. Dead cobras. A cautionary tale that won't quit.
A reward designed to reduce X produces more X.
Open the full definition →Try it · 30 secondsLive · Pick the metricColonial Delhi has too many cobras. The British offer a bounty per dead cobra. What happens?
Pick the predictable outcome.
- 02Perverse Incentives · Universal Pattern
Goodhart's Law
When a measure becomes a target, it ceases to be a good measure.
When a measure becomes a target, it ceases to be a good measure.
Open the full definition →Try it · 30 secondsLive · Pick the metricYou run a contact center. You tie bonuses to one of these. Which?
Pick the KPI. Watch the side effects.
- 03Perverse Incentives · Universal Pattern
Campbell's Law
Goodhart's cousin, with sharper teeth in social systems.
The more a quantitative indicator drives decisions, the more it distorts the process it measures.
Open the full definition →Try it · 30 secondsLive · Pick the metricA school district ties teacher pay to standardized test scores. Three years in:
What does the data show?
- 04Perverse Incentives · Corporate
CEO Pay-for-Stock-Price
The biggest legal incentive distortion in modern capitalism.
Pay tied to stock price encourages short-term price management.
Open the full definition →Try it · 30 secondsLive · Re-architect ceo pay-for-stock-priceA CEO's compensation is 80% stock options. What happens to the buyback budget?
Headline metric$200MCash returned to R&D
Side effect$1.8BCash spent on buybacks
Heavy stock-comp CEO
Pay the CEO in options and the company will buy back its own stock. Pay them in cash with long vesting and they'll reinvest. The behavior follows the comp plan, not the strategy memo.
- 05Perverse Incentives · Finance
Annual Bonus Risk
Why Q4 looks great and Q1 looks like a crime scene.
Annual bonuses reward annual results — risk that blows up in year four with damage in year seven is rational.
Open the full definition →Try it · 30 secondsLive example · Re-architect Annual Bonus RiskFlip the incentive. Watch the side-effect move.
Annual bonuses reward annual results — risk that blows up in year four with damage in year seven is rational. Caught in the wild: Trading desks rewarded for asymmetric bets.
● LiveWhat gets measuredHeadline number the org is paid on088100What quietly moves with itQuiet damage the proxy hides074100In the room: Compensation cadence shapes risk-taking cadence.
Counter-move from the Atlas: Multi-year deferred comp tied to long-term outcomes.
- 06Perverse Incentives · Finance
Bonus-Driven Window Dressing
When 'hitting the number' becomes 'reshaping the books.'
Quarterly bonuses create end-of-quarter behavior changes.
Open the full definition →Try it · 30 secondsLive example · Re-architect Bonus-Driven Window DressingFlip the incentive. Watch the side-effect move.
Quarterly bonuses create end-of-quarter behavior changes. Caught in the wild: Window-dressing portfolios for reporting periods.
● LiveWhat gets measuredHeadline number the org is paid on088100What quietly moves with itQuiet damage the proxy hides074100In the room: Cadence of measurement distorts cadence of behavior.
Counter-move from the Atlas: Continuous performance evaluation.
The lesson isn't 'stop measuring.' It's 'measure with a half-life in mind.'
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