Organizational Psychology

Productivity targets compress visits, raising misdiagnosis and burnout.

Written rules about how AI may be used internally.

Earn-outs designed to retain founders often demotivate the team they bought.

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

Cross-functional governance body for AI decisions.

Teams built around AI from day one vs. teams adding it to existing workflows.

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

Cumulative physiological wear from chronic stress.

Emotional override of rational processing.

Malcolm Knowles's principles of adult learning: self-direction, experience as resource, readiness, problem-centered orientation, intrinsic motivation.

Brain region tracking conflict, error, and effort.

Treating AI as more humanlike than it is.

Conflict between belligerents with very different resources and tactics.

Seat-time accountability rewards presence over engagement.

Favoring suggestions from automated systems over conflicting human judgment.

Reduced vigilance with automated systems.

Self-direction is one of the deepest motivational levers.

Approach motivation — pursuit of rewards and goals.

Avoidance motivation — sensitivity to punishment, uncertainty, and threat.

Evaluating an argument's logic based on whether you agree with the conclusion.

Membership in a group is a baseline human need.

Order, discipline, hierarchy, principle, and rule-based value system. The 'right way' to do things.

The mind can be socially influenced toward conclusions that bypass scrutiny.

Federal oversight intended to protect tribal assets creates friction that devalues the land.

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

People look better in groups than as individuals.

The conclusion is hidden inside the premise.

Psychological stress from holding contradictory beliefs; usually resolved by changing the easier one.

Working memory has limits.

Working memory has limits.

Curated highlight reels make ordinary lives feel insufficient.

We seek tasks where we feel effective and improving.

Quantifying uncertainty in model outputs.

Exploiting trust to defraud — only works because the mark wants to believe.

Competing loyalties that compromise judgment.

Retroactive extensions privilege legacy estates over public-domain enrichment.

Issuers pay raters who compete for the highest ratings.

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

Cultures vary in how strictly norms are enforced and deviance punished.

An information gap creates a pull toward closing it.

Influence tactics weaponized — manipulation, coercion, exploitation of trust.

Tracking where training and inference data came from.

Short-term restriction regimes drive yo-yo cycles and worsen long-term metabolic health.

Bad teams 'tank' for better draft positions.

A long-run planner self in conflict with a short-run impulsive self.

Squeezing all slack from a system optimizes throughput but eliminates resilience.

Emotions spread through groups via micro-cues.

Giving someone artificial early progress increases the chance they finish.

Outrage outperforms accuracy on every engagement metric.

Ranking systems trained on engagement amplify outrage, fear, and tribal content.

Time-on-app is the wrong thing to maximize for users — but the right thing for revenue.

Models optimized for plausible-sounding answers can hallucinate confidently rather than say 'I don't know.'

Decisions optimize utility, not value.

Probability × payoff, summed across outcomes.

Tools, notebooks, and trusted others are literally part of your cognitive system — not just aids to it.

Doing something for an external reward.

Quantitative measures of model behavior across groups.

Mental discomfort from holding conflicting beliefs or values.

Each value system (Beige through Green) believes itself to be the only valid one and dismisses the others.

Neurological state of peak performance and engagement.