Decision Lab

Applied explorations where behavioral science meets everyday HR decisions. These articles examine how bias, context, and system design influence outcomes - and how small structural adjustments can significantly improve fairness, clarity, and decision quality.

Bias Audit for Everyday People Decisions

Cognitive biases quietly shape everyday HR decisions - from performance ratings to pay and promotions - often without conscious awareness. Fairer outcomes come not from better intentions, but from …

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Incentives, Motivation, and Unintended Consequences

Incentives shape behavior, but they also shape motivation - and not always positively. HR impact comes from designing rewards that reinforce autonomy, competence, and purpose, not just performance …

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Ensuring High Performers Stay High Performers After Promotion

Promotions don't fail because people lose capability. They fail when success criteria change faster than support systems. Simple, well-timed HR interventions can help high performers adapt and …

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Social Comparison and Fairness Perception

Employees judge pay and promotion decisions through comparison, not calculation. HR effectiveness depends on designing systems and narratives that make fairness visible, consistent, and …

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Success Is Situational, Not Universal

Success at work is not a fixed trait of individuals. It emerges from the interaction between a person's attributes and the environment they operate in. HR systems are more accurate when they model …

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