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.

Decision Scenarios

Explore specific operational decision challenges, diagnostic indicators, and governance rules.

Self-Determination Theory in Total Rewards: Why Cash Incentives Can Crowd Out Motivation

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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Strategic Attention in Leadership: How Executives Filter Noise to Make High-Impact Decisions

Leadership effectiveness today is less about processing more information and more about filtering what truly matters for decisions and outcomes. High-performing leaders practice strategic ignorance - …

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Social Comparison in Compensation: Why Employees Judge Pay Fairness Through Peers

Employees don't evaluate pay, promotions, or ratings in isolation - they judge them through social comparison, asking whether outcomes feel fair relative to peers. For HR, the real challenge is not …

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How to Audit Cognitive Biases in HR: Intercepting Halo, Recency, and Anchoring

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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Person-Environment Fit: Why High Performers Struggle in New Team Contexts

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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Preventing the Peter Principle: Structuring Transition Support for Newly Promoted Leaders

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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