Peer-reviewed organisational psychology translated for HR leaders, CHROs, and C-suite executives. The science behind prediction — published openly.
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Analysis of signal-to-outcome timing across 14 organisational psychology frameworks. Burnout risk surfaces an average of 6–10 weeks before observable performance decline — giving HR leaders a structural window to intervene before attrition or sick leave follows.
Self-reported surveys systematically underperform against behavioural models for predicting voluntary attrition. This analysis examines the multi-signal stack that outperforms traditional engagement scoring by 3–4x.
Manager-team alignment signals are among the highest-value predictors of downstream attrition, disengagement, and psychological safety collapse — yet most HR platforms capture none of them.
How sustained cognitive load patterns manifest in communication signals, and the intervention windows that prevent performance degradation in knowledge-intensive workforces.
An alternative framework for measuring psychological safety using participation signals, communication asymmetry, and feedback frequency — without relying on annual survey cycles that lag reality by 6–12 months.
A principled distinction between AI-powered decision-support tools and clinical diagnosis — and why the difference matters for HR, legal, board governance, and employee trust.
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