Business Capsules

For the employee on one, a performance improvement plan either means the company is invested in their turnaround or quietly building a case to fire them. The approaches here differ on whether plans should be developmental or measured strictly by data, how goals should be framed to reduce conflict, and how much wellbeing and psychological safety drive real improvement. How you run one decides which message your team hears.

Vanity metrics can make performance look stronger while obscuring whether the business is actually improving. Learn how to choose metrics that test hypotheses, inform strategy, and reveal customer behavior through cohort analysis and attribution. Understand why turning a measure into a target can distort its meaning and lead teams away from better decisions.