Spotting workforce risk before it reaches performance

Outcomes are lagging indicators

Attrition, absence and productivity are results. The behaviour that produced them (manager churn, overtime concentration, falling participation) moves first and is usually visible in data nobody is watching together.

Early signals worth connecting

Manager changes within a team, sustained overtime in a single shift pattern, collaboration dropping in a specific site, and engagement responses falling in the same region.

None of these is conclusive alone. Together they describe a direction of travel.

Making it actionable

A useful early warning names the population, the signals that moved, and the estimated significance. Anything less becomes another alert people learn to ignore.