Demo contentIllustrative record — no real organizations, statistics or outcomes.
Analytical Method
Driver Analysis
Rank inputs by contribution to a workforce outcome for prioritization.
AttritionDiagnosticPrescriptive
Purpose
Rank inputs by contribution to a workforce outcome for prioritization.
Business questions
- What drives regrettable attrition most in engineering?
- Which funnel stage most limits hires?
Data required
- Clean employee event history
- Consistent definitions
- Adequate sample size
The method
Use regression, Shapley values, or decomposition to rank driver impact.
Example application
Rank drivers of regrettable attrition to prioritize manager training vs comp fixes.
How to interpret it
Top drivers focus limited HR resources on highest-leverage interventions.
Limitations
Correlated drivers split importance ambiguously.
Updated 2026-08-09