Employee Retention & Culture Insights | October 2025
Project 1: Retention Risk Analysis
87 employees flagged as high-risk for attrition. Model achieves 78% accuracy (ROC AUC). Estimated cost savings from targeted retention: $1.3M - $3.5M annually.
Project 2: Culture & Sentiment Analysis
3,174 comments analyzed. Sentiment declining -0.20 points from 2022-2025. Psychological safety index concerning at -0.12. Top issue: Leadership effectiveness.
Immediate: Share high-risk list with department heads, schedule stay interviews
Short-term: Implement supervisor training, review workload distribution
Long-term: Develop career programs, enhance onboarding