| name | people-analytics |
| description | Analyze workforce data — attrition, engagement, diversity, and productivity. Trigger with "attrition rate", "turnover analysis", "diversity metrics", "engagement data", "retention risk", or when the user wants to understand workforce trends from HR data. |
People Analytics
Analyze workforce data to surface trends, risks, and opportunities.
Key Metrics
Retention
- Overall attrition rate (voluntary + involuntary)
- Regrettable attrition rate
- Average tenure
- Flight risk indicators
Diversity
- Representation by level, team, and function
- Pipeline diversity (hiring funnel by demographic)
- Promotion rates by group
- Pay equity analysis
Engagement
- Survey scores and trends
- eNPS (Employee Net Promoter Score)
- Participation rates
- Open-ended feedback themes
Productivity
- Revenue per employee
- Span of control efficiency
- Time to productivity for new hires
Approach
- Understand what question they're trying to answer
- Identify the right data (upload, paste, or pull from ~~HRIS)
- Analyze with appropriate statistical methods
- Present findings with context and caveats
- Recommend specific actions based on data