Getting Started
List of Probable Project Topics
- Attrition/Turnover Prediction & Drivers (risk scoring + key factors + interventions)
- Hiring Funnel Analytics (drop-offs by stage, time-to-hire, source quality, bias checks)
- Employee Engagement Analytics (survey dashboards, themes, predictors of engagement)
- Performance vs Potential Matrix (9-box analytics + calibration insights)
- Compensation Equity Analysis (pay bands, gaps by role/level/tenure; fairness safeguards)
- Diversity, Equity & Inclusion Dashboard (representation, promotion rates, retention by group)
- Learning & Development Impact (training completion → performance/retention uplift analysis)
- Absenteeism & Productivity Patterns (seasonality, role-wise trends, early warning signals)
- Workforce Planning Model (headcount forecasting, hiring plans, scenario analysis)
- Internal Mobility Analytics (promotion paths, transfer flows, career lattice insights)
- Employee Lifetime Value / Cost of Attrition (replace cost model + ROI of retention programs)
- Performance Review Text Analytics (topic/sentiment trends with privacy-safe processing)
- Onboarding Effectiveness Study (time-to-productivity, early churn, cohort comparisons)
- Manager Effectiveness Analytics (team outcomes, engagement, turnover—context-aware)
- Shift Scheduling Optimization (coverage vs burnout risk; fairness constraints)
- Pulse Survey Early-Warning System (change detection + action recommendations)
- Remote/Hybrid Work Impact (collaboration metrics + outcomes; careful confound handling)
- Ethical HR Analytics Framework (privacy, consent, bias audits, and governance checklist)
BM622H