Projects

Selected people analytics and HR data science work.

These projects focus on workforce forecasting, labor cost simulation, configurable driver analysis, and AI-assisted security review workflows.

Headcount Simulation Framework

Headcount Simulation Framework helps HR leaders forecast future workforce size under join, resignation, and internal transition scenarios.

Model: Markov-chain-based workforce transition model.

Impact: Improves workforce planning with scalable headcount forecasts.

Labor Cost Simulation Framework

Labor Cost Simulation Framework helps HR and finance leaders forecast future labor costs under uncertain workforce movement scenarios.

Model: EBM-based labor cost simulation model using simulated headcount.

Impact: Improves budget planning with scenario-based labor cost forecasts.

Driver Analysis Framework

Driver Analysis Framework identifies interpretable drivers across different HR questions and client contexts.

Model: Configurable driver analysis model with tailored data cleansing.

Impact: Delivers interpretable drivers across different HR questions.

Security Review AI Agent

Security Review AI Agent automatically responds to security review requests by generating answers to recurring client questions.

Model: AI agent for automated security review responses.

Impact: Automates security review responses with a 60% correct answer ratio.