Power BI dashboard and ML model

HR Attrition Predictor: a dashboard that flags who might leave next

Flags employees likely to leave in the next 90 days, with the reasons behind each risk score.

HR attrition dashboard showing a 16.1% attrition rate, monthly exits by department and a table of employees ranked by risk of leaving

Demo build with sample data. Names and figures are made up.

The problem

A 1,470 person company is losing staff faster than its 13.7% target, and HR only learns about it at exit interviews. They need to know who is at risk while there is still time to act.

What we built

  • An XGBoost model trained on HR, performance review and exit survey data that scores each employee's chance of leaving
  • A Power BI report with attrition trends, a department breakdown and a ranked list of at risk employees
  • A chart of the biggest drivers, such as overtime, job satisfaction and pay
  • A recommendations page that turns the findings into an action plan with estimated savings

What this project shows

  • How a prediction model and a dashboard work together, with the model doing the scoring and the dashboard making it easy to act on
  • Turning feature importance into plain advice a manager can follow

More work

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