seankafka/Employee-Burnout-Prediction

Employee Burnout Risk Prediction

This Streamlit Space is built as a dedicated employee burnout-risk prediction tool for a single employee record.

What This App Does

The app estimates an employee's likely burnout risk from structured workplace indicators, short feedback text, and skillset text entered directly through the prediction form.

The prediction flow combines:

• —structured employee and workplace indicators
• —one short employee feedback text input
• —one skillset text input

The output is shown as:

• —a predicted burnout risk score on a 0 to 1 scale
• —a simple burnout level label: Low Burnout, Medium Burnout, or High Burnout

Model Inputs

• —job level
• —employee status (left_company)
• —department group
• —tenure, salary, and other numeric workplace indicators
• —short feedback text
• —skillset text

How to Use

1. 1.Fill in the employee profile fields on the single prediction page.
2. 2.Enter short feedback text and a list of skills.
3. 3.Click Generate burnout prediction to view the estimated burnout risk and burnout level.
4. 4.Review the result together with manager context, current workload conditions, and employee follow-up.

Important Note

This tool is designed as decision support only. It should not replace human judgement, formal HR processes, or direct employee review.