# Workforce Skill-Gap Analyzer

**Domain:** HR  
**Method:** Similarity / competency matrix

## What this tutorial does
Compare role competency requirements with available skills and recommend training priorities without ranking people for employment decisions.

## Data
The bundled `sample_data.csv` is synthetic and intentionally contains no employer, employee, vendor, contract or project confidential data.

## Run locally
1. Install Python 3.
2. Extract this project folder.
3. Open a terminal in the folder.
4. Run `pip install -r requirements.txt`.
5. Run `streamlit run app.py`.
6. Open the local address shown by Streamlit.

## What to learn
- How the input variables are structured.
- Why this analytical method fits the problem.
- How to inspect outputs and limitations.
- How to replace synthetic data with properly authorized, de-identified data.

## Limitations
Educational baseline only. Validate data quality, bias, contractual/legal context and business impact before real use.