of 5— Install Python and Jupyter (if not already done)

What you'll accomplish

By the end of this guide, you'll be able to get working Python code for risk calculations — VaR, loss distributions, KRI trend analysis, correlation analysis — from ChatGPT, even if you have minimal Python experience. You'll unlock quantitative analysis capabilities that previously required a quant developer, and you'll run your first analysis in under an hour.

What you'll need

ChatGPT Plus subscription ({{tool:ChatGPT.price}}/month at {{tool:ChatGPT.url}}) — recommended for code debugging capabilities
Python installed on your computer: download from python.org (free)
Jupyter Notebook (free) or any Python IDE — install via: pip install jupyter
Your risk data in a CSV file
Time needed: 30–45 minutes for setup; 15–20 minutes per analysis type after that
Cost: {{tool:ChatGPT.price}}/month

How-To Guide: Get Python Code for Risk Analysis from ChatGPT

Step 1: Install Python and Jupyter (if not already done)

Download Python from python.org and install it (click "Add Python to PATH" during installation)
Open your computer's Command Prompt (Windows) or Terminal (Mac)
Type: pip install jupyter pandas numpy scipy matplotlib and press Enter
Wait for installation to complete
Type: jupyter notebook to start Jupyter — it will open in your browser

What you should see: A browser window showing your file system, where you can create Python notebooks

Tools:ChatGPT