Episode 02: Data Preparation

Data Integrity Before Models

In this episode, you'll learn:

- Building the 25-stock universe + SPY benchmark

- Why Adjusted Close is mandatory

- Weekly resampling methodology

- Data quality audit checklist

- The importance of freezing your dataset

Key Concept: A dataset is only as credible as the audit that accompanies it.