Not guesses, but mathematical transformations of data 2. **Evaluation is essential** - Without proper metrics, you can't distinguish skill from luck 3. **Pitfalls are everywhere** - Overfitting, leakage, variance, and small samples trap many modelers 4. **Building blocks combine** - Ratings + HFA +