01
Context
The goal was to test strategies on historical data rigorously.
02
Problem
Look-ahead, overfitting and missing baselines can make backtests misleading.
03
Solution
Strict data splits, out-of-sample validation and comparison against a random baseline.
04
Key lesson
A robust negative result is more valuable than an attractive biased one.