
Analysis
Walk-forward validation: what it fixes, what it doesn't
Rolling in-sample and out-of-sample windows add realism to a backtest — and import their own parameter choices worth auditing.

Karim Al-Rashid tracks company results and property markets, with a habit of looking past the loudest number in the room.