How rapid squad turnover breaks conventional models, and why this league rewards patience over confidence.
The Saudi Pro League has changed faster than any major competition in recent memory. Squads have been rebuilt wholesale, which means historical team ratings describe teams that no longer exist.
That breaks conventional modelling in a specific way. Any system trained on prior seasons is rating the wrong squad, and the market knows this too, which is why prices are wider and less confident than in established leagues. Wider prices with genuine uncertainty is not automatically an opportunity.
The realistic approach is to weight recent matches far more heavily than usual, accept that early-season pricing is close to guesswork, and wait for a meaningful sample under the current squads before committing serious stakes. Patience is the edge here.
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