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The edge was never in having data. It's in the model you build to interpret it.
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Bad UX in sports betting isn't just a beginner problem. It fails newer bettors and experienced bettors differently — one through exclusion, one through obscurity. Good design isn't a nice-to-have. It's a philosophical position about who you're actually building for.
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The sports betting picks industry is built on information asymmetry. Opacity isn't a bug — it's the business model. Here's what gets hidden, why it happens, and what the alternative looks like.
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Sports betting modeling has two main schools: generic cross-sport prediction and market-microstructure strategies. Both exist because outcome-level modeling was team-only work. With 250M data points and a model population, there's a third way.
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