Validation sample: 6,776 markets Original Vultax research: in an experimental test, a calibrated fair-value model beat raw Polymarket prices by ~9.6% on held-out Brier score. Where the favorite-longshot effect lives, what the model can honestly flag, and why it still isn't a trading edge. Prediction-market prices are good probability estimates on average — that is the standard result, and it held in our data. A fair-value model, honestly defined, answers one question: given where this market is priced, where did markets priced like it historically resolve? - Brier improvement: ≈ +9.6% - Where prices bend: Near 0 and 1 The observation window and population are stated in the study's method section. Study: https://vultax.com/research/prediction-market-fair-value-calibration Markdown: https://vultax.com/research/prediction-market-fair-value-calibration.md Share card: https://vultax.com/og/article/research/prediction-market-fair-value-calibration Live screen: https://app.vultax.com/analytics/markets Vultax Research, We Tested Polymarket Prices Against 6,776 Resolved Markets. Here's Where They Bend., 2026-09-08, https://vultax.com/research/prediction-market-fair-value-calibration