Study: Kalshi macroeconomic markets produce valuable real-time forecasts
A July 16, 2026 working paper published on SSRN finds that Kalshi's macroeconomic prediction markets produce valuable real-time probabilistic forecasts, though calibration quality varies across contracts. The study examines forecast accuracy and calibration in Kalshi's economic-indicator markets, offering academic validation of the platform's informational utility as a forecasting tool. No specific product launch or regulatory action accompanies the paper.
The SSRN paper gives Kalshi empirical ammunition for its core legal argument that prediction markets serve genuine economic utility rather than gambling. State attorneys general and the CFTC are weighing whether event contracts deserve lighter treatment than sportsbooks. A peer-reviewed finding that Kalshi's macro markets forecast accurately bolsters the case that traders are price-discovery participants, not bettors. That distinction matters now because Michigan, New York, and other states are pressing gambling-law claims that would force Kalshi into expensive licensing or geofencing.
A documented forecasting record helps Kalshi's lawyers argue the product belongs under CFTC jurisdiction alone, not fifty state regimes. The study's timing is tactical: Kalshi faces a Second Circuit appeal and multiple state enforcement actions where empirical claims about market usefulness carry weight. Polymarket gains collateral benefit from any precedent that secures federal-only oversight, since it faces identical state-level exposure.