
Federal Reserve researchers endorse Kalshi-style prediction markets
Why researchers at the Fed are paying attention
A recent Federal Reserve research paper examines how event-driven betting platforms can act as near-real-time gauges of economic outcomes and policy expectations. The authors tested contracts from a retail-accessible exchange and compared their outputs with standard market instruments and survey-based forecasts.
Instead of single-number predictions, the platform produces ongoing probability distributions that update with each trade; researchers flagged this as valuable for tracking uncertainty as incoming data arrive. The paper found these distributions capture nuance for variables that lack existing market-based probabilistic measures, including growth and core inflation.
One striking empirical point: contract-implied odds for the policy rate aligned with the final announced federal funds target on each Fed decision day since 2022, a consistency the authors contrast with other forecasting sources. The study also reports measurable gains in short-horizon accuracy when the exchange's market signals are combined with conventional tools.
The research discusses why retail participation matters: a diverse pool of small-scale traders appears to widen the information set relative to venues dominated by large institutions. That retail angle creates faster updating across a broader array of questions — from payroll counts to headline inflation components.
Methodologically, the Fed team benchmarked contract-based probabilities against futures and professional surveys and used out-of-sample tests to assess incremental predictive value. They flagged both statistical improvements and practical benefits for policy monitoring, while noting limitations such as thin trading in less popular contracts.
The paper's findings arrive as on-chain and other alternative probability feeds are already being ingested by trading desks and product teams, according to market participants. Some exchanges and liquidity providers are experimenting with ways to productize timestamped probability curves, and there have been reports of strategic investments by large incumbents to accelerate that process.
At the same time, regulators and exchange operators are actively debating how to treat these contracts. Federal agencies have signaled they view some event contracts as economically similar to tradable derivatives, and state-level litigation and temporary injunctions have produced patchwork access in certain jurisdictions — a dynamic the Fed paper notes could affect the practical utility of these markets for public-sector monitoring.
The authors emphasize that while well-populated contracts provide rich, continuously updated distributions, thin liquidity and concentrated market-making stakes can undermine reliability. They also highlight that on-chain transaction visibility improves auditability but poses attribution and surveillance challenges that surveillance teams and forensic vendors are just beginning to address.
- Markets provide continuously updated probability curves rather than infrequent point numbers.
- Retail-driven order flow can inject information not always present in institutional markets.
- Contracts covering unemployment, payrolls and inflation filled gaps where no other market-based distribution exists.
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