
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.
Read Our Expert Analysis
Create an account or login for free to unlock our expert analysis and key takeaways for this development.
By continuing, you agree to receive marketing communications and our weekly newsletter. You can opt-out at any time.
Recommended for you

Kalshi and Polymarket Face State Lawsuits Challenging Prediction Markets
State prosecutors have filed suits and obtained short-term court orders against U.S.-facing prediction platforms, while federal agencies and some senators send mixed signals about whether these products belong under securities/commodities law or state gambling statutes. The litigation has already produced temporary injunctions, aggressive defensive tactics by firms (geofencing, KYC, policy hires) and a credible near-term risk that trading shifts to offshore or crypto-native venues, degrading onshore price signals.
Prediction Markets Pivot Toward Institutional Hedging
Professional traders are repurposing prediction exchanges as live hedges for policy, commodity and geopolitical risk, driving multibillion‑dollar monthly throughput on leading venues even as state courts, federal agencies and incumbent incumbents contest legal and governance boundaries. Reported volume figures vary by reporting window and event spikes — a sign of rapid adoption and episodic liquidity concentration that is drawing strategic investments, market‑making tie‑ups and intensified surveillance.
Kalshi Scrutinized Over Khamenei Prediction Market
A Kalshi contract tied to reports about Iran’s Supreme Leader drew roughly $50M in cumulative volume (about $20M same‑day), prompting paused trading, same‑day refunds and a formal request from U.S. senators that set a March 9 deadline for the CFTC to clarify policy. The episode — occurring alongside outsized liquidity on Polymarket and on‑chain profit clusters — highlights both platform‑specific settlement engineering (timestamp/oracle design and refund rules) and a broader regulatory flashpoint that could push politically sensitive activity offshore.

Federal Reserve: Private-sector Records Can Sharpen Policy Forecasts
Researchers show blending private sector records with official releases tightens job and inflation forecasts, and complementary market-derived probability feeds (event-driven contracts) add continuously updated uncertainty measures. Key contributors include ADP, Vanguard and JPMorgan, and the research notes prediction-market-style signals can align with final Fed outcomes but face liquidity and legal limits.

NYSE warns prediction platforms are shaping market moves
NYSE leadership says real-time, blockchain-based forecasting is increasingly treated as a usable probability signal by traders and institutions; major market operators and liquidity providers are taking stakes in platforms even as federal and state authorities clash over oversight and enforcement.
Federal Reserve: Markets Price September Rate Hike as Likely
Market-implied odds that policy will be tighter by September jumped to roughly 75% , even as some contracts show mixed timing with a smaller set of snapshots still tilting toward earlier moves. Geopolitical-driven commodity swings, softer payrolls prints and a set of cautious Fed minutes combined to force a rapid, multi‑market repricing that shortened the runway for policy clarity.

Prediction Markets Prompt Congress to Tighten Disclosure Rules
Prediction markets like Polymarket and Kalshi have forced lawmakers to pursue new ethics and reporting controls after high‑stakes wagers surfaced around military action. The push centers on closing disclosure gaps, raising regulatory risk for offshore exchanges and accelerating federal guidance from the CFTC .
SEC chair signals prediction markets are a regulatory flashpoint
SEC Chair Paul Atkins told senators prediction markets present a pressing jurisdictional challenge and that the SEC is coordinating with the CFTC to address overlapping authority. The CFTC has moved to reframe oversight, withdrawing a prior rulemaking notice while state actions — most notably a temporary Nevada injunction against Polymarket — underscore immediate operational risks for U.S. platforms.