Prediction markets are exchange-traded markets where individuals trade bets on the outcome of future events. These markets, also known as information markets, use financial incentives to aggregate beliefs about the likelihood of a specific event occurring. Contracts typically trade between 0 and 100%, with binary options being a common format that expire at either 0 or 100%. Prediction markets function as a form of crowdsourcing, effectively aggregating diverse opinions to generate a market price that reflects the crowd's perceived probability of the event. The primary goal is to elicit and combine beliefs about uncertain future outcomes through trading contracts with payoffs tied to those outcomes.
In 1945, Austrian economist Friedrich Hayek originated the idea that prediction markets are "mechanisms for collecting vast amounts of information held by individuals and synthesizing it into a useful data point".
In 1945, Friedrich Hayek published "The Use of Knowledge in Society", which provided the economic theory behind prediction markets.
A study found that for the U.S. presidential elections between 1988 and 2004, prediction markets gave a more accurate estimate of the voting result than 74% of the studied opinion polls.
In 1993, the University of Iowa received a no-action letter, allowing the Iowa Electronic Markets platform to continue operating with restrictions.
In 2000, the Commodity Futures Modernization Act required prediction markets to "self-certify" their contracts.
In the year 2000, inaccuracies in the IEM presidential futures markets seemed to come from buying that occurred on or after Election Day, November 7, 2000.
In February 2026, the New Zealand Department of Internal Affairs ruled that prediction markets like Polymarket and Kalshi are prohibited under the Gambling Act 2003 and the Racing Industry Act 2020.
A study found that for the U.S. presidential elections between 1988 and 2004, prediction markets gave a more accurate estimate of the voting result than 74% of the studied opinion polls.
In 2004, James Surowiecki championed prediction markets in his book "The Wisdom of Crowds".
In the Tradesports 2004 presidential markets, an anonymous trader attempted to manipulate the market by selling short so many Bush 2004 presidential futures contracts that the price was driven to zero, but the price rebounded rapidly.
In 2005, Hanson, Oprea, and Porter (George Mason U) published a paper entitled "Information Aggregation and Manipulation in an Experimental Market", showing how attempts at market manipulation can increase market accuracy.
A 2006 study found that real-money prediction markets were significantly more accurate than play-money prediction markets for non-sports events.
In 2006, Cass Sunstein championed prediction markets in his book Infotopia.
In 2010, the Dodd–Frank Wall Street Reform and Consumer Protection Act amended the law, creating a special rule for public-interest reviews on certain contracts.
In 2011, the CFTC deemed the North American Derivatives Exchange's political event contracts to be contrary to the public interest.
On Thursday, June 23, 2016, prediction markets failed to predict the United Kingdom's vote to leave the European Union, leaning heavily in favor of remaining in the EU until the moment votes were counted.
In 2016, a randomized experiment obtained that prediction markets were 12% less accurate than prediction polls.
In 2017, the Canadian Securities Administrators prohibited trading binary options.
In early 2017, researchers at MIT developed the "surprisingly popular" algorithm to improve answer accuracy from large crowds by considering confidence levels.
In February 2026, the New Zealand Department of Internal Affairs ruled that prediction markets like Polymarket and Kalshi are prohibited under the Gambling Act 2003 and the Racing Industry Act 2020.
In 2022, the CFTC withdrew support for PredictIt and became involved in litigation with the project, after previously allowing limited academic use.
In 2023, the CFTC made the same finding for Kalshi's event contracts on which political party would control chambers of Congress.
In October 2024, prediction market Kalshi won a lawsuit against its regulator, the Commodity Futures Trading Commission, allowing it to revive regulated election prediction markets.
In December 2024, Singapore's Gambling Regulatory Authority blocked Polymarket as an illegal online gambling platform.
In 2024, the District Court for the District of Columbia ruled in favor of Kalshi in a lawsuit against the CFTC, narrowly interpreting the CEA's mention of "gaming".
In August 2025, the Australian Communications and Media Authority determined that Polymarket was a "prohibited and unlicensed regulated interactive gambling service" and blocked access to the website.
In late 2025, MetaMask integrated Polymarket into its wallet interface, expanding user access to blockchain-based prediction markets.
In February 2026, the CFTC submitted an amicus brief asserting its sole authority in a lawsuit by Crypto.com against the state of Nevada.
In February 2026, the New Zealand Department of Internal Affairs ruled that prediction markets like Polymarket and Kalshi are prohibited under the Gambling Act 2003 and the Racing Industry Act 2020.
In March 2026, Polymarket was deemed an unlicensed betting platform and banned nationwide in Argentina by a Buenos Aires judge.
In July 2026, the EU's Markets in Crypto-Assets (MiCA) regulation will come into effect and apply to prediction markets using cryptocurrency assets.
In 2026, United States Representative Chris Murphy announced plans to propose a bill regulating prediction markets, citing concerns about potential insider trading and conflicts of interest.
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