Prediction Markets
Prediction markets have gone from academic experiment to one of the most talked-about corners of online betting — and they’re a natural fit for gamers who already like to back their read on an outcome. This guide explains what prediction markets are, how they work, whether they’re legal, how they differ from sports betting, and the biggest platforms operating today.
Key takeaways
- A prediction market is a platform where people trade contracts tied to the outcome of a future event — elections, sports, economics, pop culture — with prices that move like a live probability.
- Each event contract is usually a yes/no bet that settles at a fixed value (often $1) if you’re right, or expires worthless if you’re wrong.
- A contract’s price reflects the crowd’s estimated probability: $0.60 implies roughly a 60% chance.
- In the US they’re regulated federally by the CFTC as event-contract venues; legality still varies by state and is evolving. Outside the US, crypto-based platforms like Polymarket operate globally.
- They carry real risk of loss and can be habit-forming — treat them as speculative entertainment, not investing. 18+.

What are prediction markets?
Prediction markets are online marketplaces where participants buy and sell contracts tied to the outcome of a future event. These contracts — often called event contracts — gain or lose value depending on whether a specific, clearly defined outcome happens. Because traders are constantly buying and selling, the price of a contract updates in real time and acts as a market-based estimate of how likely that outcome is.
The idea rests on the “wisdom of crowds”: when many people with different information and incentives trade on a question, the resulting price often forecasts the outcome more accurately than a single expert or a traditional poll. The Iowa Electronic Markets, launched by the University of Iowa in 1988, famously predicted US presidential elections more accurately than opinion polls — and it’s still the oldest running online prediction market.
How do prediction markets work?
The mechanics are simple once you break them down. Here’s how prediction markets normally work:
- An event is defined. A specific question with a verifiable, usually yes-or-no outcome (e.g. “Will Team A win the final?”).
- Contracts are listed. Each outcome gets a tradable contract that pays a fixed amount — commonly $1 — if that outcome occurs.
- Participants trade. Buyers and sellers transact based on their expectations, and prices shift with supply and demand as new information arrives.
- The event resolves. Once the outcome is known and confirmed by an agreed source, trading stops.
- Contracts settle. Winning contracts pay out their fixed value (e.g. $1); losing contracts expire worthless ($0).
Crucially, on a true exchange-style prediction market, participants trade directly with one another. The platform just facilitates trades and takes a small fee — it doesn’t take a side of the bet. That’s a key difference from a traditional bookmaker.
How prices and probabilities work
Prices are usually shown as a value between $0 and $1, which you can read as a probability. If a “Yes” contract trades at $0.40, the market implies a 40% chance of that outcome. If news pushes the price to $0.70, the implied probability rises to 70%. Those probabilities aren’t guarantees — they’re a snapshot of what traders collectively believe right now, and they shift with new information, sentiment and risk.
A quick event-contract example
Say a market asks: “Will Team A win the game?” The “Yes” contract is trading at $0.60, implying a 60% chance. You buy one “Yes” contract for $0.60 — that’s the most you can lose on it, while the most it can pay at settlement is $1.
- If Team A wins, “Yes” settles at $1 → you profit $0.40 per contract.
- If Team A loses, “Yes” settles at $0 → you lose your $0.60.
Because you can trade in and out before the event resolves, you can also sell early to lock in a gain or cut a loss — you’re not always stuck to settlement.
What kinds of events can you trade?
Prediction markets have been applied to almost anything with a clear, checkable outcome:
- Sports & esports: match winners, tournament champions, scorelines
- Economics: inflation prints, interest-rate decisions, GDP thresholds
- Politics: election results and legislative actions
- Business & tech: product launches, mergers, adoption milestones
- Pop culture: award winners, box-office results
The common thread: each event must have an outcome that can be objectively verified by a source specified in advance, so contracts can settle without dispute.
Explore more prediction markets guides
Beyond the basics above, we’ve broken down specific platforms, categories and trading topics in more depth:
How Polymarket works, its fees, and esports coverage
History, fees and sports-contract legal fights
How the Kalshi-powered rollout actually works
DraftKings Predictions vs. the sportsbook
Full list of prediction markets
Every platform we could verify, unranked
How sports event contracts work, league by league
CS2, LoL, Dota 2 and Valorant markets compared
Awards season prediction markets
Oscars, Emmys, Grammys and Globes odds
Breaking news & prediction markets
How fast-moving news actually repriced contracts
Behavioral biases in prediction markets
Favorite-longshot bias, herding and anchoring
Exotic derivatives in prediction markets
Scalar, range and multi-outcome contracts
Kalshi and Polymarket API rules and real strategies
Prediction markets vs sports betting

They can feel similar — you’re putting money on an outcome — but they work differently, and the differences matter:
- Who’s on the other side: On an exchange-style prediction market you trade against other users, and the platform stays neutral. A sportsbook sets the odds and takes the other side of your bet, building a margin (the “vig”) into the price.
- Price = probability: A prediction-market price is a live, transparent probability. Bookmaker odds bake in the operator’s margin, so they’re not a clean probability read.
- Exiting early: Prediction markets usually let you sell your position before the event ends; many sports bets you’re locked into (beyond limited cash-out offers).
- Scope: Sportsbooks focus on sports; prediction markets cover any verifiable event.
- Regulation: In the US, prediction markets sit under federal derivatives rules (the CFTC), while sports betting is licensed state by state.
For anyone who already follows the esports scene, prediction markets are a natural next step — and we dig into that overlap in our guide to esports prediction markets.
Are prediction markets gambling?
It’s a genuinely debated question. Functionally, event contracts are short-term, all-or-nothing bets on uncertain outcomes, which looks a lot like gambling — and US regulators have argued exactly that in court. Legally, though, regulated prediction markets are treated as event-contract (derivatives) trading venues, not casinos or sportsbooks. That’s part of why they can operate under federal rules where some other betting can’t.
The practical takeaway: whatever the label, the risk profile is closer to gambling than to long-term investing. Treat it accordingly — more on that in the risks section below.
Are prediction markets legal, and how are they regulated?

In the United States, prediction markets are primarily overseen at the federal level by the Commodity Futures Trading Commission (CFTC), which regulates them as venues for trading event contracts — essentially derivatives whose value depends on a future event. Platforms approved as Designated Contract Markets (DCMs) must meet strict requirements around market integrity, transparency, trade monitoring and customer protection, and are subject to ongoing oversight.
State law adds another layer. Some states classify event contracts under gaming or consumer-protection rules, which means availability can vary by state — a couple of states have moved to restrict them entirely, and several others have active legal disputes, as the picture continues to evolve through 2026. Outside the US, crypto-based platforms operate globally in jurisdictions that permit them.
Bottom line: the rules are real but still shifting, so always check what’s legal where you live and stick to regulated, registered platforms — unregistered offshore sites offer little or no protection.
The biggest prediction markets and platforms

A quick orientation to the best-known online prediction markets today:
- Polymarket — a crypto-based platform widely considered the largest prediction market in the world, covering politics, economics, sports, financial markets and pop culture.
- Kalshi — believed to be the largest prediction market in the US, with a broad range of event contracts across politics, economics, sports and more.
- PredictIt — a long-running platform focused on political questions.
- Iowa Electronic Markets — the pioneering academic market from the University of Iowa.
- Broker & crypto-app access — several mainstream apps now offer event contracts through partnerships (for example via ForecastEx or Kalshi), bringing prediction markets to existing trading and crypto accounts.
Want the full, up-to-date comparison — fees, available markets, payouts and sign-up? See our dedicated guide to the best prediction market platforms. For crypto-native platforms like Polymarket, our crypto betting and crypto casino hubs are worth a look too.
The risks and limitations to know
Prediction markets can be genuinely informative, but they carry real risks:
- Total loss: contracts settle at $1 or $0, so a losing position expires worthless — there’s no partial recovery.
- Shifting rules and taxes: platform rules, legality and tax treatment are still evolving and can change under you.
- Manipulation and insider information: unlike stock markets, prediction markets have limited protections against people trading on non-public information, and thin markets can be moved by a few large traders.
- Liquidity: in quiet markets it can be hard to trade at the price you want, or to exit a position.
- Behavioural traps: herding, overconfidence and chasing losses distort decisions — the same pitfalls as any form of betting.

Frequently asked questions
What are prediction markets in simple terms?
They’re platforms where you trade yes/no contracts on future events. If your side wins, the contract pays a fixed amount (often $1); if it loses, it pays nothing. The live price reflects the crowd’s estimated probability of the outcome.
How do prediction markets work?
An event with a clear outcome is defined, contracts are listed for each result, traders buy and sell them, and once the event resolves the winning contracts settle at their fixed value while losing ones expire worthless.
Are prediction markets legal?
In the US they’re regulated federally by the CFTC as event-contract venues, but state-level availability varies and is still evolving. Elsewhere, crypto-based platforms operate where local law allows. Always check your own jurisdiction and use regulated platforms.
Are prediction markets gambling?
Legally they’re treated as derivatives trading rather than gambling, but functionally they’re short-term, all-or-nothing bets, so the risk is closer to gambling than investing. Approach them as speculative entertainment.
What’s the difference between prediction markets and sports betting?
On a prediction market you trade against other users at a price that equals the implied probability, and you can usually exit early; a sportsbook sets the odds, takes the other side and builds in a margin. Prediction markets also cover far more than sports.
18+. Prediction markets and betting involve financial risk — never wager more than you can afford to lose, and treat any winnings as entertainment, not income. If gambling stops being fun, seek support from a problem-gambling helpline in your country.
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List of Prediction Markets: Every Platform by Category
This is a complete list of prediction markets operating in 2026 — every platform we could verify, sorted into four groups: federally regulated US apps, crypto-native and on-chain exchanges, forecasting and play-money sites, and a handful of historical platforms worth knowing about. Nothing here is ranked. There's no #1, no medal, no verdict — just a directory you can scan by category and click through on your own terms. Key [...]
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Esports Prediction Markets: CS2, LoL, Dota 2 & Valorant
Esports prediction markets let you trade contracts on match and tournament outcomes for games like Counter-Strike 2, League of Legends, Dota 2 and Valorant, instead of placing a fixed-odds bet with a bookmaker. The category has grown well past the novelty stage: Kalshi alone processed north of $230 million in esports contract volume in a single month in 2026, and Polymarket runs continuous markets across a dozen-plus titles. B [...]
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Exotic Derivatives in Prediction Markets Explained
Once you understand a basic Yes/No event contract, the next question is obvious: what happens when a question doesn't split cleanly into two outcomes? A growing share of contracts on Kalshi and Polymarket aren't simple binaries at all — they pay out based on where a number lands in a range, which of several outcomes wins, or whether a whole combination of events comes true together. Exotic derivatives in prediction markets cov [...]
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How Sports Prediction Markets Actually Work in 2026
Sports prediction markets let you trade a yes/no contract on a game's outcome instead of placing a fixed-odds bet — buying, say, a "Bills win" contract at 57 cents that pays out $1.00 if Buffalo wins and $0 if it doesn't, and that you can sell back to another trader at any point before the final whistle. This guide covers the traditional side of that category — NFL, NBA, MLB, NHL, soccer, tennis, golf, and UFC/MMA — where Kals [...]
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Automated Trading Bots for Prediction Markets, Explained
Kalshi and Polymarket both publish real, documented APIs, and neither one hides that people use them to trade without a human clicking the button. Automated trading bots for prediction markets range from simple scripts that rebalance a position on a schedule to latency-sensitive systems racing to price a headline before anyone else can read it. The APIs are genuinely open. What's less advertised is who actually wins when a bot [...]
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Awards Prediction Markets: Oscars, Emmys, Grammys and Globes
Every awards season now runs on two tracks: the guild ballots and the order books. Awards prediction markets let anyone trade real-money contracts on who wins Best Picture, Album of the Year, or Outstanding Drama Series, with prices that move as trailers drop, precursor trophies get handed out, and campaign narratives shift. The Oscars get by far the deepest market coverage of any awards show, which is why "prediction markets [...]
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How Polymarket’s Prediction Markets Actually Work
Polymarket prediction markets let traders buy and sell shares in the outcome of real-world events — an election, a Fed decision, a CS2 grand final — with share prices acting as live, tradable probabilities. It's the largest prediction market in the world by trading volume, and 2025-2026 turned it from a crypto-only, US-blocked platform into something bigger: a global exchange running alongside a separate, CFTC-regulated US app [...]
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Kalshi Prediction Markets: A Complete 2026 Deep Dive
Kalshi prediction markets let U.S. traders take positions on real-world events — Fed rate decisions, hurricane landfalls, NFL games, the Oscars — through a regulated exchange rather than a traditional sportsbook. It's the only prediction market platform in the country with full CFTC oversight, and in 2026 it's also the one drawing the most legal fire over its sports contracts specifically. This guide goes deep on how Kalshi's [...]
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How Coinbase’s Prediction Markets Actually Work
Coinbase prediction markets aren't a product Coinbase built from scratch — they're Kalshi's CFTC-regulated event contracts, made tradable inside the Coinbase app itself. Coinbase rolled the feature out to all 50 US states on January 28, 2026, funded in USD or USDC straight from a user's existing Coinbase balance, with Coinbase Custody safeguarding the USDC behind Kalshi's contracts. Since launch, Coinbase has moved to own more [...]
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DraftKings Prediction Markets: How Predictions Works
DraftKings prediction markets are a separate product from DraftKings Sportsbook — a standalone app called DraftKings Predictions, launched December 19, 2025, that lets customers trade CFTC-regulated event contracts instead of placing traditional sports bets. It shares the DraftKings brand and, for existing customers, the same login, but it's a different license, a different regulator, and in several states, a different legal c [...]