Everything is a claim on one dollar.
A prediction market is the only asset class where the entire pricing theory fits on a napkin — and where almost every way to lose money is a theorem you skipped. This course builds the theory from the payoff up, one interactive lab at a time.
A price is a probability wearing a dollar sign
A Polymarket share is the simplest financial instrument ever issued. It pays exactly $1.00 if its event happens, and exactly $0.00 if it doesn't. There is no coupon, no duration, no counterparty spread to model. That single fact collapses all of pricing theory into one line: if the share costs q, the market is asserting that the event happens with probability q.
So your profit per share is just outcome − q, and your expected profit, if you believe the true probability is p, is:
Everything else in this course is a refinement of "find a market where p ≠ q and you're the one who's right." The refinements matter enormously — but never lose the thread. There are only two questions: how far is q from the truth, and how much should I bet on that.
One asymmetry deserves early attention. Return on capital is (p−q)/q, which explodes as q gets small. A 2¢ contract that's really worth 4¢ returns 100%. This is why longshot markets feel intoxicating and why they are where inexperienced money goes to die: the percentage return is enormous, the probability of collecting it is tiny, and the estimation error on a 2¢ fair value is frequently larger than the entire edge. Drag the sliders and watch the two columns diverge.
Touch — the best bid and best ask.
Resolution — the moment an oracle declares the outcome and shares redeem for $1 or $0.
Where the money actually comes from
Before any strategy, absorb the accounting. A binary market is a closed pot. Every share that redeems for $1 was paid for by someone, and the market cannot pay out more than was put in. Before costs the game is exactly zero-sum. After costs — spread paid, gas, and the opportunity cost of capital frozen until resolution — it is negative-sum for the average participant.
That is not a reason to stay away. It's a reason to be specific. If you cannot name which of these four buckets your profit comes from, you don't have a strategy, you have exposure:
- Information — you know something the price doesn't, because you gathered it, paid for it, or noticed it first.
- Computation — you and the market see identical information, but you extract more structure from it: logical consistency across markets, joint distributions, correct sizing.
- Liquidity — you are paid a spread (and, on Polymarket, a rewards subsidy) for standing ready to trade with people who need immediacy.
- Speed — same information as everyone, arriving at your machine sooner.
And two counterfeits that feel like edge and aren't. Risk premium disguised as skill: loading up on longshots or heavily correlated positions raises returns and variance together; it's leverage, not alpha. Crossing the spread repeatedly: a strategy with a 1¢ true edge that pays a 2¢ spread has a negative edge, and no amount of being right fixes it.
Notice how the four buckets rank by durability. Speed decays fastest — the moment someone colocates a faster feed, your edge is arithmetic that runs on their machine instead of yours. Information is durable but expensive and doesn't scale. Computation is the strange one: it's the only bucket where the barrier is a hardness result rather than a resource, which is exactly why Chapter 04 is the longest in this course.
If you cannot answer that second question, the honest default is that you are the answer. On a venue where a measured $40M of pure arbitrage was harvested in twelve months, someone paid that $40M — and it was not the arbitrageurs.
Eight more chapters, eight more labs
Chapters 01 and 02 are the substrate: what a price is, and where trading profit actually comes from. They are free, and they stay free.
The other eight are where the theory earns its keep — the ones that tell you how much to bet, which prices contradict each other, and what the clock is doing to a position while you hold it.
Education, not advice. Everything on this site is provided for informational and educational purposes only. Nothing here is investment, financial, trading, legal, or tax advice; nothing is a recommendation, offer, or solicitation to buy or sell any security, contract, or other instrument; and the publisher is not a broker-dealer, registered investment adviser, or fiduciary in any jurisdiction. Before making financial decisions, consult a licensed professional who can assess your individual circumstances.
All simulations use hypothetical numbers; simulated results are illustrative only and do not represent actual trading. Every figure in the case files is attributed to published reporting; leaderboard P&L figures are third-party on-chain reconstructions, not venue-published statements, and should be read as approximate. Those outcomes are exceptional, not typical, and are not evidence that you can replicate them.
Trading on prediction markets involves substantial risk of loss and may be restricted or unlawful where you live — verifying legality in your jurisdiction is your responsibility. Prediction markets are negative-sum after costs for the average participant; capital locks until resolution; and as Case 06 documents, even a mathematically riskless position carries oracle risk that no amount of correct arithmetic removes.
This is an independent educational work. It is not affiliated with, endorsed by, or connected to Polymarket or any prediction-market operator or trading venue; venue and trader references are journalistic, cited to published reporting. Polymarket is a trademark of its respective owner.
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