What Is a Prop Bet?
A prop bet is any wager that isn't on the final result of the game. Instead of the moneyline, spread, or total, you're betting on a narrower question: will this player go over 24.5 points? Will there be a run in the first inning?
Types of props
Player props are the most popular — points, rebounds, strikeouts, passing yards. Game props cover events like the first team to score or the exact margin. Novelty props (the coin toss, the anthem length) are pure entertainment and best treated that way.
Why props can be soft
Books put their sharpest pricing on the big markets. Player props are numerous, lower-limit, and harder to price perfectly, so the lines can be softer — which is exactly where a data-driven edge can live. It's the same hunt as the rest of the market: find the mispriced line.
How to approach props
Treat a prop like any other bet: estimate the real probability, compare it to the price's implied probability, and bet only when you're getting the better number. Props reward research into usage, matchups, and pace — but the same discipline of expected value still rules. Loose lines cut both ways.