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Glossary · Betting Math
Betting Math

What is Closing Line Value?

The difference between the odds at which a bet was placed and the final closing line.

TL;DR
CLV measures whether a bettor's price beat the closing market. Consistently positive CLV is the single best long-run profitability signal in sports betting.

Full explanation

Closing line value is the most respected predictive metric in sports betting. The argument is simple: the closing line of a major sportsbook on a high-volume market is, on average, the most efficient public estimate of the true probability of the event. Books take action right up until kickoff, sharps reshape the market, and the price at closing reflects everything the market knows.

If a bettor consistently bets at prices better than that closing line — taking +120 on a side that closes at +105 — they are, by definition, finding edges the market eventually agrees existed. Over enough samples, positive CLV converts almost mechanically to positive expected value, because the only way to beat the closing line repeatedly is to know things the market doesn't.

The math is straightforward. Convert the bet price and the closing price to implied probability. The difference, expressed in percentage points, is the CLV. A bet at +120 (45.5% implied) that closes at +105 (48.8% implied) carries +3.3 percentage points of CLV.

Negative CLV is the warning sign that's easy to ignore. A bettor can post a winning month while running -2 percentage points of CLV — they got lucky. Over the next twelve months that luck will reverse, and a profitable record will give way to losses. Professional bettors and analytics-driven services track CLV obsessively because, on a six-month horizon, it predicts ROI more reliably than the win-loss record does.

Formula

CLV (in percentage points) = ImpliedProb(closing odds) − ImpliedProb(bet odds), after removing the vig from both.

Why it matters in our model

We track CLV on every published pick. Our internal dashboard grades the pipeline on rolling CLV, not just W/L. Sustained positive CLV is how we know the model is finding real edges; sustained negative CLV would tell us to retune before the record turned bad.

Frequently asked

What is good CLV?
Sustained CLV above +2 percentage points across hundreds of bets indicates real edge. Most public services run negative CLV.
Can you have positive CLV and lose money?
Yes, in the short run. Variance can erase real edge over a few hundred bets. Over a few thousand, positive CLV almost always converts to profit.
Should I compare to closing price at my book or the market?
Compare to the sharpest book's closing line (typically Pinnacle or Circa) for the cleanest signal. Soft-book closers are less efficient.

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