18+Trial period: all tips are freeSee how our algorithm calculates →
menu
Lesson 4 of 6

The market, CLV and the favourite-longshot bias

3 min read · Intermediate · Updated 2026-10-21

In one sentence
The closing price of a sharp market is the best public estimate, so we start from it and add a small model correction.

Anyone who builds a football model reaches the same conclusion. The odds market is very hard to beat. Here is why, and what we do about it.

The price collects information

An odd opens based on the bookmaker's knowledge. Then it moves: news on injuries and line-ups arrives, professional players bet, prices get corrected. By the close before kick-off the price has absorbed all of that.

The life of a priceOpeningfirst pricefrom a modelTeam newsinjuriesline-upsMoneyprofessionalscorrect itClosingmost reliableestimate
The closing price of a sharp bookmaker is usually treated as the most reliable public estimate of the probability.

Closing line value (CLV)

CLV compares the odds you took with the fair closing odds of a sharp bookmaker (after removing the margin). If you consistently get a better price than the close, you are seeing information before the market does.

CLV does not depend on whether the bet won. That is why it needs less data than profit to tell you something. It counts as evidence of skill, short of proof. We track CLV on our tips and publish results on the performance page.

The favourite-longshot bias

Many studies find that odds on outsiders tend to be lower than their probabilities justify, while favourites are relatively cheap. The effect is called the favourite-longshot bias. An analysis by Hegarty and Whelan at CEPR finds clear evidence in 1X2 markets and none in Asian handicap. Another paper (Daunhawer and co-authors) finds that betting against the bias is marginally profitable, while betting with it loses heavily on average.

Most of the studies we found are working papers and theses, not journal articles. We read them as an indication.

What we do

From data to a tipModelPoisson / xGsmall weightMarketsharp priceslarge weightBlendfinalprobabilityTiponly if the pricebeats the fair one
The market carries most of the weight. The model adds a small correction.

The policy is simple. When a sharp market exists (Pinnacle, Betfair), we only play if the odds beat its fair price. An edge that rests on the model alone is not played.

Sources: Hegarty and Whelan, VoxEU/CEPR, Oikonomidis and Johnson, Southampton.

Check your understanding

1. Which price is usually treated as the most reliable estimate?
By the close the price has absorbed news and professional money.
2. What does CLV depend on?
CLV compares your price with the fair closing price, whatever the result.

18+ only. Educational information, not betting or financial advice.

Sign up free and join our Telegram

During the trial all data is free. An account gives you the dashboard and analyses, and on Telegram you get the tips and results every day. Statistics, not gut feeling.