Blog/The Best Odds Range for Value Betting: Where CLV Is Strongest
Data AnalysisApril 10, 20265 min read

The Best Odds Range for Value Betting: Where CLV Is Strongest

All four odds brackets in our model show positive CLV, but the magnitude and reliability differ dramatically. The 2.00-4.99 range is the sweet spot.

Not all odds ranges are created equal. Even when a model finds CLV-positive edges across the board, the reliability and magnitude of that edge varies with the odds. We broke down our track record by bracket to see where the model's edge is strongest and most consistent.

CLV by odds bracket

Across 586 settled positions, all four brackets show positive average CLV — confirming the model finds real edges everywhere it looks. But the numbers differ significantly. Short odds (1.01-1.99): +0.86% average CLV across 110 positions. Medium odds (2.00-2.99): +2.73% average CLV across 227 positions. Long odds (3.00-4.99): +2.72% average CLV across 219 positions. Longshots (5.00+): +8.70% average CLV across 30 positions. The pattern is clear: the mid-range (2.00-4.99) offers the most consistent and meaningful CLV, while short odds show a real but thin edge and longshots show high CLV that is likely inflated by small sample size and devigging noise at extreme odds.

Why short odds CLV is thin

At sub-2.00 odds, the +0.86% CLV is positive — the model genuinely beats the closing line in this range. But the edge is razor-thin. Bookmakers price favorites most aggressively because that is where recreational money concentrates. There is less room for soft lines to exist, and less time before they get corrected. A sub-1% CLV edge is real, but it takes enormous volume to overcome the natural variance at short odds where a single loss wipes out several wins. For most bettors, this range is not where you want to concentrate your exposure.

The mid-range sweet spot

The 2.00-4.99 range combines strong CLV (+2.7%) with large sample size (446 positions) — the most convincing evidence of sustained edge in our dataset. This is where bookmaker inefficiency is greatest relative to the consensus model's ability to detect it. Lines in this range attract less public sharpening pressure than favorites, but are liquid enough that the fair odds estimates are reliable. A consistent +2.7% CLV in this range is a strong signal that the model is systematically faster than the market at identifying true probabilities.

How to think about longshot CLV

The +8.70% CLV at 5.00+ odds looks impressive, but 30 positions is too small to draw confident conclusions. Devigging at extreme odds introduces more uncertainty — a +8.7% reading might partly reflect measurement noise rather than pure edge. The CLV is probably real at some level, but the true figure is likely lower than the measured average. If you are using a value model, the 2.00-4.99 range gives you the best combination of verified edge, sufficient volume, and manageable variance. That is where CLV-positive betting compounds most reliably into long-term profit.

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