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BetEdge blog · research, methodology, strategy

Honest analysis. No hype.

How our AI surfaces positive-edge bets, how to size them with Kelly, and the statistics behind why winning bettors think in closing-line value — not win rates.

May 25, 2026·9 min readCLVMethodology

What is Closing Line Value (CLV) and Why It Matters More Than Win Rate

Win rate is noise. Closing Line Value is signal. Here's the math behind the single most important metric for sharp sports bettors — and why it's the only measure that separates skill from luck.

AEAlex Edge
May 24, 2026·10 min readStatisticsSample Size

Sample Size Statistics: How Many Bets Before Your ROI Means Anything?

After 50 bets you know almost nothing. After 500 you're getting somewhere. Here's the actual statistics behind betting sample sizes — confidence intervals, variance, and when ROI becomes evidence.

AEAlex Edge
May 23, 2026·11 min readTipstersBookmaker Margin

Why 95% of Tipsters Lose Money Long-Term

The bookmaker margin is a mathematical tax on every bet. Here's the precise arithmetic of why most tipsters eventually go broke — and the narrow path for the few who don't.

AEAlex Edge
May 22, 2026·10 min readPinnacleClosing Line

Reading Pinnacle's Closing Line: A Sharp Bettor's Reference Price

Pinnacle's closing line is the gold standard for sports betting prices. Here's exactly why, how to read it, and how to use closing-line data to verify your own edge over time.

AEAlex Edge
May 21, 2026·10 min readKellyBankroll

Bankroll Management with Kelly Criterion: The Math of Position Sizing

The Kelly Criterion answers the one question every sharp bettor must solve: given a known edge and known odds, how much should I bet? Here's the full math — and why you should always use fractional Kelly.

AEAlex Edge
May 12, 2026·7 min readAIMethodology

How BetEdge AI Predicts Sports — A Look Inside the Model

What actually happens when our system surfaces a positive-edge bet. The data sources, the math, and why anchoring to Pinnacle matters more than any deep-learning hype.

AEAlex Edge
May 10, 2026·6 min readKellyBankroll

Kelly Sizing for Value Bettors — Sizing Risk Mathematically

The Kelly Criterion turns a positive-edge pick into a positive-edge bankroll. Here is how to size every bet — and why you should never bet full Kelly.

AEAlex Edge
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