Gambling Session Tracker & Analyzer

Track your gambling sessions and see how your actual results compare to mathematical expectations. This educational tool helps you understand the difference between short-term variance (luck) and long-term expected value—the mathematical certainty that explains why casinos always profit.

Educational Purpose: This tracker stores data locally in your browser (never uploaded anywhere) and exists to help you understand gambling mathematics. By comparing your real results to expected outcomes, you can see firsthand how variance creates the illusion of "winning streaks" or "bad luck" when it's all just statistics in action.
Total Wagered
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Actual Result
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Expected Result
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Log a Session

Record your gambling session to track results over time

Quick Game Selection

Select a game preset to auto-fill the house edge, or enter custom values below.

Session Details

Total amount bet during session

Use negative for losses

Game's mathematical edge

Session History

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No sessions recorded yet. Add your first session above to start tracking.

Understanding Your Results

This tracker helps illustrate one of the most important concepts in gambling: the difference between short-term variance and long-term expected value.

Expected Value vs. Actual Results

Every casino game has a mathematical expected value that determines how much you should theoretically lose over time. But in the short term, anything can happen—that's variance at work. According to probability theory, as explained by the Encyclopedia Britannica's article on the Law of Large Numbers, actual results will converge toward expected value as the sample size increases.

This means:

  • Short sessions: High variance. You might win big or lose big—neither means anything about your "luck" or "skill."
  • Many sessions: Lower variance. Results start clustering around expected value.
  • Long term: Near certainty. Your actual results will match expected value almost exactly.
Why This Matters: According to the American Gaming Association, casino mathematics ensures the house always has an edge. What feels like a "lucky streak" is simply positive variance—temporary deviation from expected results. Casinos understand this mathematics perfectly, which is why they encourage extended play.

The Luck Meter Explained

The "Luck Meter" uses standard deviation to measure how far your results deviate from expectations. Standard deviation is a statistical measure of variance—how spread out results are from the average.

  • Within 1 SD: Normal variance (68% of outcomes fall here)
  • Within 2 SD: Still normal (95% of outcomes)
  • Beyond 2 SD: Unusual but not impossible (5% of outcomes)
  • Beyond 3 SD: Very rare (0.3% of outcomes)

If you find yourself consistently beyond 2 SD in either direction over many sessions, it's worth examining your data accuracy or considering whether variance is simply doing what variance does—creating temporary streaks that eventually regress to the mean.

What the Data Teaches

Research from the UNLV International Gaming Institute shows that most gamblers overestimate their wins and underestimate their losses. Tracking sessions objectively helps overcome this cognitive bias. If you track honestly, you'll likely discover that your results cluster around expected value—confirming that the mathematics works exactly as predicted.

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Remember: This tool is for educational purposes only. It demonstrates mathematical concepts about variance and expected value in gambling. Tracking your results won't change the mathematics—the house always has the edge. If you find yourself gambling more than you can afford or feeling the need to "win back" losses, please contact the National Problem Gambling Helpline at 1-800-522-4700.