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Back to Gambling Math & Concepts
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6 min readGambling Math & ConceptsBonusBellLast updated:February 22, 20264 of 9
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BonusBell Editorial Team

The BonusBell editorial team researches and reviews online gambling platforms across all 50 US states. Every ranking and recommendation is backed by hands-on testing, regulatory verification, and transparent methodology. Our editorial standards require primary sources for every tax rate, launch date, and bonus figure; every article carries a fact-checked date; and corrections are issued publicly when operators or regulators change the facts.

  • Hands-on platform testing and verification
  • State-by-state regulatory research
  • Odds comparison and line shopping expertise
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  • Responsible gambling advocacy

Related Articles

Expected Value (EV)

The single most important concept for making smart gambling decisions.

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Understanding Odds

How to read American, Decimal, and Fractional odds.

beginner

Try These Calculators

No-Vig Fair Odds

Where to Play

Top-rated platforms reviewed by our editorial team

FanDuel Sportsbook

Best Overall Sportsbook

9.6

Best for: overall experience and ease of use

View Bonuses

DraftKings Sportsbook

Best for Promotions & Odds Boosts

9.5

Best for: daily promotions and prop betting

View Bonuses

BetMGM Sportsbook

Best for Odds Quality

9.2

Best for: sharp odds and casino crossover

View Bonuses

Frequently Asked Questions

How do I calculate implied probability from odds?

For American odds favorites, divide the risk by (risk + payout). For underdogs, divide 100 by (odds + 100). For example, -150 odds imply a 60% probability and +200 odds imply a 33.3% probability.

What is the difference between probability and odds?

Probability is the chance something happens expressed as a percentage (e.g., 25%). Odds express the ratio of outcomes (e.g., 3-to-1 against). They convey the same information in different formats. Converting between them is essential for evaluating bets.

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6 min read

Probability Basics

Odds, percentages, and implied probability fundamentals.

BonusBell Team

Probability is the language of gambling. Every bet, every game, every outcome can be expressed as a probability. Understanding the basics helps you evaluate whether a bet is fair, good, or terrible.

Probability Basics
Coin Flip
50% / 50%
Die Roll
16.67% each
38
Roulette
2.63% per #

Expressing Probability

Probability can be written three ways:

FormatExampleMeaning
Percentage25%25 out of 100 times
Decimal0.25Same as 25%
Fraction1/41 win for every 4 attempts
Converting Between Formats
Percentage = Decimal × 100 = (Numerator ÷ Denominator) × 100

1/4 = 0.25 = 25%. All mean the same thing.

Independent vs. Dependent Events

Independent Events

Previous outcomes don't affect future probabilities.

  • Coin flips – each flip is 50/50 regardless of history
  • Roulette spins – past numbers don't influence future spins
  • Slot machine spins – RNG resets each spin

Good to Know

Most casino games use independent events. The wheel/cards/RNG has no memory of what happened before.

Dependent Events

Previous outcomes DO affect future probabilities.

  • Blackjack – cards dealt affect remaining deck composition
  • Poker – seeing cards changes your opponent's possible holdings

Strategy Insight

Card counters exploit dependent events in blackjack. When more low cards have been dealt, the remaining deck favors the player.

Implied Probability

In sports betting, odds imply the probability the sportsbook assigns to an outcome:

Implied Probability from American Odds
For favorites (-150): 150 ÷ (150 + 100) × 100=60%

A -150 favorite implies a 60% chance of winning.

For underdogs (+200)
100 ÷ (200 + 100) × 100=33.3%

A +200 underdog implies a 33.3% chance of winning.

Good to Know

Calculate Implied Probability

Use our Odds Converter to see implied probability for any odds format, or the No-Vig Calculator to find true fair odds with juice removed.

The Law of Large Numbers

As you make more bets, your results converge toward expected probability:

  • Flip a coin 10 times → might get 7 heads (70%)
  • Flip a coin 100 times → probably around 45-55 heads
  • Flip a coin 10,000 times → almost certainly 48-52% heads

Warning

This does NOT mean results "balance out." If you flip 7 heads in 10 flips, the universe doesn't owe you extra tails. Future flips are still 50/50.

Common Probability Misconceptions

"It's due!"

Past results don't influence independent events. Black isn't more likely after 5 reds.

"Hot streaks are real"

In games of pure chance, streaks are just variance, not momentum.

"Near misses mean I'm close"

In slots and roulette, a near miss is just another loss. It has no predictive value.

Practical Applications

Use probability thinking to:

  • Compare games – Higher probability of winning doesn't always mean better value (payouts matter too)
  • Evaluate sports bets – Is the implied probability lower than your estimated true probability?
  • Set expectations – Know that a 90% favorite still loses 1 in 10 times

House Edge by Game

Lower is better for the player

Try It: Odds Converter

Sources & References

  1. Kolmogorov, A.N.. Foundations of the Theory of Probability (1933). The three axioms of probability (non-negativity, normalization, additivity) — standard mathematical framework independently verifiable from any probability textbook.
  2. Law of large numbers — Bernoulli (weak form, 1713) and Borel (strong form, 1909). As sample size increases, the sample mean converges to the expected value. Standard probability theorem, independently verifiable.
  3. Implied probability formulas: favorites = stake ÷ (stake + 100); underdogs = 100 ÷ (odds + 100). Standard sports betting arithmetic derived from American odds payout structure, independently verifiable.
  4. Independence of trials in games of chance — Bernoulli trial model (standard probability theory). Each trial outcome is determined by its own probability distribution, unaffected by prior results.

Mathematical claims are independently verifiable. BonusBell platform analysis reflects data from 220+ tracked platforms as of March 2026.

Key Takeaways

  • 1Probability can be expressed as percentages, decimals, or fractions
  • 2Most casino games use independent events—past results don't affect future odds
  • 3Implied probability shows what sportsbooks think is the true likelihood
  • 4The Law of Large Numbers means short-term variance evens out long-term
  • 5Avoid common fallacies: due wins, hot streaks, and near-miss thinking