Statistical & Probability Errors

Number Mistakes

Number mistakes happen when people skip base rates, trust tiny samples, or confuse patterns with proof.

Why this Category Matters

Better reasoning with numbers keeps you from overreacting to luck, streaks, and flashy charts.

Inside this Topic

7 lesson pages and 1 comparison links currently live in this section.

How it Differs

These errors focus on evidence and probability.

Heuristics often feed them when people guess too fast.

Featured Examples

Base Rate Neglect

Ignoring The Big Background Numbers

Number Mistakes

A test flags a rare condition, and someone assumes the condition is now very likely without looking at how rare it is in the first place.

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Correlation vs. Causation

Together Does Not Mean Caused

Number Mistakes

Ice cream sales rise when beach rescues rise. That does not mean ice cream causes the rescues. Hot weather drives both.

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Law of Small Numbers

A Tiny Sample Gets Treated Like The Whole Truth

Number Mistakes

A teacher looks at three quiz results from a new method and decides the method clearly works for the whole grade.

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Regression to the Mean

Extreme Results Often Drift Back Toward Normal

Number Mistakes

A player has the best game of the season, then plays more normally next time, and people act like one speech or superstition caused the c...

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Texas Sharpshooter Fallacy

Pick The Pattern After The Fact

Number Mistakes

A team looks at many product metrics, finds the two that moved together, and presents that pair as if the trend had been clear from the s...

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Gambler's Fallacy

A Short Streak Feels Like It Must Reverse

Number Mistakes

After five heads in a row, someone says tails is now much more likely on the next flip because the streak has to end.

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Gambler's Fallacy

A Short Streak Feels Like It Must Reverse

Number Mistakes

After five heads in a row, someone says tails is now much more likely on the next flip because the streak has to end.

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Law of Small Numbers

A Tiny Sample Gets Treated Like The Whole Truth

Number Mistakes

A teacher looks at three quiz results from a new method and decides the method clearly works for the whole grade.

Learn this bug

Regression to the Mean

Extreme Results Often Drift Back Toward Normal

Number Mistakes

A player has the best game of the season, then plays more normally next time, and people act like one speech or superstition caused the c...

Learn this bug

Base Rate Neglect

Ignoring The Big Background Numbers

Number Mistakes

A test flags a rare condition, and someone assumes the condition is now very likely without looking at how rare it is in the first place.

Learn this bug

Texas Sharpshooter Fallacy

Pick The Pattern After The Fact

Number Mistakes

A team looks at many product metrics, finds the two that moved together, and presents that pair as if the trend had been clear from the s...

Learn this bug

Simpson's Paradox

The Big Total Tells A Different Story Than The Smaller Groups

Number Mistakes

One teaching method looks worse across the whole school, but inside both beginner and advanced classes it actually performs better.

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Correlation vs. Causation

Together Does Not Mean Caused

Number Mistakes

Ice cream sales rise when beach rescues rise. That does not mean ice cream causes the rescues. Hot weather drives both.

Learn this bug

Common Warning Signs

A tiny sample is treated like a law.

Two things happen together and are called cause and effect.

Beginner-Friendly Starting Points

Together Does Not Mean Caused — Correlation vs. Causation

Ignoring The Big Background Numbers — Base Rate Neglect

A Tiny Sample Gets Treated Like The Whole Truth — Law of Small Numbers

A Short Streak Feels Like It Must Reverse — Gambler's Fallacy

Quick Examples

Three coin flips

A short streak gets treated like a reliable pattern.

Practice this Topic

Use a short quiz or drill to check whether you can tell this category apart from nearby thinking traps.