Reasoning error · causal reasoning

Post hoc reasoning

Post hoc reasoning concludes that because event A occurred before event B, A caused B, without establishing that B depends on A rather than coincidence, background trends, regression to the mean or another cause.

Also known as: post hoc ergo propter hoc, after this therefore because of this

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How to recognize it

  • The main evidence is that B happened after A.
  • There is no comparison with what happens when A is absent.
  • Natural recovery, secular trends, regression to the mean or concurrent changes are not considered.

How to reduce it

  • Ask the counterfactual question: what would likely have happened without A?
  • Compare outcome rates when A is present and absent, ideally under controlled conditions.
  • Track baseline frequency and timing rather than relying on memorable sequences.

Sequence matters, but sequence alone is not enough.

If symptoms fluctuate, many people start a remedy when symptoms are unusually bad. Improvement afterward may partly reflect ordinary recovery or regression toward the mean. Controlled comparisons exist to estimate that counterfactual.

Research basis

Research & reasoning sources

  1. Illusions of causality: how they bias our everyday thinking and how they could be reduced Frontiers in Psychology · 2015 · academic resource · DOI 10.3389/fpsyg.2015.00888

    Review of causal illusions showing how high outcome frequency and biased exposure to cause-present cases can create false causal impressions.

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Claims using this reasoning error

5
Contradicted Reviewed Oct 9, 2026

Does ear candling remove earwax, toxins or pressure through suction?

Bench and clinical testing found that ear candles did not generate meaningful negative pressure and did not remove earwax; candle wax could instead be deposited into the ear. The visible residue inside a burned candle is therefore not reliable evidence that material was extracted from the ear.

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