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Statistics & Data Science

2 mental models

Extracting insights under uncertainty

Mental Models

Statistical Inference & Sample Size Awareness

beginner level

beginner

The law of small numbers misleads by making us draw conclusions from insufficient data. Local patterns can be predictive, but globally, predictions equal actual probabilities only with adequate sample sizes. Mind the sample size of your decision set—it determines what you can validly conclude.

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Data Interpretation & Aesthetic vs. Functional Truth

beginner level

beginner

Things condemned for looking ugly often contain deeper functional truth than aesthetically pleasing but flawed alternatives. Local knowledge appears messy but embodies practical wisdom that formal systems miss. Appreciating that functionally superior solutions may appear aesthetically displeasing prevents mistaking surface order for underlying quality.

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About This Domain

Extracting insights under uncertainty This collection of mental models provides frameworks for understanding and working within this domain effectively.

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