October 2025

Z-Scores Are Units of Surprise

A z-score is a distance in standard deviations… a unit of surprise. ā€œz = +2ā€ means ā€œtwo σ above typical,ā€ not ā€œsmartā€ or ā€œgood.ā€ Use z to compare across scales (minutes, points, dollars) and to speak percentile without the drama. The trick isn’t memorizing every table entry; it’s knowing where the tails start to matter […]

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Eight Tiny Experiments for Patterns First, Probabilities Second

1) Draw Before You MeasureĀ Ā If you haven’t drawn the scatterplot, you haven’t earned r. Shape first, number second. 2) Check the ResidualsĀ Ā If the residuals curve, your relationship did too. Fit ideas, not just lines. 3) Try Spearman When Life BendsĀ Ā Monotonic but curved? Spearman respects order without demanding straightness. 4) Simulate Your IntuitionĀ Ā When a probability feels

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Independence Isn’t Friendship

ā€œIndependentā€ does not mean ā€œunrelated in spirit.ā€ It means: knowing one outcome tells you nothing about the other. Dice rolls? Independent. Midterms and sleep? Probably not. Don’t confuse mutually exclusive (can’t both happen) with independent (don’t inform each other). If events are mutually exclusive and both have positive probability, they are not independent. Start with

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