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SecondaryMathProbability and evidence10–20 min

Evidence & Base Rates

Follow true and false flags through a natural-frequency table, then compare the expected counts with a repeatable synthetic batch.

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CONCEPT CHECKPOINTS

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Try the experiment, then check the ideas behind it. Stars track these answers; they do not measure your experiment.

In 10,000 parts, 1% are defective. Sensitivity is 95%. How many true flags are expected?

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Theory and model assumptions

P(D | +) = ps / [ps + (1 − p)(1 − specificity)]. Expected TP = Nps, FP = N(1 − p)(1 − specificity), FN = Np(1 − s), TN = N(1 − p)·specificity. Sample mode draws defect and flag states with a seeded pseudorandom generator. This is a fictional inspection example.

Teacher guidance

Sensitivity is P(flag | defect); the displayed posterior is P(defect | flag). Expected counts may be fractional. Seeded batches fluctuate and are synthetic. A zero denominator has no defined conditional probability. No independent second-test assumption is built into this activity.

Expected time: 10–20 minutes.

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