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Conversion rate z-test: The z statistic has the control-minus-treatment sign · case 03

Dashboards show winning treatments as losing.

Member previewVariant 3 · 3 implementations · 8 checks per implementation

Case contract

Pooled two-proportion z-test: pool = (conv_a + conv_b) / (n_a + n_b), se = sqrt(pool(1 - pool)(1/n_a + 1/n_b)), z = (p_b - p_a) / se, two-sided p = erfc(|z| / sqrt 2). Nonpositive n -> None; se = 0 -> [0.0, 1.0]. Return [round(z, 6), round(p, 6)].

Why this case matters

Online experiment readouts drive launch decisions; a silent formula slip flips conclusions.

One recorded failure

Sample boundary fixture

This sample comes from the broken implementation of a controlled reproducer.

Boundary fixtureActualExpectedOutcome
treatment worse gives negative z[2.102741, 0.035488][-2.102741, 0.035488]Failed

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