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A/B Test Statistical Significance

Don't ship on a hunch. This runs a two-proportion z-test on your control and variant to tell you if the difference is real or just noise.

Control — Version A

Variant — Version B

Two-proportion z-test, 95% confidence threshold.

Statistically significant — or not?

A lift in conversion rate can be luck. The z-test measures whether the difference between two proportions could plausibly be zero. With a p-value below 0.05 (95% confidence), the result is usually treated as statistically significant.

How it's calculated

  • Pooled rate = (A + B conversions) ÷ (A + B visitors)
  • Z-score = (rate B − rate A) ÷ standard error
  • p-value = two-tailed probability of that Z
  • Confidence = (1 − p-value) × 100