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如何计算Ab Test Significance

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Determines if A/B test results are statistically significant or due to chance. Critical for making confident product and marketing decisions.

分步指南

  1. 1Define null hypothesis and significance level (typically 0.05)
  2. 2Calculate sample size needed for power
  3. 3Run A/B test long enough
  4. 4Calculate p-value using chi-square or t-test
  5. 5Accept or reject hypothesis

例题解析

输入
A 10%, B 12%
结果
95% confidence

常见错误注意事项

  • Stopping test too early when results favor variant
  • Multiple testing inflating false positive rate

常见问题

What sample size do I need?

Depends on baseline rate and expected lift; typically 500-2,000 per variant for 80-90% statistical power.

What's statistical significance?

95% confidence the result wasn't due to chance; p-value < 0.05 typically required.

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