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I disagree, I think it's statistically significant. I ran a quick z-test:

p0 = 34

p1 = 45

n0 = 8004

n1 = 6622

z = -2.0924

p = 0.03662

So, the improvement is statistically significant at 95% confidence (p < 0.05)

As far as practical significance, that's debatable . . .



A z test relies on the normal approximation, no? I don't think that is appropriate with proportions so close to 0.




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