Marketing A/B Test Dashboard

Did showing product ads convert better than a public service announcement? 588,101 users.

1.79%Control (PSA) conversion
2.55%Treatment (Ad) conversion
+43.1%Relative lift
0.60 to 0.9495% CI of difference (points)
< 0.001p-value (z = 7.37)

Result: the ads increased conversion

Two-proportion z-test and chi-square test both reject the null hypothesis at alpha = 0.05. The test needed about 5,628 users per group for 80% power; the smaller group had 23,524.

Conversion rate by group

Error bars show 95% confidence intervals.

Conversion rate by ad exposure

Ad group. Correlation only: heavy browsers see more ads.

Conversion rate by day of week

Ad group. Monday and Tuesday convert best.

Conversion rate by hour of day

Ad group, hour in which the user saw the most ads.