A/B testing

Thiết kế thí nghiệm với R

Joanne Xiong

Data Scientist

A/B testing

  • A type of controlled experiment with only two variants of something, for example:
    • 1 word different in a marketing email
    • Red 'buy' button on a website vs. blue button
    • How many consumers click through to create an account based on two different website headers?
Thiết kế thí nghiệm với R

Power and sample size in A/B tests

  • Calculate sample size, given some power, significance level, and effect size
  • Run your A/B test until you attain the sample size you calculated
Thiết kế thí nghiệm với R

Lending Club A/B test

alt text

Thiết kế thí nghiệm với R

Let's practice!

Thiết kế thí nghiệm với R

Preparing Video For Download...