A/B Testing

Data Science for Business

Kaelen Medeiros

Data Scientist at Medidata Solutions

What is A/B Testing?

a-b-test.png

Data Science for Business

Case study: article headlines

a-b-test-headlines.jpg

Data Science for Business

A/B Testing Steps

  • Picking a metric to track
  • Calculating sample size
  • Running the experiment
  • Checking for significance
Data Science for Business

Pick a metric to track

click-on-link.jpg

Data Science for Business

sample-size-percent.jpg

Data Science for Business

sample-size-sensitivity.jpg

Data Science for Business

Run your experiment

run-experiment.jpg

Data Science for Business

Check for significance

significance.jpg

Data Science for Business

What if the results aren't significant?

  • Difference is smaller than the threshold we chose
  • Running our test longer won't help
  • Still might be a difference; it's just small
Data Science for Business

Let's practice!

Data Science for Business

Preparing Video For Download...