/A-B-Testing-in-Ecommerce

I will be examing an A/B Testing Experiment in this repository and going through all the standard analyses.

Primary LanguagePythonMIT LicenseMIT

A-B-Testing-in-Ecommerce

I will be examing an A/B Testing Experiment in this repository and going through all the standard analyses.

Author: CHENG CHEN
LinkedIn: https://www.linkedin.com/in/chengchen-jimmy
Date: 06/30/2018

This is a A/B testing tutorial. I will go through a basic A/B testing problem in the e-commerce field. The data comes from BitTiger. Please indicate the source if sharing.

If you would like to give any suggestions or correct some fields, I could be reached at cheng.chen.2017@marshall.usc.edu. It will be very helpful! Thanks beforehand!

Business Background & Questions

This data shows user's activities on a online sales website.

An experiment was launched on day 4 with a goal to increase users' click through rate (clicks/views) and total revenue.

Note: first 3 days no experiment, 4th-14th days experiment running

Analyze the data and write a report to answer the following questions:

  1. Is the experiment correct? Please note any problems in your report.

  2. Did the test version help increase CTR and total revenue? Help the team make the right decisions.

  3. There might be learning effect for users to get used to the change. Help the team understand this.