Skip to content

alphanumerritt/abtestanalysis

Repository files navigation

A/B Test Analysis Tool

This application performs standard conversion rate test calculations and generates a number of outputs:

  • Conversion rate difference
  • Statistical significance
  • Confidence interval of difference
  • Confidence intervals of conversion rates
  • Potential 6 month revenue impact based on confidence interval of difference

Customize it

You can enter custom labels and colors and even screen shots of test variants to brand the outputs for sharing. Note: there is an opacity applied to the custom colors.

See the live version here: https://sdidev.shinyapps.io/ABTestAnalysis/

Version History

2.31 - 5/17/22

  • Updated nav links

2.3 - 11/23/21

  • Added decimal places to conversion rates
  • Added sample ratio mismatch check
  • Added customizable notes panel
  • Removed revenue disclaimer from pdf report
  • Relabeled several inputs for great clarity/flexibility
  • Added configuration values to pdf printout
  • Other minor formatting issues

2.2 - 5/25/21

  • Added some delays to the rendering of outputs on the results-related inputs so that if you change the inputs rapidly, the outputs don't render repeatedly
  • Fixed errors on initial render caused by some results variables not calculating early enough

2.1 - 5/24/21

  • Added support for continuous metrics
  • Added body width constraints to improve chart presentation on large screens
  • Added some additional commenting in the code
  • Removed the pagination structure which created the fake link in the nav
  • Adjusted pdf export to exclude footnotes

2.0 - 5/13/21

  • Laying groundwork for adding support for continuous metrics. Nothing visible so far. But working behind scenes.
  • Fixed some display issues with the navigation, tightened up, cleaned up CSS
  • Fixed scaling issue in conversion rate confidence interval chart which didn't allow charts to scale when uneven sampling was occuring

1.6 - 5/4/21

  • Changed confidence interval percentage to significance threshold and clarified that would also be used to calculate confidence intervals
  • Used significance threshold to determine test outcome (significant or inconclusive)

1.5 - 2/25/21

  • Fixed pvalue calculations for 2-tail tests with small effects
  • Updated bookmarking to exclude hypothesis so that long hypotheses won't break links
  • Updated navigation bar

1.4 - 2/22/21

  • Added link to navbar logo
  • Added linking capability (URL contains current app configuration less images)

1.3 - 2/21/21

  • Added export to pdf feature
  • Optimizations for load time (delayed plot rendering until after load)
  • Added links to other SDI experimentation tools (reformatted navbar in process)
  • Minor code restructuring

1.2 - 2/20/21

  • Added hypothesis input
  • Added screen shot inputs for test variations along with placeholder images
  • Rearranged input containers a bit
  • Staged for future additions of continuous metrics and pdf export functionality

1.1 - 1/29/21

  • Added version number at bottom
  • Updated link text to github to find version history here

About

No description, website, or topics provided.

Resources

License

Stars

Watchers

Forks

Releases

No releases published

Packages

No packages published

Languages