Giter VIP home page Giter VIP logo

abtesting-calculator's Introduction

AB Testing Calculator

Project description

This is an small application developed to conduct AB tests and to understand the relation between some statistical concepts such as p-value, statistical power, sample size, confidence level and types of errors.

I also wrote a blog post about this project on TypeThePipe. Check it out!

The App

The application is written in R and I used Shiny to make it responsive and interactive. It is deployed on ShinyApps.io.

The app has two tabs:

  • In the first one we have an A/B Test Calculator where we can set the number of participants and conversions and the confidence level required for our test. It automatically displays the result of the test, the degree of certainty, the binomial distribution for both populations, conversion rates and the uplift between both groups
  • The second one, more theoric, shows how the minimum detectable effect and the statistical power vary when maximum allowed alpha and beta errors change.

A/B Test Calculator

Statistical Power and Types of Errors

abtesting-calculator's People

Contributors

pablocanovas avatar

Watchers

 avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.