Runs a difference in differences analysis in Python.
Project description
Introduction
It's critical to know if the work we are doing is really moving the needle. The problem is that there are potentially many other effects at play which is causing your needle to move or inflate. One analysis method for doing this is called a difference in differences analysis. The question is -- if I had done nothing, then what would have happened to my KPI after people started using my product. If you're looking to measure impact on some quantitative KPIs and you don't have the infrastructure for experiments/"randomized control trials"/"AB Testing", then this type of analysis is for you.
Demo
To see a full demonstration of the tool with some example data, please run the following command:
python exampleDIDAnalysis.py
Getting Started
Our documentation is available on this repository's wiki.
Contributing
This project welcomes contributions and suggestions. Most contributions require you to agree to a Contributor License Agreement (CLA) declaring that you have the right to, and actually do, grant us the rights to use your contribution. For details, visit https://cla.microsoft.com.
When you submit a pull request, a CLA-bot will automatically determine whether you need to provide a CLA and decorate the PR appropriately (e.g., label, comment). Simply follow the instructions provided by the bot. You will only need to do this once across all repos using our CLA.
This project has adopted the Microsoft Open Source Code of Conduct. For more information see the Code of Conduct FAQ or contact opencode@microsoft.com with any additional questions or comments.
Project details
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