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Helper functions for power analysis and experiment readouts

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exp-thom

Helpful notebooks and functions for power analysis and experiment readouts. Able to deal with clustered data1 and CUPED2 method to improve accuracy and sensitivity for online controlled experimentation

Analyses

  • Power Analysis
  • Experiment Readout
  • helper_functions.py

Data

All data has been generated by myself to represent real-world experimentation for mobile apps

  • conversion_experiment.csv
  • historical_clickthrough_data.csv

Footnotes

  1. http://cameron.econ.ucdavis.edu/research/Cameron_Miller_JHR_2015_February.pdf

  2. https://exp-platform.com/Documents/2013-02-CUPED-ImprovingSensitivityOfControlledExperiments.pdf

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