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A repository filled with examples of where the data-wrangling and statistical modeling power of R can be applied towards Google Analytics data.

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R and Google Analytics Use Cases

Introduction

Your web analytics data is trapped! Google Analytics provides you with a handful of built-in reports and features, but your data has so much more potential. Fortunately, the data-oriented programming language, R, can easily connect to Google Analytics and produce results that go far beyond the features of GA. Furthermore, R provides operational benefits to analytics teams who wish to collaborate on reproduceable analyses.

Examples

  • Quantifying the impact of events on time series data using the CausalImpact library: Tutorial / Code
  • Google Analytics audits via scripted R Markdown file: Output / Code
  • Recreating the Google Analytics explorer graph & table in R: Output / Code
  • Exploring GA segment overlap with Venn diagrams: Output / Code
  • Running Market Basket Analysis with GA data: Blog Post / Code
  • Revese Path Analysis: Demo / Code
  • Pulling Google's web vital metrics from GA: Output / Code. Assumes that these metrics exist in GA using the process described in this blog post

TODO

  • Slide output to automate monthly reporting
  • Google Cloud Runner demonstration to automate processing
  • Basic statistical tests
  • Joining data from multiple sources
  • Advanced segments + comparing greater than 4 segments at a time
  • Anomaly detection
  • Offline A/B testing
  • Working with unsampled data
  • Working with GA in R Studio Cloud

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A repository filled with examples of where the data-wrangling and statistical modeling power of R can be applied towards Google Analytics data.

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