Frank HopkinsinBBC Studios Data and EngineeringUnlocking Long-Term Insights: How BBC Studios Utilises Meta-Analysis for Meaningful Research…In the ever-evolving landscape of media and entertainment, making informed decisions is paramount. At BBC Studios, we are committed to…Oct 11Oct 11
Frank HopkinsinTowards Data SciencePropensity Score Matching (PSM) for A/B Testing: Reducing Bias in Observational StudiesA comprehensive guide to implementing PSM with your experimental data, including Python codeApr 26, 2023Apr 26, 2023
Frank HopkinsinTowards Data ScienceDetecting Sample Ratio Mismatch in your A/B TestsThis post helps you identify whether you have unbalanced cohorts in your digital experiments and incorporates some basic Python functions…Oct 20, 2021Oct 20, 2021
Frank HopkinsScraping FBRef to perform comparative football player analysisThis article breaks down some Python functions I wrote in order to compare Arsenal prospects and their attributes, using FBRefJul 20, 20212Jul 20, 20212
Frank HopkinsWhy did Arsenal perform so badly in 2020/21?Here I use some basic machine learning techniques with 2020/21 English Premier League (EPL) data to try to get to the bottom of Arsenal’s…Jul 2, 2021Jul 2, 2021
Frank HopkinsinThe StartupPredicting Arsenal Fixtures with Elo ScoresHow Premier League Elo scores can be used to predict the outcome of fixtures, using classification models in SklearnJan 31, 2021Jan 31, 2021
Frank HopkinsinTowards Data ScienceBayesian A/B Testing with Continuous Variables — including Python CodeThis article discusses how Bayesian estimation can be implemented in your digital experimentation methodology, with a specific focus on…Nov 4, 2020Nov 4, 2020
Frank HopkinsinBBC Data ScienceIncreasing experiment sensitivity through pre-experiment variance reductionThis article discusses how the Experimentation team have been accounting for pre-experiment variance in order to increase the statistical…Sep 24, 20204Sep 24, 20204
Frank HopkinsinTowards Data ScienceUsing Dot Plots With Experimentation DataThis article will show how dot plots can be used to translate your experimentation findings in a digestible and jargon-free mannerApr 21, 2020Apr 21, 2020