A statistical analysis of home-field advantage using 32 seasons worth of Bundesliga data. • Data Engineering: Tidyverse (dplyr, tidyr) & Regex text manipulation. • Visualizations: Custom ggplot2 thematic trend analysis. • Modeling: Ordinary Least Squares (OLS) linear regression analyzing goal differentials across pandemic (Geisterspiele) vs. standard seasons.