Usage Scenario 3

Salary fairness analysis

Compare wage distributions for similarly rated players across leagues and nationalities, then surface whether pay differences remain statistically meaningful.

Kruskal-Wallis H-test summarises cross-league wage differences for the selected overall-rating band.
Rating band

80-90

Leagues

24

P-value

0.0000

Heatmap cells

135

Fairness filter
Overall-rating band for wage comparison
Kruskal-Wallis H-test & Dunn's Post-hoc
Statistical test summary

Statistic

1088.726

p = 0.0000

The selected band shows statistically meaningful wage differences across leagues.

Dunn post-hoc pairs use Bonferroni correction and groups with fewer than 2 players are excluded from statistical tests.
League wage spread
Min-to-max range with average and median markers
Avg markerMedian markerSamples 2-958
Nationality pay matrix
Average wage by nationality and league

€172,840

Germany in LaLiga