Something broke in year two.
The flagship analysis. Liverpool's Slot Y2 regression examined across xG, shot volume, shot quality, set-piece output, and pressing intensity - using two independent datasets.
The numbers behind Liverpool's decline
xG/match fell 29% from Klopp (2.49 → 1.77). Both shot volume and shot quality declined simultaneously. The evidence points upstream of the finishing.
The investigation, piece by piece.
Liverpool's xG decline isn't bad luck
Liverpool's attacking xG fell from 2.49 (Klopp) to 1.77 (Slot Y2) - a 29% drop across the full 38-match season. Shot volume declined, shot quality...
What the data established.
Confirmatory findings (Klopp vs Slot Y2): Mann-Whitney U with Bonferroni correction across 44 metrics. Full statistical framework at methodology →
Analysis by Gaurav Ahlawat, data analyst. Independent project, no affiliation with Liverpool FC. Analysis code on GitHub.