As a data analyst from Imperial College London, I’ve tracked Liverpool’s player outflow for over a decade. It’s not bad luck—it’s systemic. Using predictive models in Python and R, I’ve found that wage structures, contract incentives, and revenue distribution align unnaturally with club strategy. This isn’t about charisma; it’s about math. Here’s what the numbers reveal.