Why 7 of the Top 10 Scottish Premiership Players Are Celtic Stars — A Data-Driven Breakdown

As a data analyst raised in a Polish-American Catholic household, I’ve spent years decoding player value through cold, statistical rigor—not emotion. This isn’t gossip; it’s geometry. The top 10 Scottish Premiership valuations reveal a pattern: Celtic dominates with 7 of the top 10 names, including Takahara N., Carter-Vicks, and Kirschen L. At €15M, €14M, and €13M respectively. This isn’t luck. It’s modeling.
Why 7 of the Top 10 Scottish Premiership Players Are Celtic Stars — A Data-Driven Breakdown

Why Nice Are Selling Off Stars: The Math Behind Their Squad Shrinkage & Transfer Drama

As a data scientist obsessed with football economics, I dissect the real reasons behind Nice’s surprise sell-off of key players like Laborde and Boga. Using salary-to-performance ratios and market valuation models, I reveal why high earners are being let go — even if they’re still effective. It’s not just about money; it’s about sustainable squad architecture. Spoiler: The numbers don’t lie.
Why Nice Are Selling Off Stars: The Math Behind Their Squad Shrinkage & Transfer Drama