1.7 million+ rows later, I finally have a football analytics project I'm genuinely proud of. I st...1.7 million+ rows later, I finally have a football analytics project I'm genuinely proud of. I st...
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1.7 million+ rows later, I finally have a football analytics project I'm genuinely proud of.
I started with a simple question:
What can you actually find when you stop looking at a dataset as a spreadsheet and start treating it like a system?
I worked through the data using Python and SQL, built the analysis in SQLite, and then turned the results into a Power BI dashboard covering:
→ Club performance → League intelligence → Match analysis → Player performance → Transfer-market insights
The interesting part wasn't making the charts.
It was figuring out which questions were actually worth answering, making the data reliable enough to answer them, and turning the results into something someone could use.
This project also reminded me why I enjoy working with data in the first place.
There is always another question hiding in the numbers.
I'm now taking the same approach into Excel systems, database design, and workflow automation.
More projects coming.
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Creatives on Contra have earned over $150M and we are just getting started