Does data do what we think it does?
How clever do you need to be to work in football analytics? Some recent twitter threads discussed the fact Liverpool employ numerous Harvard and Oxbridge educated people within their analytics department. Most advertised jobs now want at least a first class degree in data science (but don't expect more than £18k a year) and the Opta Pro lineup features some of the brightest young minds doing incredibly complex things. Don't worry, my learned reader, this won't be an anti-intellectual rant. I love football data and I think it can be useful, though most is just fun. Fun is good though, this isn't a criticism. I also think we are already at or near the limits as to what can be usefully done with the publicly available data. Decontextualised numbers - like how many tackles a midfielder makes, or pass completion rates - are nice to discuss but ultimately irrelevant. If Gana is winning the ball back a massive amount it tells me both that he is very good at it, but al...