United Kingdom

Lucas Kher

Second-year student with a strong interest in artificial intelligence, finance, sport, business and innovation. Below are a couple of projects I've built.

Projects

Sports Analytics

Salary vs Performance Value Analysis

I used 2025/26 Premier League data to look for players who play well but are paid less than you'd expect.

  • Cleaned the raw data, then used SQL to group, join and compare players by wage and goals/assists
  • Gave each player a score based on output, wage, age and minutes played
  • Built a regression model to predict what each player should earn, and looked at who was far below it

Python · pandas · scikit-learn · SQL · Excel

Try the interactive version →

Internal Audit

Trade Risk Scanner

Internal audit teams in banks usually test a small sample of trades. This tool tests every trade on a Global Markets trading floor and puts the most suspicious ones at the top.

  • Runs four checks based on real rogue-trading cases: self-approved trades, off-market prices, unconfirmed trades, and trades over a trader's risk limit
  • Gives each trade a risk score out of 100 and sorts it into high, medium or low risk
  • Explains why each flagged trade was picked up and suggests what an auditor should check next

JavaScript · React

Try the scanner →