Short course · Universities, online platforms and employers
Data & Analytics Courses (SQL, Python, Machine Learning)
Short courses and certificates in data skills. Their value comes from the projects you complete with them, especially football-based projects.
Weeks to monthstypical duration
2stages
9careers that list it
Internationalreach
How much does it matter?
It is strongly preferred in 4 roles and helpful in the rest.
Typical entry: Open to anyone.
Stages and topics
- Foundations: SQL, Python or R, Statistics
- Applied: Machine learning, Visualisation, Football data project
Outlines are simplified. Confirm the current structure, eligibility and fees with the awarding body.
Sectors it supports
Careers that list it, by how much it matters
Strongly preferred
- Football Data Scientist
- Football Data Engineer
- Football Trader / Odds Compiler
- Football Tech Product Manager
Helpful
Not needed
Recognition by region
| Region | Recognition |
|---|---|
| United Kingdom | Strong |
| Spain | Strong |
| Germany | Strong |
| Italy | Strong |
| France | Strong |
| United States & Canada | Strong |
| Brazil | Strong |
| Saudi Arabia & the Gulf | Strong |
| India | Strong |
| Nigeria & West Africa | Strong |
Recognition ratings are a general guide. Employers and regulators set their own requirements.