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Mitchell, Thomas ORCID: https://orcid.org/0009-0005-4507-7575, Vinson, Don ORCID: https://orcid.org/0000-0003-3116-4828 and Francis, John ORCID: https://orcid.org/0000-0001-7457-5665 (2026) Applied performance analysts in association football: A scoping review of roles, challenges, and opportunities (2010 – 2025). International Journal of Sports Science & Coaching, Online (First). pp. 1-13. ISSN 1747-9541 (print) 2048-397X (eISSN)