“…Many studies on the drivers of the value of football players deem these values as proxies for transfer fees in their empirical settings (see subsequent Section 3.2). Furthermore, whether they are considered as proxies for transfer fees or for diverse variables such as superstardom, quality, salaries, or talent, Transfermarkt values are commonly used in a wide variety of empirical settings to investigate football economic questions such as productive efficiency (Boto-García et al, 2023), attendance (Baydina et al, 2021;Goller & Krumer, 2020;Schreyer et al, 2016;Serrano et al, 2015), referee bias (Faltings et al, 2023), valuation of clubs (Scelles et al, 2016), team performance (Massaro et al, 2019;Scelles & Khanmoradi, 2023), playing time (Naidenova et al, 2020), sport leagues organisational performance (Terrien & Andreff, 2020), TV audience (Schreyer et al, 2018), brand strength (Coates et al, 2017), results forecast (Peeters, 2018;Reade & Garcia-del-Barrio, 2023) or wages (Szymanski, 2022). In the meantime, several newspapers report the use of Transfermarkt values in the bargaining between football clubs for actual transfer fees 12 or in financial documentation.…”