{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,10,28]],"date-time":"2026-10-28T22:51:14Z","timestamp":1793227874153,"version":"4.5.0"},"reference-count":48,"publisher":"Public Library of Science (PLoS)","issue":"3","license":[{"start":{"date-parts":[[2023,3,23]],"date-time":"2023-03-23T00:00:00Z","timestamp":1679529600000},"content-version":"vor","delay-in-days":0,"URL":"http:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":["www.plosone.org"],"crossmark-restriction":false},"short-container-title":["PLoS ONE"],"abstract":"<jats:sec id=\"sec001\">\n<jats:title>Background<\/jats:title>\n<jats:p>The relative age effect (RAE) is most prevalent in highly competitive youth soccer and persists to a lesser extent in senior soccer. However, it is known that soccer players born in the second half of the year are as successful at senior level, indicating that they are equally talented although under-represented at youth level due to bias during the selection process, in which the emphasis is on more pronounced physical qualities in a specific period of time. Examining the prevalence of the RAE among professional soccer players depending on the level of competition and playing position, as well as analyzing the relationship between the player\u2019s birth quarter and market value, are of scientific interest.<\/jats:p>\n<\/jats:sec>\n<jats:sec id=\"sec002\">\n<jats:title>Methods<\/jats:title>\n<jats:p>The dates of birth, playing position, and market value of all adult male soccer players included in the final rosters of teams from the top-division of 54 European countries, listed on <jats:ext-link xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" ext-link-type=\"uri\" xlink:href=\"http:\/\/www.transfermarkt.com\/\" xlink:type=\"simple\">www.transfermarkt.com<\/jats:ext-link> on August 15th, 2020, were analyzed (18,429 soccer players in total). All players were categorized into four groups according to the quarter of birth (Q) and playing position. All teams were further sub-divided in groups depending on the soccer clubs\u2019 level of representation in the UEFA Champions League.<\/jats:p>\n<\/jats:sec>\n<jats:sec id=\"sec003\">\n<jats:title>Results<\/jats:title>\n<jats:p>Of 18,429 players, 30.9% were born in Q1, 25.7% in Q2, 23.8% in Q3 and 19.6% in Q4. The number of soccer players born in Q1 was lower in less competitive leagues. The number of players born in Q1 decreased as the level of competition decreased; the highest percentage of these players was observed in clubs that are among the top 50 ranked in UEFA or compete in the most prestigious European championships. The RAE was less pronounced in teams that participate in lower competitive championships. There was no significant difference in market value between players playing position and level of competition when born in different quarters. Although, the most expensive soccer players in the European championships were late-born forwards. Players of various groups differed in their market value.<\/jats:p>\n<\/jats:sec>\n<jats:sec id=\"sec004\">\n<jats:title>Conclusions<\/jats:title>\n<jats:p>The RAE is currently prevalent in all the most competitive senior soccer leagues and teams in Europe regardless of playing position. There are no significant differences in market value between players of the same playing position and level of competition when born in different quarters. The most expensive soccer players in the European championships are forwards born in Q4. These findings may indicate that the under-representation of \u201clate-born\u201d soccer players in youth, and then consequently in adult soccer, is not associated with lower talent, but with other factors, possibly based on physiological characteristics and socio-cultural factors. Further measures are needed to mitigate the discriminatory effects of selection bias based on the RAE.<\/jats:p>\n<\/jats:sec>","DOI":"10.1371\/journal.pone.0283390","type":"journal-article","created":{"date-parts":[[2023,3,23]],"date-time":"2023-03-23T17:59:35Z","timestamp":1679594375000},"page":"e0283390","update-policy":"https:\/\/doi.org\/10.1371\/journal.pone.corrections_policy","source":"Crossref","is-referenced-by-count":15,"title":["The relative age effect is widespread among European adult professional soccer players but does not affect their market value"],"prefix":"10.1371","volume":"18","author":[{"given":"Eduard","family":"Bezuglov","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Ryland","family":"Morgans","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Mikhail","family":"Butovskiy","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Anton","family":"Emanov","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-9480-6221","authenticated-orcid":true,"given":"Larisa","family":"Shagiakhmetova","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Bekzhan","family":"Pirmakhanov","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Zbigniew","family":"Wa\u015bkiewicz","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Artemii","family":"Lazarev","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"340","published-online":{"date-parts":[[2023,3,23]]},"reference":[{"key":"pone.0283390.ref001","doi-asserted-by":"crossref","first-page":"147","DOI":"10.1006\/drev.2000.0516","article-title":"Unequal Competition as an Impediment to Personal Development: A Review of the Relative Age Effect in Sport.","volume":"21","author":"J Musch","year":"2001","journal-title":"Developmental Review"},{"key":"pone.0283390.ref002","first-page":"3301","article-title":"Are European Soccer Players Worth More If They Are Born Early in the Year?","volume":"17","author":"B Perez-Gonzalez","year":"2020","journal-title":"Relative Age Effect on Player Market Value. Int J Environ Res Public Health"},{"key":"pone.0283390.ref003","doi-asserted-by":"crossref","first-page":"235","DOI":"10.2165\/00007256-200939030-00005","article-title":"Annual age-grouping and athlete development: a meta-analytical review of relative age effects in sport","volume":"39","author":"S Cobley","year":"2009","journal-title":"Sports Med"},{"key":"pone.0283390.ref004","doi-asserted-by":"crossref","first-page":"1153","DOI":"10.1080\/02640410903220328","article-title":"The relative age effect in a professional football club setting.","volume":"27","author":"I Mujika","year":"2009","journal-title":"J Sports Sci"},{"key":"pone.0283390.ref005","doi-asserted-by":"crossref","first-page":"1665","DOI":"10.1080\/02640414.2012.721929","article-title":"The relative age effect in European professional soccer: did ten years of research make any difference?","volume":"30","author":"WF Helsen","year":"2012","journal-title":"J Sports Sci"},{"key":"pone.0283390.ref006","doi-asserted-by":"crossref","first-page":"1395","DOI":"10.3389\/fpsyg.2019.01395","article-title":"Relative Age Influences Performance of World-Class Track and Field Athletes Even in the Adulthood.","volume":"10","author":"PR Brustio","year":"2019","journal-title":"Front Psychol."},{"key":"pone.0283390.ref007","doi-asserted-by":"crossref","first-page":"237","DOI":"10.1515\/hukin-2015-0079","article-title":"Relative Age Effect in UEFA Championship Soccer Players.","volume":"47","author":"S Gonz\u00e1lez-V\u00edllora","year":"2015","journal-title":"J Hum Kinet."},{"key":"pone.0283390.ref008","first-page":"409","article-title":"The Relative Age Effect in the 10 Best Leagues of Male Professional Football of the Union of European Football Associations (UEFA).","volume":"17","author":"JM Yag\u00fce","year":"2018","journal-title":"J Sports Sci Med."},{"key":"pone.0283390.ref009","doi-asserted-by":"crossref","DOI":"10.1002\/(SICI)1520-6300(1998)10:6<791::AID-AJHB10>3.0.CO;2-1","article-title":"The influence of relative age on success and dropout in male soccer players","volume":"10","author":"WF Helsen","year":"1998","journal-title":"American Journal of Human Biology"},{"key":"pone.0283390.ref010","doi-asserted-by":"crossref","first-page":"629","DOI":"10.1080\/02640410400021310","article-title":"The relative age effect in youth soccer across Europe.","volume":"23","author":"WF Helsen","year":"2005","journal-title":"J Sports Sci"},{"key":"pone.0283390.ref011","doi-asserted-by":"crossref","first-page":"502","DOI":"10.1111\/j.1600-0838.2009.00961.x","article-title":"Relative age effect in youth soccer: analysis of the FIFA U17 World Cup competition.","volume":"20","author":"JH Williams","year":"2010","journal-title":"Scand J Med Sci Sports"},{"key":"pone.0283390.ref012","doi-asserted-by":"crossref","first-page":"e0201795","DOI":"10.1371\/journal.pone.0201795","article-title":"Relative age effect and second-tiers: No second chance for later-born players.","volume":"13","author":"A Ra\u0111a","year":"2018","journal-title":"PLoS One."},{"key":"pone.0283390.ref013","doi-asserted-by":"crossref","first-page":"587023","DOI":"10.3389\/fpsyg.2020.587023","article-title":"Relative Age Effect in Elite German Soccer: Influence of Gender and Competition Level.","volume":"11","author":"M G\u00f6tze","year":"2020","journal-title":"Front Psychol."},{"key":"pone.0283390.ref014","doi-asserted-by":"crossref","first-page":"633469","DOI":"10.3389\/fpsyg.2021.633469","article-title":"\u201cHe\u2019s Just a Wee Laddie\u201d: The Relative Age Effect in Male Scottish Soccer.","volume":"12","author":"JH Dugdale","year":"2021","journal-title":"Front Psychol."},{"key":"pone.0283390.ref015","doi-asserted-by":"crossref","DOI":"10.3390\/ijerph16214055","article-title":"Prevalence of Relative Age Effect in Russian Soccer: The Role of Chronological Age and Performance.","volume":"16","author":"EN Bezuglov","year":"2019","journal-title":"Int J Environ Res Public Health"},{"key":"pone.0283390.ref016","doi-asserted-by":"crossref","first-page":"e0122988","DOI":"10.1371\/journal.pone.0122988","article-title":"Relative age effects in athletic sprinting and corrective adjustments as a solution for their removal.","volume":"10","author":"M Romann","year":"2015","journal-title":"PLoS One."},{"issue":"11\u201312","key":"pone.0283390.ref017","doi-asserted-by":"crossref","first-page":"1359","DOI":"10.1080\/02640414.2019.1649524","article-title":"Relative age and maturation selection biases in academy football.","volume":"38","author":"M Hill","year":"2020","journal-title":"J Sports Sci."},{"key":"pone.0283390.ref018","doi-asserted-by":"crossref","first-page":"84","DOI":"10.3389\/fpsyg.2016.00084","article-title":"How Much is that Player in the Window? The One with the Early Birthday?\u201d Relative Age Influences the Value of the Best Soccer Players, but Not the Best Businesspeople","volume":"7","author":"P Furley","year":"2016","journal-title":"Front Psychol"},{"key":"pone.0283390.ref019","doi-asserted-by":"crossref","first-page":"e0192209","DOI":"10.1371\/journal.pone.0192209","article-title":"Relative age effect in elite soccer: More early-born players, but no better valued, and no paragon clubs or countries.","volume":"13","author":"JR Doyle","year":"2018","journal-title":"PLoS One."},{"key":"pone.0283390.ref020","doi-asserted-by":"crossref","first-page":"279","DOI":"10.1177\/1941738119885642","article-title":"Epidemiology of Anterior Cruciate Ligament Injury in Italian First Division Soccer Players.","volume":"12","author":"A Grassi","year":"2020","journal-title":"Sports Health."},{"key":"pone.0283390.ref021","doi-asserted-by":"crossref","first-page":"e90","DOI":"10.1097\/JSM.0000000000000879","article-title":"Epidemiology of Achilles Tendon Rupture in Italian First Division Football (Soccer) Players and Their Performance After Return to Play.","volume":"32","author":"A Grassi","year":"2022","journal-title":"Clinical journal of sport medicine: official journal of the Canadian Academy of Sport Medicine"},{"key":"pone.0283390.ref022","doi-asserted-by":"crossref","first-page":"2226","DOI":"10.1111\/sms.13245","article-title":"Return to play, performance, and career duration after anterior cruciate ligament rupture: A case-control study in the five biggest football nations in Europe.","volume":"28","author":"D Niederer","year":"2018","journal-title":"Scand J Med Sci Sports"},{"key":"pone.0283390.ref023","doi-asserted-by":"crossref","first-page":"484","DOI":"10.1016\/j.smr.2013.12.006","article-title":"When the crowd evaluates soccer players\u2019 market values: Accuracy and evaluation attributes of an online community.","volume":"17","author":"S Herm","year":"2014","journal-title":"Sport Management Review"},{"key":"pone.0283390.ref024","unstructured":"UEFA. Country coefficients. [cited 14 Aug 2020]. Available: https:\/\/www.uefa.com\/memberassociations\/uefarankings\/country\/#\/yr\/2019."},{"key":"pone.0283390.ref025","unstructured":"UEFA. Club coefficients. [cited 14 Aug 2020]. Available: https:\/\/www.uefa.com\/memberassociations\/uefarankings\/club\/#\/yr\/2020."},{"key":"pone.0283390.ref026","doi-asserted-by":"crossref","first-page":"3295","DOI":"10.1519\/JSC.0000000000003356","article-title":"Relative Age Effect in Collegiate Soccer: Influence of Nationality, Playing Position, and Class.","volume":"33","author":"E Hurley","year":"2019","journal-title":"J Strength Cond Res."},{"key":"pone.0283390.ref027","doi-asserted-by":"crossref","first-page":"1465","DOI":"10.3389\/fpsyg.2019.01465","article-title":"The Beginning of Senior Career in Team Sport Is Affected by Relative Age Effect.","volume":"10","author":"C Lupo","year":"2019","journal-title":"Front Psychol."},{"key":"pone.0283390.ref028","doi-asserted-by":"crossref","first-page":"356","DOI":"10.1080\/17461391.2011.635699","article-title":"Relative age effects in Swiss junior soccer and their relationship with playing position.","volume":"13","author":"M Romann","year":"2013","journal-title":"Eur J Sport Sci"},{"key":"pone.0283390.ref029","doi-asserted-by":"crossref","first-page":"167","DOI":"10.1515\/hukin-2017-0100","article-title":"The Relative Age Effect on Soccer Players in Formative Stages with Different Sport Expertise Levels.","volume":"60","author":"A Pr\u00e1xedes","year":"2017","journal-title":"J Hum Kinet."},{"key":"pone.0283390.ref030","doi-asserted-by":"crossref","first-page":"91","DOI":"10.3389\/fspor.2020.00091","article-title":"Appreciating Factors Beyond the Physical in Talent Identification and and Development: Insights From the FC Barcelona Sporting Model.","volume":"2","author":"G Doncaster","year":"2020","journal-title":"Front Sports Act Living"},{"key":"pone.0283390.ref031","doi-asserted-by":"crossref","first-page":"1531","DOI":"10.1080\/02640410802298250","article-title":"Relative age effects in professional German soccer: a historical analysis.","volume":"26","author":"SP Cobley","year":"2008","journal-title":"J Sports Sci"},{"key":"pone.0283390.ref032","doi-asserted-by":"crossref","first-page":"717","DOI":"10.1080\/02640411003663276","article-title":"Relative age and dropout in French male soccer.","volume":"28","author":"N Delorme","year":"2010","journal-title":"J Sports Sci."},{"key":"pone.0283390.ref033","doi-asserted-by":"crossref","first-page":"209","DOI":"10.2478\/hukin-2018-0090","article-title":"Repeated Sprint Ability in Youth Soccer Players: Independent and Combined Effects of Relative Age and Biological Maturity.","volume":"67","author":"J Valente-Dos-Santos","year":"2019","journal-title":"J Hum Kinet."},{"key":"pone.0283390.ref034","first-page":"25","article-title":"Selection of young soccer players in terms of anthropometric and physiological factors.","volume":"47","author":"S Gil","year":"2007","journal-title":"J Sports Med Phys Fitness"},{"key":"pone.0283390.ref035","first-page":"216","article-title":"Maturity Status Strongly Influences the Relative Age Effect in International Elite Under-9 Soccer.","volume":"17","author":"L M\u00fcller","year":"2018","journal-title":"J Sports Sci Med."},{"key":"pone.0283390.ref036","doi-asserted-by":"crossref","first-page":"1671","DOI":"10.1007\/s40279-019-01166-x","article-title":"Bio-Banding in Youth Sports: Background, Concept, and Application.","volume":"49","author":"RM Malina","year":"2019","journal-title":"Sports Med."},{"key":"pone.0283390.ref037","doi-asserted-by":"crossref","first-page":"147","DOI":"10.1016\/j.psychsport.2018.08.007","article-title":"Biological maturation, relative age and self-regulation in male professional academy soccer players: A test of the underdog hypothesis.","volume":"39","author":"SP Cumming","year":"2018","journal-title":"Psychology of Sport and Exercise"},{"key":"pone.0283390.ref038","first-page":"1044","article-title":"Maturity status of youth football players: a noninvasive estimate.","volume":"37","author":"RM Malina","year":"2005","journal-title":"Med Sci Sports Exerc"},{"key":"pone.0283390.ref039","doi-asserted-by":"crossref","first-page":"685","DOI":"10.1080\/02640410050120069","article-title":"Height, mass and skeletal maturity of elite Portuguese soccer players aged 11\u201316 years.","volume":"18","author":"RM Malina","year":"2000","journal-title":"J Sports Sci"},{"issue":"6","key":"pone.0283390.ref040","doi-asserted-by":"crossref","first-page":"677","DOI":"10.1080\/02640414.2018.1522703","article-title":"Relative age effect: Characteristics of youth soccer players by birth quarter and subsequent playing status","volume":"37","author":"A. J. Figueiredo","year":"2019","journal-title":"Journal of sports sciences"},{"key":"pone.0283390.ref041","doi-asserted-by":"crossref","first-page":"209","DOI":"10.2478\/hukin-2018-0090","article-title":"Repeated Sprint Ability in Youth Soccer Players: Independent and Combined Effects of Relative Age and Biological Maturity.","volume":"67","author":"JP Duarte","year":"2019","journal-title":"J Hum Kinet."},{"key":"pone.0283390.ref042","doi-asserted-by":"crossref","first-page":"966","DOI":"10.4100\/jhse.2013.84.07","article-title":"Relative age effect in european professional football. Analysis by position","volume":"8","author":"JJ Salinero","year":"2013","journal-title":"Journal of Human Sport and Exercise"},{"key":"pone.0283390.ref043","doi-asserted-by":"crossref","first-page":"205","DOI":"10.1055\/s-0028-1105950","article-title":"Analysis of high intensity activity in Premier League soccer.","volume":"30","author":"V di Salvo","year":"2009","journal-title":"Int J Sports Med"},{"key":"pone.0283390.ref044","article-title":"How Relative Age Effects Associate with Football Players\u2019 Market Values: Indicators of Losing Talent and Wasting Money.","volume":"9","author":"M Romann","year":"2021","journal-title":"Sports (Basel)."},{"key":"pone.0283390.ref045","doi-asserted-by":"crossref","first-page":"e0182827","DOI":"10.1371\/journal.pone.0182827","article-title":"The relative age effect reversal among the National Hockey League elite.","volume":"12","author":"L Fumarco","year":"2017","journal-title":"PLOS ONE"},{"key":"pone.0283390.ref046","first-page":"16","article-title":"The relative age effect and the influence on performance in youth alpine ski racing.","volume":"14","author":"L M\u00fcller","year":"2015","journal-title":"J Sports Sci Med"},{"key":"pone.0283390.ref047","doi-asserted-by":"crossref","first-page":"611","DOI":"10.1016\/j.ejor.2017.05.005","article-title":"Beyond crowd judgments: Data-driven estimation of market value in association football","volume":"263","author":"O M\u00fcller","year":"2017","journal-title":"European Journal of Operational Research"},{"key":"pone.0283390.ref048","doi-asserted-by":"crossref","DOI":"10.3390\/su12093709","article-title":"Money Talks: Team Variables and Player Positions that Most Influence the Market Value of Professional Male Footballers in Europe.","volume":"12","author":"JL Felipe","year":"2020","journal-title":"Sustainability."}],"container-title":["PLOS ONE"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/dx.plos.org\/10.1371\/journal.pone.0283390","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,3,23]],"date-time":"2023-03-23T18:00:00Z","timestamp":1679594400000},"score":1,"resource":{"primary":{"URL":"https:\/\/dx.plos.org\/10.1371\/journal.pone.0283390"}},"subtitle":[],"editor":[{"given":"Rafael Franco Soares","family":"Oliveira","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"editor"}]}],"short-title":[],"issued":{"date-parts":[[2023,3,23]]},"references-count":48,"journal-issue":{"issue":"3","published-online":{"date-parts":[[2023,3,23]]}},"URL":"https:\/\/doi.org\/10.1371\/journal.pone.0283390","relation":{},"ISSN":["1932-6203"],"issn-type":[{"value":"1932-6203","type":"electronic"}],"subject":[],"published":{"date-parts":[[2023,3,23]]}}}