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      Variations in the relative age effect with age and sex, and over time—Elite-level data from international soccer world cups

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          Abstract

          The relative age effect (RAE) is a statistical bias observed across sport contexts and consists of a systematic skewness in birth date distribution within an annual-age cohort. In soccer, January 1 st is the common cut-off date when categorizing players in competitions according to their chronological age, which potentially disadvantages those within the cohort who were born later in the year. Thus, relatively older soccer players in their cohort can be favored in talent identification, selection, and development. The aim of the current study was to investigate the variations in RAE in male and female international youth world-cup tournaments (U17 and U20) in the period from 1997–2019 and in international senior world-cup-tournaments from 2006–2019. A total of 20,401 soccer players participating in 47 different tournaments were analyzed. The birthdate distributions were categorized into four quartiles (January-March, Q1; April-June, Q2; July-September, Q3; October-December, Q4) and compared to a uniform distribution using Chi-square analysis with Cramer’s V ( Vc) as a measure of effect size. Based on the existing data concerning RAE in elite junior and senior soccer, it was hypothesized that: (I) the RAE is present in youth soccer world cup tournaments but is stronger in male players than in female players; (II) the younger the soccer players, the stronger the RAE; and (III) the RAE in world cup soccer tournaments has strengthened over time. All these hypotheses were supported by the data; novel findings included that the effect has now entered women’s soccer, and in men’s soccer it persists into senior world cup tournaments. Thus, a strong RAE bias occurs in selection among elite soccer players competing in international world cup tournaments.

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                Author and article information

                Contributors
                Role: ConceptualizationRole: Data curationRole: InvestigationRole: MethodologyRole: Project administrationRole: SupervisionRole: ValidationRole: Writing – original draftRole: Writing – review & editing
                Role: ConceptualizationRole: Writing – original draftRole: Writing – review & editing
                Role: ConceptualizationRole: Writing – original draftRole: Writing – review & editing
                Role: ConceptualizationRole: Data curationRole: Formal analysisRole: InvestigationRole: MethodologyRole: VisualizationRole: Writing – original draftRole: Writing – review & editing
                Role: Editor
                Journal
                PLoS One
                PLoS One
                plos
                PLoS ONE
                Public Library of Science (San Francisco, CA USA )
                1932-6203
                28 April 2022
                2022
                : 17
                : 4
                : e0264813
                Affiliations
                [1 ] Department of Neuromedicine and Movement Science, Faculty of Medicine and Health Sciences, NTNU, Trondheim, Norway
                [2 ] Department of Sports Science, Faculty of Education and Arts, Nord University, Levanger, Norway
                [3 ] Department of Teacher Education, Faculty of Social and Educational Sciences, NTNU, Trondheim, Norway
                Universidade Federal de Mato Grosso do Sul, BRAZIL
                Author notes

                Competing Interests: The authors have declared that no competing interests exist.

                Author information
                https://orcid.org/0000-0003-4768-5580
                Article
                PONE-D-21-02046
                10.1371/journal.pone.0264813
                9049515
                35482636
                50c42feb-dee7-42f8-a821-6a1cc08a7188
                © 2022 Pedersen et al

                This is an open access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.

                History
                : 20 January 2021
                : 17 February 2022
                Page count
                Figures: 1, Tables: 7, Pages: 15
                Funding
                The author(s) received no specific funding for this work.
                Categories
                Research Article
                Biology and Life Sciences
                Psychology
                Behavior
                Recreation
                Sports
                Social Sciences
                Psychology
                Behavior
                Recreation
                Sports
                Biology and Life Sciences
                Sports Science
                Sports
                People and Places
                Population Groupings
                Age Groups
                Physical Sciences
                Mathematics
                Probability Theory
                Statistical Distributions
                Social Sciences
                Economics
                Labor Economics
                Salaries
                Medicine and Health Sciences
                Sports and Exercise Medicine
                Biology and Life Sciences
                Sports Science
                Sports and Exercise Medicine
                Medicine and Health Sciences
                Endocrinology
                Endocrine Physiology
                Puberty
                Biology and Life Sciences
                Physiology
                Endocrine Physiology
                Puberty
                Research and Analysis Methods
                Mathematical and Statistical Techniques
                Statistical Methods
                Statistical Hypothesis Testing
                Chi Square Tests
                Physical Sciences
                Mathematics
                Statistics
                Statistical Methods
                Statistical Hypothesis Testing
                Chi Square Tests
                Computer and Information Sciences
                Data Management
                Data Visualization
                Infographics
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                Custom metadata
                The data underlying the results presented in the study are available from the official Fédération Internationale de Football Association (FIFA) website: https://www.fifa.com/.

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