<?xml version="1.0" encoding="UTF-8" standalone="no"?>
<!DOCTYPE article PUBLIC "-//NLM//DTD Journal Archiving and Interchange DTD v2.3 20070202//EN" "archivearticle.dtd">
<article xml:lang="EN" xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" article-type="systematic-review">
<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Psychol.</journal-id>
<journal-title>Frontiers in Psychology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Psychol.</abbrev-journal-title>
<issn pub-type="epub">1664-1078</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fpsyg.2025.1604108</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Psychology</subject>
<subj-group>
<subject>Systematic Review</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>The (dis-)connection between selection research in sports and business literature &#x02013; a citation network analysis</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name><surname>Brinkm&#x000F6;ller</surname> <given-names>Birte</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x0002A;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/2775045/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
<role content-type="https://credit.niso.org/contributor-roles/project-administration/"/>
<role content-type="https://credit.niso.org/contributor-roles/visualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Dreisk&#x000E4;mper</surname> <given-names>Dennis</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/322105/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
<role content-type="https://credit.niso.org/contributor-roles/supervision/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name><surname>H&#x000F6;ner</surname> <given-names>Oliver</given-names></name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/449428/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/supervision/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Strauss</surname> <given-names>Bernd</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/27478/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/supervision/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Department of Sport and Exercise Psychology, Institute of Sport and Exercise Sciences, University of M&#x000FC;nster</institution>, <addr-line>M&#x000FC;nster</addr-line>, <country>Germany</country></aff>
<aff id="aff2"><sup>2</sup><institution>Department of Sports Psychology, Institute for Sport and Sport Science, Dortmund University</institution>, <addr-line>Dortmund</addr-line>, <country>Germany</country></aff>
<aff id="aff3"><sup>3</sup><institution>Department of Sport Psychology and Research Methods, Institute of Sports Science, Eberhard Karls University of T&#x000FC;bingen</institution>, <addr-line>T&#x000FC;bingen</addr-line>, <country>Germany</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: Donatella Di Corrado, Kore University of Enna, Italy</p></fn>
<fn fn-type="edited-by"><p>Reviewed by: Kaan Kaya, Istanbul Yeni Yuzyil University, T&#x000FC;rkiye</p>
<p>S. Mendon&#x000E7;a, Pontifical Catholic University of Campinas, Brazil</p></fn>
<corresp id="c001">&#x0002A;Correspondence: Birte Brinkm&#x000F6;ller <email>birte.brinkmoeller&#x00040;uni-muenster.de</email></corresp>
</author-notes>
<pub-date pub-type="epub">
<day>23</day>
<month>06</month>
<year>2025</year>
</pub-date>
<pub-date pub-type="collection">
<year>2025</year>
</pub-date>
<volume>16</volume>
<elocation-id>1604108</elocation-id>
<history>
<date date-type="received">
<day>01</day>
<month>04</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>26</day>
<month>05</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x000A9; 2025 Brinkm&#x000F6;ller, Dreisk&#x000E4;mper, H&#x000F6;ner and Strauss.</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Brinkm&#x000F6;ller, Dreisk&#x000E4;mper, H&#x000F6;ner and Strauss</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/"><p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p></license>
</permissions>
<abstract>
<p>Sports associations and companies share a common goal of identifying and selecting top talent, prompting a growing interest in refining their selection processes. Recent decades have witnessed increased attention to predictive valid constructs (e.g., motivation) and predictive assessment methods (e.g., questionnaires). Leveraging an extensive history and empirical evidence from personnel selection research in business, a cross-contextual knowledge transfer could offer potential benefits for both sports and business. To examine the utilization of information between sports and the business context, this study explores the connection between these contexts. Analyzing 20,492 articles from SCOPUS and Web of Science databases, we followed PRISMA guidelines and conducted a citation network analysis (<italic>n</italic> = 940 articles). Results reveal limited interconnectivity (3,728 links), with only six articles cited between contexts: three sports articles cited business articles and vice versa. Sports articles referred to business research for talent definition, skill assessment, and methodological concerns. Contrarily, the business domain primarily used sports research as examples and for individual aspects of talent development models. This study highlights the potential for points of connection, including requirement analysis, skill assessment, and research on predictive validity. Future research should systematically explore shared and underrepresented topics in both contexts, such as the use of, for example, situational judgement tests in sports to enhance talent selection in sports, drawing insights from the business domain.</p>
<sec>
<title>Systematic review registration</title>
<p><ext-link ext-link-type="uri" xlink:href="https://aspredicted.org/366x-7cfd.pdf">https://aspredicted.org/366x-7cfd.pdf</ext-link>.</p></sec></abstract>
<kwd-group>
<kwd>bibliometric study</kwd>
<kwd>CNA</kwd>
<kwd>interdisciplinarity</kwd>
<kwd>personnel selection</kwd>
<kwd>talent identification</kwd>
</kwd-group>
<contract-sponsor id="cn001">Westf&#x000E4;lische Wilhelms-Universit&#x000E4;t M&#x000FC;nster<named-content content-type="fundref-id">https://doi.org/10.13039/501100004869</named-content></contract-sponsor>
<counts>
<fig-count count="3"/>
<table-count count="5"/>
<equation-count count="0"/>
<ref-count count="91"/>
<page-count count="15"/>
<word-count count="11735"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Sport Psychology</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1">
<title>1 Introduction</title>
<p>The systematic process of identifying and selecting high-potential individuals is a critical factor in optimizing organizational performance across various professional contexts, including sports associations and corporate environments. The quality of selection processes and decisions may be decisive for the competitiveness and innovation of both, sporting teams and companies. Through talent selection decisions, sport associations and/or clubs try to find the most talented athletes to not only provide them with training programs but also to gain a competitive advantage against other clubs (e.g., soccer youth academies) or other nations (selection for an international squad). In companies, the same picture emerges so that the goal is to not only enhance job performance, but also organizational performance and competitive advantage (Ployhart et al., <xref ref-type="bibr" rid="B69">2017</xref>). Thereby, the selection decision is embedded in a larger process, which in sports also involves the identification of athletes and in companies the recruitment of potential employees (Williams and Reilly, <xref ref-type="bibr" rid="B90">2000</xref>; Lievens et al., <xref ref-type="bibr" rid="B59">2021</xref>). At first glance, there are similarities between the two contexts, including the goal of selecting suitable individuals and the use of valid and reliable methods for selection. However, there are also differences, such as the age of the individuals when selection takes place. Recent research by Parra-Martinez and Wai (<xref ref-type="bibr" rid="B68">2023</xref>) provides further support for the relevance of comparing talent identification processes across fields, as their analysis demonstrates shared theoretical and methodological approaches in diverse contexts, including, for example, sports and business. Their findings underscore the potential of interdisciplinary insights to advance understanding in individual fields.</p>
<p>Additional support for the value of comparative studies comes from research in other contexts, such as the integration of psychology and marketing (Donthu et al., <xref ref-type="bibr" rid="B28">2021</xref>). Moreover, studies comparing sport and business have begun to explore overlapping constructs, such as trust in performance-oriented teams, further emphasizing the applicability of such comparisons (McGuire and Martin, <xref ref-type="bibr" rid="B61">2023</xref>).</p>
<p>Based on the similarities, it can be reasonably assumed that the methodological and theoretical-conceptual approaches to talent selection in the two contexts may have a scholarly connection. Such a linkage could facilitate the application of findings that have already been researched in one field but have not yet been transferred to the other. To date, however, to the author&#x00027;s knowledge, no further studies exist that have systematically investigated the interrelationship between the two fields of research through an overarching, systematic literature review, with a particular focus on the selection process of athletes and employees.</p>
<sec>
<title>1.1 Talent selection in sports</title>
<p>The selection process of athletes in sports is mainly characterized by its implementation in larger programs. The overarching aim of talent identification is to identify and select young athletes for promotion programs who have the greatest potential to succeed in elite sports (Vaeyens et al., <xref ref-type="bibr" rid="B84">2009</xref>). According to Williams and Reilly (<xref ref-type="bibr" rid="B90">2000</xref>), early talent development includes talent detection, talent identification, talent selection and talent development. Talent detection refers to the process of discovering individuals with potential who are not currently engaged in the specific sport; talent identification refers to the process of recognizing those athletes who are already involved in the sport and have the potential to become successful. This stage is part of talent development, implying that athletes are placed in a suitable learning environment to develop their potential. Talent selection is an ongoing process that focuses on identifying athletes at different stages who exhibit the required performance levels for inclusion in a specific team or squad. This process entails selecting the most suitable individual or group (Williams and Reilly, <xref ref-type="bibr" rid="B90">2000</xref>).</p>
<p>The ongoing decisions of selection and deselection are one of the biggest challenges for coaches (Capstick and Trudel, <xref ref-type="bibr" rid="B21">2010</xref>). They are asked to evaluate the potential of young athletes and predict their future performance, which is highly challenging (Bergkamp et al., <xref ref-type="bibr" rid="B13">2019</xref>). Decisions are made based on either an objective approach, a subjective approach or both (Bar-Eli et al., <xref ref-type="bibr" rid="B8">2024</xref>). The latter has been perceived as the most promising approach to predict an athlete&#x00027;s future success, given the large amount of information, which is therefore most relevant for decision-makers. While the objective approach typically includes test scores, which assess motor skills or psychological aspects (Bar-Eli et al., <xref ref-type="bibr" rid="B8">2024</xref>; Lath et al., <xref ref-type="bibr" rid="B54">2021</xref>), the subjective approach refers to the <italic>coach&#x00027;s eye</italic> (Lath et al., <xref ref-type="bibr" rid="B54">2021</xref>). Coaches make decisions on selection or de-selection based on their overall impression and observations (Roberts et al., <xref ref-type="bibr" rid="B71">2019</xref>). Therefore, the information regarding clear criteria or the weighting of different aspects remains unclear (Bergkamp et al., <xref ref-type="bibr" rid="B11">2022a</xref>).</p>
<p>By aiming to create a comprehensive evaluation of an athlete&#x00027;s potential for future success, various talent predictors, based on talent development models (e.g., Gagn&#x000E9;, <xref ref-type="bibr" rid="B34">2010</xref>; Ull&#x000E9;n et al., <xref ref-type="bibr" rid="B83">2016</xref>) are assessed alongside subjective coach impressions. Selection criteria include anthropometric characteristics as well as physical and physiological attributes, which are indisputable for performance (Lidor et al., <xref ref-type="bibr" rid="B56">2009</xref>) and simple to assess. Cognitive and psychological factors, as well as technical and tactical skills (Johnston et al., <xref ref-type="bibr" rid="B48">2018</xref>; Faber et al., <xref ref-type="bibr" rid="B32">2016</xref>), especially sport-specific technical skills, have also been found to be predictive for future success in a variety of sports (i.e., Elferink-Gemser et al., <xref ref-type="bibr" rid="B31">2007</xref>; Huijgen et al., <xref ref-type="bibr" rid="B44">2014</xref>; H&#x000F6;ner et al., <xref ref-type="bibr" rid="B42">2017</xref>) and thus offer a potential for talent selection (Koopmann et al., <xref ref-type="bibr" rid="B52">2020</xref>). Furthermore, sport-specific perceptual-cognitive performance factors such as decision-making seem to be critical for future performance in some sports (e.g., soccer; Kannekens et al., <xref ref-type="bibr" rid="B50">2011</xref>). Within the most researched sport, soccer, the motivational component &#x0201C;hope for success&#x0201D; (Zuber et al., <xref ref-type="bibr" rid="B91">2015</xref>) as well as task orientation are positively associated with future performance and negatively associated with &#x0201C;fear of failure&#x0201D; (H&#x000F6;ner and Feichtinger, <xref ref-type="bibr" rid="B41">2016</xref>). Furthermore, competition orientation (H&#x000F6;ner and Feichtinger, <xref ref-type="bibr" rid="B41">2016</xref>) goal orientation (Zuber et al., <xref ref-type="bibr" rid="B91">2015</xref>; H&#x000F6;ner and Feichtinger, <xref ref-type="bibr" rid="B41">2016</xref>) and goal commitment (Van Yperen, <xref ref-type="bibr" rid="B88">2009</xref>) show relationships with future soccer success. Regarding non-sport-specific psychological characteristics, goal management skills show moderate evidence to predict future performance in racquet sports (Faber et al., <xref ref-type="bibr" rid="B32">2016</xref>). H&#x000F6;ner and Feichtinger (<xref ref-type="bibr" rid="B41">2016</xref>) also found the volitional competency self-optimization, self-efficacy, specific and general physical self-concept and worry, as a competition anxiety component, to be related to future success in soccer. Thus, the existing literature indicates that talent selection is an extensive and dynamic field that varies in scope and content across sports and countries, relies on diverse methods and determinants, and continues to evolve.</p>
</sec>
<sec>
<title>1.2 Talent selection in business</title>
<p>Similar to talent selection in sports, the aim of personnel selection in the business context is 2fold: enhancing organizational performance and competitive advantage on a macro level, while improving individual job performance on a micro level (Ployhart et al., <xref ref-type="bibr" rid="B69">2017</xref>). Individual job performance is traditionally conceptualized as comprising task performance&#x02014;the execution of job-specific responsibilities&#x02014;and non-task performance, such as organizational citizenship behavior (OCB) and counterproductive work behavior (CWB; Borman and Motowidlo, <xref ref-type="bibr" rid="B18">1997</xref>; Dalal, <xref ref-type="bibr" rid="B26">2005</xref>; Lievens et al., <xref ref-type="bibr" rid="B57">2008</xref>; Organ and Ryan, <xref ref-type="bibr" rid="B65">1995</xref>; Rotundo and Sackett, <xref ref-type="bibr" rid="B73">2002</xref>).</p>
<p>Building on this understanding of performance outcomes, the hiring process typically involves a series of interconnected steps: identifying and attracting potential candidates during recruitment, systematically evaluating their suitability through selection methods, and ultimately integrating them into the organization. According to the American Psychological Association (APA), selection refers to the process of selecting employees best suited for particular jobs by using procedures such as assembling and analyzing biographical data, conducting employment interviews, and administering employment tests.</p>
<p>To assess the effectiveness of these methods, meta-analytic findings have consistently shown that job-specific methods are among the most effective predictors of job performance (Sackett et al., <xref ref-type="bibr" rid="B75">2022</xref>). Thereby, structured interviews exhibit the highest validity estimate in terms of effect sizes (&#x003C1; = 0.42), followed by job knowledge tests (&#x003C1; = 0.40), empirically keyed biodata (&#x003C1; = 0.38), and work sample tests (&#x003C1; = 0.33; Sackett et al., <xref ref-type="bibr" rid="B75">2022</xref>). All of these are job-specific measures. General cognitive ability tests (&#x003C1; = 0.31 in Sackett et al. (<xref ref-type="bibr" rid="B75">2022</xref>); &#x003C1; = 0.22 in Berry et al. (<xref ref-type="bibr" rid="B14">2024</xref>), integrity tests (&#x003C1; = 0.31) and personality-based emotional intelligence (&#x003C1; = 0.30) also rank among the strongest predictors, considered psychological constructs. Assessment centers (AC; &#x003C1; = 0.29) and situational judgment tests (SJT; &#x003C1; = 0.26) are still in the Top 8. These findings suggest that a strong predictive relationship may be supported by a closer match between the predictor and the criterion (Sackett et al., <xref ref-type="bibr" rid="B75">2022</xref>).</p>
<p>However, it is important to recognize that while some methods measure a specific construct, e.g., cognitive ability tests measuring cognitive ability, different methods inherently target distinct constructs. Interviews, for instance, often evaluate candidates based on job-related content, their performance during the interaction, and even demographic or personal characteristics (Huffcutt et al., <xref ref-type="bibr" rid="B43">2001</xref>). Interview questions can encompass general traits (e.g., cognitive ability, personality, values), experiential factors (e.g., education, prior experience, training), and job-specific elements (e.g., knowledge, skills, motivation; Huffcutt et al., <xref ref-type="bibr" rid="B43">2001</xref>). The reliability and validity of interview outcomes are thereby heavily dependent on conducting a thorough job analysis to ground questions in job-relevant criteria.</p>
<p>In terms of psychological predictors, general mental ability (GMA) has long been recognized as a robust predictor of task performance (Berry et al., <xref ref-type="bibr" rid="B14">2024</xref>). However, its relationship with non-task performance behaviors, such as CWB or OCB, is less pronounced (Salgado et al., <xref ref-type="bibr" rid="B76">2003</xref>). GMA shows nearly zero correlation with CWB and only modest positive correlation with OCB. In contrast, personality traits&#x02014;especially those defined by the five-factor model&#x02014;exhibit stronger relevance for non-task behaviors (Gonzalez-Mul&#x000E9; et al., <xref ref-type="bibr" rid="B36">2014</xref>). The differentiation between OCB and CWM as performance outcomes underscores the importance of understanding performance as multifaceted, with task and non-task performance being influenced by distinct predictors. Consequently, recent research has shifted toward incorporating personality assessments (Ryan and Ployhart, <xref ref-type="bibr" rid="B74">2014</xref>), candidate interests (Van Iddekinge et al., <xref ref-type="bibr" rid="B87">2011</xref>), and constructs like emotional intelligence (Christiansen et al., <xref ref-type="bibr" rid="B22">2010</xref>) and integrity. While the latter&#x00027;s utility may vary depending on theoretical assumptions, these measures provide a nuanced approach to predicting both job performance and potential turnover. They are, therefore, key representative characteristics in the selection of companies. In summary, research on personnel selection is well-established and provides strong evidence for the effectiveness and predictive validity of methods and constructs.</p>
</sec>
<sec>
<title>1.3 Comparison of sports and business selection processes</title>
<p>As outlined above, selection procedures and methods across the contexts of sports and business reveal prominent parallels, as well as distinctive characteristics, which justify scientific integration. A greater empirical evidence base seems to be evident in the business sector, which could lead to possible added value for the sports sector through a comparison of the two contexts.</p>
<p>Key differences emerge in certain aspects of the selection process between the two contexts. While the selection of athletes in sports typically begins at an early age (approximately under 12 years; Ford et al., <xref ref-type="bibr" rid="B33">2020</xref>), accounting for maturational aspects and developmental potential (Vaeyens et al., <xref ref-type="bibr" rid="B85">2008</xref>), selection in companies typically takes place at discrete career intervals, beginning after school with an emphasis on current performance indicators (Dries, <xref ref-type="bibr" rid="B29">2013</xref>). Furthermore, in sports, physical and physiological aspects play a dominant role (Baker et al., <xref ref-type="bibr" rid="B7">2020</xref>) while requirements for job performance in companies are largely based on cognitive aspects (Berry et al., <xref ref-type="bibr" rid="B14">2024</xref>).</p>
<p>Despite these differences, there are also striking commonalities, which may indicate a possible linkage between both contexts exists: from a general developmental perspective, selection research in both contexts stems from the fundamental discipline of psychology (Parra-Martinez and Wai, <xref ref-type="bibr" rid="B68">2023</xref>). Meta-analytical and systematic review findings show remarkable convergences regarding selection parameters between sports (e.g., Johnston et al., <xref ref-type="bibr" rid="B48">2018</xref>) and organizational selection processes (e.g., Silzer and Church, <xref ref-type="bibr" rid="B78">2009</xref>). Both contexts emphasize a thorough analysis of the requirements, followed by a multi-dimensional assessment, including domain-specific performance characteristics, e.g., cognitive and physiological aspects, as well as psychological attributes as predictors of future performance. The importance of multidimensionality for successful performance has been shown in both contexts [e.g., Macnamara et al. (<xref ref-type="bibr" rid="B60">2010</xref>) in sports; Cortina and Luchman (<xref ref-type="bibr" rid="B25">2013</xref>) in business]. Additionally, a combination of objective and subjective measurements is used to Bar-Eli et al. (<xref ref-type="bibr" rid="B8">2024</xref>) and Highhouse (<xref ref-type="bibr" rid="B40">2008</xref>). Regarding this decision, both contexts face similar methodological challenges, including the validity of predictions, the reliability of methods and constructs, and the integration of subjective and objective selection criteria.</p>
<p>Consequently, the context-specific nature of selection criteria may render discussions at this level somewhat redundant. However, a systematic analysis of methodological approaches across different contexts, along with the exploration of promising procedures and the assessment of non-contextual constructs (e.g., psychological factors), can offer valuable insights into the evolution and refinement of selection processes within both domains. This analysis centers on evaluating the degree of convergent development in systematic selection processes across these ostensibly distinct yet methodologically interconnected contexts. Nevertheless, it remains unclear whether the employed methods and empirically validated relationships between constructs and performance are solely derived from and confined to their original contexts. Furthermore, it is uncertain whether identical methods and constructs are utilized across both contexts and subjected to cross-contextual adaptation. Currently, evidence suggests minimal overlap between the two contexts at both the scientific and methodological levels.</p>
</sec>
<sec>
<title>1.4 Aim of the study</title>
<p>In sports, as in business, represent complex systems of selection, and fundamentally aim to identify, select and develop people. Despite some distinct aspects in their selection processes, such as the predominant focus on cognitive aspects in business and physiological aspects in sports, some of the same methods are used and the same constructs are recorded. Furthermore, both contexts call for a strict differentiation between methods and constructs (Bergkamp et al., <xref ref-type="bibr" rid="B13">2019</xref>; Arthur and Villado, <xref ref-type="bibr" rid="B5">2008</xref>). Based on the similarities, we assume that a scholarly linkage between the two contexts may be beneficial for both gaining knowledge about empirically based selection aspects and transferring knowledge. Especially the large volume of empirical findings in the business context can make a particular contribution to sport by possibly integrating methods or assessing valid constructs. So far, the extent of their potential interconnectedness remains an open question. Our research, therefore, seeks to systematically explore whether meaningful knowledge transfer or intellectual convergence exists between these contexts.</p>
<p>Previous research has not systematically examined the potential relationship between sports and business research, particularly in the context of talent selection. Specifically, a comprehensive systematic review of the articles included in prior analyses has not been conducted (Parra-Martinez and Wai, <xref ref-type="bibr" rid="B68">2023</xref>). If an association exists between the two contexts, we assume a predominantly knowledge transfer from business to sports contexts, on the one hand, and that the fundamental discipline of psychology serves as a link between the two contexts through general theories, models, and psychological aspects, on the other hand.</p>
<p>We aim to provide initial insights into the possible link between the two contexts, with the intention of understanding whether parallel strands exist between the research lines. The aim of the study is therefore to assess the extent to which the talent selection literature in business is connected to the talent selection literature in sports, based on the approach of a configurative review. We aim to provide a thorough picture of the fields by including aspects of aggregate reviews, such as a priori inclusion criteria (Gough et al., <xref ref-type="bibr" rid="B37">2012</xref>). We aim to 1a) assess the possible link between the two contexts and (1b) evaluate whether they potentially share a common theoretical foundation through the foundational discipline of psychology. We further aim to (2) identify articles that cross the border of fields by also influencing the other field (i.e., sports publications for business and vice versa). To assess the scholarly linkage, we employed a citation network analysis, complemented by a preceding systematic literature review to enhance our understanding of previous scientific work (Parra-Martinez and Wai, <xref ref-type="bibr" rid="B68">2023</xref>). We also aim to assess the content structure of both fields by extracting (3) the most influential articles and (4) the most influential authors in each field.</p>
</sec>
</sec>
<sec id="s2">
<title>2 Methods</title>
<p>To answer the research questions, we conducted a citation network analysis (CNA), following the guidelines by McLaren and Bruner (<xref ref-type="bibr" rid="B62">2022</xref>) regarding the research question of the interconnectedness, timing, systematic search, descriptive statistics, basic network metrics and open science frameworks. Compared to other quantitative research designs, such as meta-analysis and systematic reviews, CNA &#x0201C;seeks to map the scientific structure of a field of research as a function of citation practices&#x0201D; (McLaren and Bruner, <xref ref-type="bibr" rid="B62">2022</xref>). With this, citation structures are made visible between articles to see which findings are used as a foundation.</p>
<sec>
<title>2.1 Data extraction and preparation</title>
<p>As a first step of the CNA a systematic literature search was conducted using the PRISMA guidelines (Page et al., <xref ref-type="bibr" rid="B67">2021</xref>). Articles were searched in the SCOPUS database from Elsevier and the Web of Science Core Collection (cf.) (Parra-Martinez and Wai, <xref ref-type="bibr" rid="B68">2023</xref>; Bruner et al., <xref ref-type="bibr" rid="B19">2009</xref>). With both, we covered the two biggest databases for peer-reviewed literature and the most powerful research engine for citation data. Search criteria were limited to (1) articles and reviews, (2) published in the source type journal, and (3) English language literature, regardless of publication date. Owing to the substantial volume of articles and the emphasis placed on quality, the decision was made to exclude conference papers (by possibly presenting preliminary results) and abstracts (without a complete reference list) from the study. Further, accessibility to a wider audience as well as the potential for duplicate inclusion of findings, monographs and dissertations/theses were excluded. The search was limited to the subject areas &#x0201C;business, management, and accounting (all),&#x0201D; &#x0201C;economics, econometrics, and finance,&#x0201D; &#x0201C;psychology (all)&#x0201D; and &#x0201C;undefined,&#x0201D; given the vast number of possible articles. To provide a holistic representation of the connection between domains, the limitations ensure that the found articles have a direct relevance to the topics pertinent to the research question. Additionally, including &#x0201C;undefined&#x0201D; allows for a broader search to capture potentially relevant articles that may not fit clearly into any of the other categories. As &#x0201C;sports&#x0201D; was not a subject area itself, articles within this context fell under &#x0201C;undefined&#x0201D; or &#x0201C;psychology (all).&#x0201D;</p>
<p>The following terms and operators were used for the search based on their presence in the abstract/title/keyword (OR within search strings, AND between search strings): assessment AND center OR talent<sup>&#x0002A;</sup> OR &#x0201C;personnel selection&#x0201D; OR recruit<sup>&#x0002A;</sup> OR &#x0201C;talent development OR &#x0201C;talent identification&#x0201D; OR giftedness OR &#x0201C;talent selection&#x0201D; OR &#x0201C;talent management&#x0201D; OR screening) AND ((organization OR industry OR &#x0201C;high performance&#x0201D; OR business) OR (sport<sup>&#x0002A;</sup> OR &#x0201C;elite sport<sup>&#x0002A;</sup>&#x0201D;)).</p>
<p>In contrast to the clean merged dataset of Parra-Martinez and Wai (<xref ref-type="bibr" rid="B68">2023</xref>; <italic>n</italic> = 2,502 articles), our dataset encompassed 18,835 articles as of June 30th, 2022. This significant difference in the number of articles is the result of a broader literature search. By including various search terms specific to both domains (e.g., <italic>talent selection</italic> for sports, or <italic>personnel selection</italic> for business), our search was more comprehensive without limiting our search terms to articles including <italic>develop</italic><sup>&#x0002A;</sup>.</p>
<p>Titles were screened in a double-blind fashion by five independent raters using Rayyan (Ouzzani et al., <xref ref-type="bibr" rid="B66">2016</xref>), manually without AI. All raters have a background in sports sciences; the first rater also has a background in I/O psychology. Before screening, all raters were given a detailed introduction to both contexts. Additionally, the first rater was always available to answer any queries. The first author rated all titles, and four raters were randomly assigned to each title, resulting in two ratings per title. To achieve the study&#x00027;s aim, studies were included in the network analysis if they addressed the overall topic of talent selection, talent identification, or talent management in the context of sport or business. Furthermore, studies had to contain at least one of the following:</p>
<p><italic>Methods</italic>: studies must have described, evaluated, or compared any method used for talent or personnel selection in the context of sport or business.</p>
<p><italic>Procedure/process:</italic> studies must have described, evaluated, or compared the selection process (in sport or business) within the field or with any other field.</p>
<p><italic>Constructs</italic>: studies must have described or evaluated constructs using any performance measurement that may be used as a performance predictor. The population consisted of athletes or employees, regardless of their performance level.</p>
<p><italic>Reviews:</italic> reviews must have addressed the topic of talent selection, talent identification, or talent management (e.g., definitions of talent and talent management), which may impact the process in some way.</p>
<p>The rationale for including all talent selection research, regardless of the level of sports, position, and age of applicants, is based on the fact that although the demands and requirements of different levels and ages may vary, there is an overlap in the underlying factors contributing to talent selection. Furthermore, the inclusion of all levels and ages enhances the generalizability of the findings. Including all groups can enhance the transferability of knowledge across domains, with implications for one group that can be applied to another. This procedure (McLaren and Bruner, <xref ref-type="bibr" rid="B62">2022</xref>) aligns with the guidelines by McLaren and Bruner (Arthur and Villado, <xref ref-type="bibr" rid="B5">2008</xref>), who recommend being &#x0201C;more rather than less inclusive in terms of eligibility&#x0201D; (p. 10). After rating, articles which were included by at least one rater remained in the screening process [following McLaren and Bruner (<xref ref-type="bibr" rid="B62">2022</xref>) by being more inclusive; &#x003BA; = 0.43]. For the abstract screening process the inclusion and exclusion criteria were narrowed to include only those articles that focus exclusively on talent selection, regardless of their focus on methods, theories, or criteria. Exclusion criteria focused on talent development and only descriptive differences between elite/non-elite. Further, articles focusing on the applicant&#x00027;s perception of the selection process were excluded. This approach aimed to provide a robust and accurate depiction of the connections within the domain of talent identification. Subsequently, the abstract screening, also in a double-blind fashion, was performed by the same independent raters (one rater rating all abstracts, four raters randomly distributed) for those articles which had abstracts available. The interrater reliability showed an acceptable level of agreement (&#x003BA; = 0.54). To address any discrepancies, all conflicts were thoroughly discussed and resolved collaboratively among pairs of raters. Only articles which seemed eligible for both raters after discussion remained. The screening yielded <italic>n</italic> = 1,452 eligible articles (nodes) for which references were downloaded (<xref ref-type="fig" rid="F1">Figure 1</xref>). Links, which represent the connections (references) between articles, were developed manually using Microsoft Excel. An ID was assigned to each article, and the citation of each article was searched in the network and replaced by the corresponding ID. Only those articles which were cited or cited by another article within the scope were included in the citation network analysis.</p>
<fig id="F1" position="float">
<label>Figure 1</label>
<caption><p>PRISMA Flow chart (Preferred reporting items for systematic reviews and meta-analysis; Page et al., <xref ref-type="bibr" rid="B67">2021</xref>). This figure shows the number of records that were collected and the number of eligible records after the screening process.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpsyg-16-1604108-g0001.tif"/>
</fig>
</sec>
<sec>
<title>2.2 Citation network procedure and analysis</title>
<p>To conduct the citation network analysis, <italic>n</italic> = 985 included articles were classified into the three categories &#x0201C;business,&#x0201D; &#x0201C;sport,&#x0201D; and &#x0201C;general psychology.&#x0201D; In the first round, they were assigned based on the journal in which they were published. Both the journal article and the journal category classification of SCImago JR were used. SCImago JR is a freely accessible journal ranking portal and is modeled on the SCOPUS database. When dividing the articles, we started with the field of &#x0201C;sport,&#x0201D; then &#x0201C;business,&#x0201D; and lastly &#x0201C;general psychology.&#x0201D; The category &#x0201C;general psychology&#x0201D; included articles which were not directly related to sports or business but dealt with the topic of selection in a psychological and general manner, such as predictive validity or specific constructs (e.g., association between motivation and performance). An exception to the allocation, however, were those articles that could be explicitly assigned to one of the fields based on their content orientation, although they were published in a journal of the other field (e.g., articles that were focused on the sports context but published in a business journal, based on the previous classification). Those articles were assigned to the category based on their content orientation, rather than the journal&#x00027;s orientation.</p>
<p>Visualizing the articles as a citation network was conducted using the package iGraph in R Studio (Version 2022.02.2). After removing the outliers (which had no connection to the overall network), 940 nodes and 3,728 links remained in the final CNA. Additionally, to assess the intellectual structure, a co-citation network analysis was conducted using <italic>bibliometrix</italic> in <italic>biblioshiny</italic> (Aria and Cuccurullo, <xref ref-type="bibr" rid="B3">2017</xref>). A co-citation is present when two articles are both cited by another article. The analysis was conducted using a Louvain clustering algorithm (McGuire and Martin, <xref ref-type="bibr" rid="B61">2023</xref>). As it was not possible to merge data from multiple databases into <italic>bibliometrix</italic>, as initially searched, we searched for all articles included in the citation network in Clarivate Analytics Web of Science (WoS) again. <italic>N</italic> = 893 (95% of the initial article population) articles were found (list of missing articles: <xref ref-type="supplementary-material" rid="SM1">Supplementary Table S4</xref>).</p>
<p>Next to visualizing the interconnectivity, we also measured the quantitative knowledge flow and the salient articles of each domain. For this purpose, the directional paths were divided into directions, i.e., &#x0201C;sport&#x0201D; citing &#x0201C;business,&#x0201D; &#x0201C;business&#x0201D; citing &#x0201C;general psychology,&#x0201D; etc. (resulting in six directions) and counted. To focus on the most salient articles, we measured the number of citations each article received within its category and eliminated those that were not only within the category but also between categories (within categories, the top 10 articles). With this analysis, we were able to determine whether there are prominent articles within one field that are also prominent within another field. To extract the most influential articles, centrality measures (eigenvector, betweenness, degree, in-degree) were calculated using iGraph from R Studio (Version 2022.02.2). Degree-centrality scores show the number of links held by each node, i.e., the number of times an article is cited by, or cites, another article in the scope (Hancock et al., <xref ref-type="bibr" rid="B39">2015</xref>). The in-degree centrality scores represent the number of inbound links and measure the prominence of articles in terms of their citation by other articles (Moore et al., <xref ref-type="bibr" rid="B63">2005</xref>). To expose the influence that an article has in the network, the eigenvector centrality was calculated. Eigenvector centrality depends on the number of direct and indirect connections as well as on their connection to other articles (Bonacich, <xref ref-type="bibr" rid="B16">1987</xref>). In addition, betweenness centrality, representing the number of cases in which a node can be reached by the shortest path between two other nodes (Borgatti et al., <xref ref-type="bibr" rid="B17">2018</xref>) was measured. Articles with a high betweenness centrality act as bridges between nodes in a network, enabling the flow of information.</p>
<p>In line with Parra-Martinez and Wai (<xref ref-type="bibr" rid="B68">2023</xref>) top-ranked authors of the finally retrieved studies were calculated by the number of articles published within the network as an indicator of productivity. The fractionalized publication score was calculated by summing all proportioned credits assigned to an author (i.e., for a publication with five authors, each author receives 0.2 points).</p>
</sec>
</sec>
<sec id="s3">
<title>3 Results</title>
<p>A summary of the articles&#x00027; characteristics is shown in <xref ref-type="table" rid="T1">Table 1</xref>. Articles were published in 226 different journals (<italic>M</italic> = 4.2; <italic>SD</italic> = 8.2; <italic>min</italic> = 1; <italic>max</italic> = 66, <italic>max</italic><sub><italic>s</italic></sub> = <italic>Journal of Sport Sciences, n</italic> = 66; <italic>max</italic><sub><italic>b</italic></sub> = <italic>International Journal of Selection and Assessment, n</italic> = 58). The most cited sports articles were published in the year 2015 (<italic>n</italic><sub><italic>citations</italic></sub> = 177), while the most cited business articles were published in 2003 (<italic>n</italic> = 181).</p>
<table-wrap position="float" id="T1">
<label>Table 1</label>
<caption><p>General information of articles included in network.</p></caption>
<table frame="box" rules="all">
<thead>
<tr style="background-color:#8f9496;color:#ffffff">
<th valign="top" align="left"><bold>Description</bold></th>
<th valign="top" align="left"><bold>Results</bold></th>
</tr>
</thead>
<tbody>
<tr style="background-color:#dee1e1;">
<td valign="top" align="left" colspan="2"><bold>Core information about data</bold></td>
</tr> <tr>
<td valign="top" align="left">Timespan</td>
<td valign="top" align="left">1977&#x02013;2022</td>
</tr> <tr>
<td valign="top" align="left">Sources (journals)</td>
<td valign="top" align="left">226</td>
</tr> <tr>
<td valign="top" align="left">Documents</td>
<td valign="top" align="left">940</td>
</tr> <tr>
<td valign="top" align="left">Annual growth rate</td>
<td valign="top" align="left">17.60%</td>
</tr> <tr>
<td valign="top" align="left">Document average age</td>
<td valign="top" align="left">10.9 years</td>
</tr> <tr>
<td valign="top" align="left">Average citations per document</td>
<td valign="top" align="left">3.97</td>
</tr> <tr>
<td valign="top" align="left">References</td>
<td valign="top" align="left">3,728</td>
</tr> <tr style="background-color:#dee1e1;">
<td valign="top" align="left" colspan="2"><bold>Authors</bold></td>
</tr> <tr>
<td valign="top" align="left">Total authors</td>
<td valign="top" align="left">2,146</td>
</tr> <tr>
<td valign="top" align="left">Unique authors of single-authored documents</td>
<td valign="top" align="left">78</td>
</tr> <tr>
<td valign="top" align="left">Total first authors</td>
<td valign="top" align="left">729</td>
</tr> <tr style="background-color:#dee1e1;">
<td valign="top" align="left" colspan="2"><bold>Author collaboration</bold></td>
</tr> <tr>
<td valign="top" align="left">Single-authored documents</td>
<td valign="top" align="left">88</td>
</tr> <tr>
<td valign="top" align="left">Co-authors per document</td>
<td valign="top" align="left">2.27</td>
</tr> <tr style="background-color:#dee1e1;">
<td valign="top" align="left" colspan="2"><bold>Field</bold></td>
</tr> <tr>
<td valign="top" align="left">Business (&#x00023; of articles)</td>
<td valign="top" align="left">539</td>
</tr> <tr>
<td valign="top" align="left">Sports (&#x00023; of articles)</td>
<td valign="top" align="left">362</td>
</tr> <tr>
<td valign="top" align="left">Psychology (&#x00023; of articles)</td>
<td valign="top" align="left">39</td>
</tr> <tr>
<td valign="top" align="left">Business (&#x00023; of citations)</td>
<td valign="top" align="left">1,896</td>
</tr> <tr>
<td valign="top" align="left">Sports (&#x00023; of citations)</td>
<td valign="top" align="left">1,745</td>
</tr> <tr>
<td valign="top" align="left">Psychology (&#x00023; of citations)</td>
<td valign="top" align="left">87</td>
</tr></tbody>
</table>
</table-wrap>
<p>Within the included articles, more than half of all articles (<italic>n</italic> = 660) have been published since 2010 with an increased number per decade (<italic>n</italic><sub>1970 &#x02212; 1979</sub> = 1, <italic>n</italic><sub>1980 &#x02212; 1989</sub> = 10, <italic>n</italic><sub>1990 &#x02212; 1999</sub> = 67, <italic>n</italic><sub>2000 &#x02212; 2009</sub> = 202, <italic>n</italic><sub>2010 &#x02212; 2019</sub> = 500, <italic>n</italic><sub><italic>since</italic>2020</sub>= 160). The highest number of publications within business was in 2021 (<italic>n</italic> = 52), while in sports it was in 2017 and 2018 (<italic>n</italic> = 39).</p>
<sec>
<title>3.1 Scholarly linkage between sports and business literature</title>
<p>To address Research Question (RQ) 1a and RQ1b, i.e., the extent to which the sport and business literature, as well as general psychology literature, is connected, as well as RQ 2, identifying possible links between both contexts, we calculated the distribution of cited articles by the different fields (<xref ref-type="table" rid="T2">Table 2</xref>) and visually mapped the citation network (<xref ref-type="fig" rid="F2">Figure 2</xref>). The citation network displays the interconnectivity of these communities, with each article represented by a node and every citation represented by a link. Thus, networks with a higher number of links indicate high interconnectivity, whereas fewer links indicate a lower level of interconnectivity or even a lack of interconnectivity. As shown in <xref ref-type="fig" rid="F2">Figure 2</xref>, the sports articles (red) and the business articles (blue) are well-connected within their respective fields; however, they mostly remain separate from each other, except for some isolated links. The links are shown in <xref ref-type="table" rid="T3">Table 3</xref>. Four out of six articles which cite the other context were published in or after 2018, while one article was published in 2014. The earliest published article citing the other context (business citing sport) was published in the year 2000. Within the business scope, articles are further divided into two clusters, referred to as the main cluster (on the right-hand side) and the subcluster (on the left-hand side). The yellow nodes, which indicate articles belonging to the &#x0201C;general psychology&#x0201D; category, seem to be interspersed among the other domains, mainly within the business literature. This visualization shows the lack of communication between these two fields without general psychology acting as a bridge. The subcluster of the business field includes <italic>n</italic> = 53 articles. Within this cluster, the most prominent articles are Al Ariss et al. (<xref ref-type="bibr" rid="B1">2014</xref>), with <italic>n</italic> = 22 citations, (Nijs et al., <xref ref-type="bibr" rid="B64">2014</xref>; <italic>n</italic><sub><italic>cited</italic></sub> = 15) and Thunnissen (2016; <italic>n</italic><sub><italic>cited</italic></sub> =10). <italic>N</italic> = 41 articles deal with talent management (i.e., the strategic identification, development, and retention of individuals to enhance organizational performance), defined by either including &#x0201C;talent management&#x0201D; in the title or as a keyword. The remaining articles address the role of technology (Nijs et al., <xref ref-type="bibr" rid="B64">2014</xref>; Thunnissen, <xref ref-type="bibr" rid="B82">2016</xref>), equality (Schmidt and Hunter, <xref ref-type="bibr" rid="B77">1998</xref>; Barrick and Mount, <xref ref-type="bibr" rid="B9">1991</xref>), the role of and perception from managers (Hunter and Hunter, <xref ref-type="bibr" rid="B45">1984</xref>; Judge and Ilies, <xref ref-type="bibr" rid="B49">2002</xref>; Tett et al., <xref ref-type="bibr" rid="B81">1991</xref>), leadership (Arthur et al., <xref ref-type="bibr" rid="B4">2003</xref>), HR in the public sector (Barrick and Mount, <xref ref-type="bibr" rid="B9">1991</xref>; Gaugler et al., <xref ref-type="bibr" rid="B35">1987</xref>) and the definition and operationalization of talent (Nijs et al., <xref ref-type="bibr" rid="B64">2014</xref>; Thunnissen, <xref ref-type="bibr" rid="B82">2016</xref>).</p>
<table-wrap position="float" id="T2">
<label>Table 2</label>
<caption><p>Distribution of the absolute and relative number of citations based on category of referencing articles and referenced articles.</p></caption>
<table frame="box" rules="all">
<thead>
<tr style="background-color:#8f9496;color:#ffffff">
<th valign="top" align="left"><bold>Cited by Paper category</bold></th>
<th valign="top" align="center"><bold>Business (<italic>n =</italic> 1,896)</bold></th>
<th valign="top" align="center"><bold>Sport (<italic>n =</italic> 1,745)</bold></th>
<th valign="top" align="center"><bold>General psychology (<italic>n =</italic> 87)</bold></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Business</td>
<td valign="top" align="center"><italic>n</italic> = 1,824; 96.2 %</td>
<td valign="top" align="center"><italic>n =</italic> 3; 0.17%</td>
<td valign="top" align="center"><italic>n =</italic> 59; 67.82%</td>
</tr> <tr>
<td valign="top" align="left">Sport</td>
<td valign="top" align="center"><italic>n =</italic> 3; 0.16%</td>
<td valign="top" align="center"><italic>n =</italic> 1,729; 99.08%</td>
<td valign="top" align="center"><italic>n =</italic> 20; 22.99%</td>
</tr> <tr>
<td valign="top" align="left">General psychology</td>
<td valign="top" align="center"><italic>n =</italic> 69; 3.64%</td>
<td valign="top" align="center"><italic>n =</italic> 13; 0.74%</td>
<td valign="top" align="center"><italic>n =</italic> 8; 9.2%</td>
</tr></tbody>
</table>
</table-wrap>
<fig id="F2" position="float">
<label>Figure 2</label>
<caption><p>Visualization of talent selection literature citation network.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpsyg-16-1604108-g0002.tif"/>
</fig>
<table-wrap position="float" id="T3">
<label>Table 3</label>
<caption><p>Cross-referenced paper from sports and business.</p></caption>
<table frame="box" rules="all">
<thead>
<tr style="background-color:#8f9496;color:#ffffff">
<th valign="top" align="left"><bold>Business paper cited in sports literate</bold></th>
<th valign="top" align="left"><bold>Cited by</bold></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Nijs S, Gallardo-Gallardo E, Dries N, Sels L. A multidisciplinary review into the definition, operationalization, and measurement of talent. Journal of World Business. 2014 Apr;49(2):180&#x02013;91.</td>
<td valign="top" align="left">Johnston K, Wattie N, Schorer J, Baker J. Talent identification in sport: A systematic review. Sports Medicine. 2018;48(1):97&#x02013;109.</td>
</tr> <tr>
<td valign="top" align="left">Robertson IT, Smith M. Personnel selection. J Occup Organ Psychol. 2001;74(4):441&#x02013;72.</td>
<td valign="top" align="left">Bergkamp TLG, Niessen ASM, den Hartigh RJR, Frencken WGP, Meijer RR. Methodological issues in soccer talent identification research. Sports Medicine. 2019 Sep 1;49(9):1317&#x02013;35.</td>
</tr> <tr>
<td valign="top" align="left">Lievens F, Patterson F. The validity and incremental validity of knowledge tests, low-fidelity simulations, and high-fidelity simulations for predicting job performance in advanced-level high-stakes selection. Journal of Applied Psychology. 2011 Sep;96(5):927&#x02013;40.</td>
<td valign="top" align="left">Den Hartigh RJR, Niessen ASM, Frencken WGP, Meijer RR. Selection procedures in sports: Improving predictions of athletes&#x00027; future performance. Eur J Sport Sci. 2018;18(9):1191&#x02013;8.</td>
</tr> <tr style="background-color:#8f9496;color:#ffffff">
<td valign="top" align="left"><bold>Sport paper cited in business literature</bold></td>
<td valign="top" align="left"><bold>Cited by</bold></td>
</tr> <tr>
<td valign="top" align="left">Blakley BR, Quinones MA, Crawford MS, Jago IA. The validity of isometric strength tests. Pers Psychol. 1994;47(2):247&#x02013;74.</td>
<td valign="top" align="left">Terpstra DE, Kethley RB, Foley RT, Limpaphayom WT. The nature of litigation surrounding five screening devices. Public Pers Manage. 2000 Mar 1;29(1):43&#x02013;54.</td>
</tr> <tr>
<td valign="top" align="left">Bailey R, Morley D. Toward a model of talent development in physical education. Sport Educ Soc. 2006 Aug;11(3):211&#x02013;30.</td>
<td valign="top" align="left">Nijs S, Gallardo-Gallardo E, Dries N, Sels L. A multidisciplinary review into the definition, operationalization, and measurement of talent. Journal of World Business. 2014 Apr;49(2):180&#x02013;91.</td>
</tr> <tr>
<td valign="top" align="left">Vaeyens R, G&#x000FC;llich A, Warr CR, Philippaerts R. Talent identification and promotion programmes of olympic athletes. J Sports Sci. 2009 Nov;27(13):1367&#x02013;80.</td>
<td valign="top" align="left">Finkelstein LM, Costanza DP, Goodwin GF. Do your high potentials have potential? The impact of individual differences and designation on leader success. Pers Psychol. 2018 Mar 1;71(1):3&#x02013;22.</td>
</tr></tbody>
</table>
</table-wrap>
</sec>
<sec>
<title>3.2 Co-citation network</title>
<p>The additional co-citation network analysis (<xref ref-type="fig" rid="F3">Figure 3</xref>) supports the findings. The network is divided into two main clusters. The first cluster on the top (blue) is centered around Schmidt and Hunter (<xref ref-type="bibr" rid="B77">1998</xref>), Barrick and Mount (<xref ref-type="bibr" rid="B9">1991</xref>), and Hunter and Hunter (<xref ref-type="bibr" rid="B45">1984</xref>), focusing on the validity and reliability of various selection methods and their comparison. Additionally, articles dealing with personality traits (e.g., Judge and Ilies, <xref ref-type="bibr" rid="B49">2002</xref>; Tett et al., <xref ref-type="bibr" rid="B81">1991</xref>) as well as focusing on AC (Arthur et al., <xref ref-type="bibr" rid="B4">2003</xref>; Gaugler et al., <xref ref-type="bibr" rid="B35">1987</xref>) are located in this cluster. The co-citation of Cohen (<xref ref-type="bibr" rid="B23">1988</xref>) shows a slight connection to the second cluster due to its proximity to the cluster, as indicated by statistical information. Within the other cluster (red), sports articles are included, primarily related to Vaeyens et al. (<xref ref-type="bibr" rid="B85">2008</xref>), providing an overview of TID in sports and Reilly et al. (<xref ref-type="bibr" rid="B70">2000</xref>), a review of anthropometric and physiological predispositions for soccer. Further analyses of the network, e.g., author collaborations and co-occurrence of words, which exceed the scope of the article, can be found in the Open Science Framework (<ext-link ext-link-type="uri" xlink:href="https://uni.ms/xbu2i">https://uni.ms/xbu2i</ext-link>).</p>
<fig id="F3" position="float">
<label>Figure 3</label>
<caption><p>Co-citation network analysis.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpsyg-16-1604108-g0003.tif"/>
</fig>
</sec>
<sec>
<title>3.3 Influential articles and authors</title>
<p>To answer RQ3 and RQ4, the most cited articles within the business literature and the sport literature are presented in <xref ref-type="table" rid="T4">Table 4</xref> (Top 10 Articles: <xref ref-type="supplementary-material" rid="SM1">Supplementary Table S1</xref>). For the most influential authors (<xref ref-type="table" rid="T5">Table 5</xref>), degree centrality scores ranged from a minimum of 1 to a maximum of 143, with Vaeyens et al. (<xref ref-type="bibr" rid="B85">2008</xref>) having the highest score within the final scope. The mean degree centrality was <italic>M</italic> = 7.9 (<italic>SD</italic> = 9.7). The in-degree centrality ranged from min = 0 to max = 130 (Salgado et al., <xref ref-type="bibr" rid="B76">2003</xref>) with a mean of <italic>M</italic> = 3.97 (<italic>SD</italic> = 8.18). The highest eigenvector centrality was also calculated for Vaeyens et al. (<xref ref-type="bibr" rid="B85">2008</xref>). The highest betweenness was measured for Robertson and Smith (<xref ref-type="bibr" rid="B72">2001</xref>). Centrality measures for the top 5 articles of each centrality measurement can be found in the <xref ref-type="supplementary-material" rid="SM1">Supplementary Table S2</xref>. Within the top 40 authors (<xref ref-type="supplementary-material" rid="SM1">Supplementary Table S3</xref>), <italic>n</italic> = 24 authors mainly published in the domain of sports, whereas <italic>n</italic> = 16 authors are allocated to the business domain.</p>
<table-wrap position="float" id="T4">
<label>Table 4</label>
<caption><p>Top 3 cited paper including number of citations within sport and business literature (indegree centrality).</p></caption>
<table frame="box" rules="all">
<thead>
<tr style="background-color:#8f9496;color:#ffffff">
<th valign="top" align="left"><bold>Top 3 cited sports article</bold></th>
<th valign="top" align="center"><bold>&#x00023; citations</bold></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Vaeyens R, Lenoir M, Williams AM, Philippaerts RM. Talent identification and development programmes in sport. Sports Medicine. 2008;38(9):703&#x02013;14.</td>
<td valign="top" align="center">130 (1,416)</td>
</tr> <tr>
<td valign="top" align="left">Williams AM. Perceptual skill in soccer: Implications for talent identification and development. Journal of sport sciences [Internet]. 2000;18(9):737&#x02013;50. Available from: <ext-link ext-link-type="uri" xlink:href="http://www.tandf.co.uk/journals">http://www.tandf.co.uk/journals</ext-link></td>
<td valign="top" align="center">87 (771)</td>
</tr> <tr>
<td valign="top" align="left">Vaeyens R, Malina RM, Janssens M, Van Renterghem B, Bourgois J, Vrijens J, et al. A multidisciplinary selection model for youth soccer: The Ghent Youth Soccer Project. Br J Sports Med. 2006 Nov;40(11):928&#x02013;34.</td>
<td valign="top" align="center">60 (754)</td>
</tr> <tr style="background-color:#dee1e1;">
<td valign="top" align="center" colspan="2"><bold>Top 3 cited business article</bold></td>
</tr> <tr>
<td valign="top" align="left">Arthur W, Day EA, McNelly TL, Edens PS. A meta-analyses of the criterion-related validity of assessment center dimensions. Pers Psychol. 2003 Mar;56(1):125&#x02013;53.</td>
<td valign="top" align="center">56 (645)</td>
</tr> <tr>
<td valign="top" align="left">Spychalski AC, Qui&#x000F1;ones MA, Gaugler BB, Pohley K. A survey of assessment center &#x000FC;ractices in organizations in the united states. Pers Psychol [Internet]. 1997;50(1):71&#x02013;90. Available from: <ext-link ext-link-type="uri" xlink:href="https://onlinelibrary.wiley.com/doi/10.1111/j.1744-6570.1997.tb00901.x">https://onlinelibrary.wiley.com/doi/10.1111/j.1744-6570.1997.tb00901.x</ext-link></td>
<td valign="top" align="center">44 (320)</td>
</tr> <tr>
<td valign="top" align="left">Klimoski R, Brickner M. Why do assessment centers work? The puzzle of assessment center validity. Pers Psychol. 1987;40(2):243&#x02013;60. Available from: <ext-link ext-link-type="uri" xlink:href="https://onlinelibrary.wiley.com/doi/10.1111/j.1744-6570.1987.tb00603.x">https://onlinelibrary.wiley.com/doi/10.1111/j.1744-6570.1987.tb00603.x</ext-link></td>
<td valign="top" align="center">41 (361)</td>
</tr></tbody>
</table>
<table-wrap-foot>
<p>Number in brackets represent the number of citations on GoogleScholar (May 2024) as a comparison of their relative proportion.</p>
</table-wrap-foot>
</table-wrap>
<table-wrap position="float" id="T5">
<label>Table 5</label>
<caption><p>Top 10 researchers in talent selection ranked by number of publications in scope.</p></caption>
<table frame="box" rules="all">
<thead>
<tr style="background-color:#8f9496;color:#ffffff">
<th valign="top" align="left"><bold>Rank</bold></th>
<th valign="top" align="center"><bold>Author</bold></th>
<th valign="top" align="center"><bold>Publications in articles</bold></th>
<th valign="top" align="center"><bold>Fractionised publication</bold></th>
<th valign="top" align="center"><bold>Main field</bold></th>
<th valign="top" align="center"><bold>h-index</bold></th>
<th valign="top" align="center"><bold>m-index</bold></th>
<th valign="top" align="center"><bold>Total citations (highest number of databases SCOPUS, GS, and WOS)</bold></th>
<th valign="top" align="center"><bold>First publication (earliest of both databases)</bold></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">1</td>
<td valign="top" align="center">Lievens, F.</td>
<td valign="top" align="center">29</td>
<td valign="top" align="center">12.37</td>
<td valign="top" align="center">Business</td>
<td valign="top" align="center">91</td>
<td valign="top" align="center">3.64</td>
<td valign="top" align="center">28,567</td>
<td valign="top" align="center">1998</td>
</tr> <tr>
<td valign="top" align="left">2</td>
<td valign="top" align="center">Lenoir, M.<sup>&#x0002A;</sup></td>
<td valign="top" align="center">21</td>
<td valign="top" align="center">3.79</td>
<td valign="top" align="center">Sport</td>
<td valign="top" align="center">51</td>
<td valign="top" align="center">1.82</td>
<td valign="top" align="center">9,277</td>
<td valign="top" align="center">1995</td>
</tr> <tr>
<td valign="top" align="left">3</td>
<td valign="top" align="center">Fransen, J.</td>
<td valign="top" align="center">18</td>
<td valign="top" align="center">3.31</td>
<td valign="top" align="center">Sport</td>
<td valign="top" align="center">31</td>
<td valign="top" align="center">2.82</td>
<td valign="top" align="center">3,661</td>
<td valign="top" align="center">2012</td>
</tr> <tr>
<td valign="top" align="left">4</td>
<td valign="top" align="center">Vaeyens, R.</td>
<td valign="top" align="center">18</td>
<td valign="top" align="center">3.22</td>
<td valign="top" align="center">Sport</td>
<td valign="top" align="center">51</td>
<td valign="top" align="center">2.31</td>
<td valign="top" align="center">12,690</td>
<td valign="top" align="center">2001</td>
</tr> <tr>
<td valign="top" align="left">5</td>
<td valign="top" align="center">Kleinmann, M.</td>
<td valign="top" align="center">17</td>
<td valign="top" align="center">4.26</td>
<td valign="top" align="center">Business</td>
<td valign="top" align="center">42</td>
<td valign="top" align="center">1.27</td>
<td valign="top" align="center">5,101</td>
<td valign="top" align="center">1990</td>
</tr> <tr>
<td valign="top" align="left">6</td>
<td valign="top" align="center">Pion, J.</td>
<td valign="top" align="center">17</td>
<td valign="top" align="center">2.89</td>
<td valign="top" align="center">Sport</td>
<td valign="top" align="center">29</td>
<td valign="top" align="center">0.91</td>
<td valign="top" align="center">3,406</td>
<td valign="top" align="center">1991</td>
</tr> <tr>
<td valign="top" align="left">7</td>
<td valign="top" align="center">Baker, J.</td>
<td valign="top" align="center">15</td>
<td valign="top" align="center">4.57</td>
<td valign="top" align="center">Sport</td>
<td valign="top" align="center">81</td>
<td valign="top" align="center">2.7</td>
<td valign="top" align="center">24,864</td>
<td valign="top" align="center">1993</td>
</tr> <tr>
<td valign="top" align="left">8</td>
<td valign="top" align="center">Melchers, K.G.</td>
<td valign="top" align="center">14</td>
<td valign="top" align="center">3.91</td>
<td valign="top" align="center">Business</td>
<td valign="top" align="center">31</td>
<td valign="top" align="center">1.41</td>
<td valign="top" align="center">3,374</td>
<td valign="top" align="center">2001</td>
</tr> <tr>
<td valign="top" align="left">9</td>
<td valign="top" align="center">Robertson, S.</td>
<td valign="top" align="center">14</td>
<td valign="top" align="center">3.8</td>
<td valign="top" align="center">Sport</td>
<td valign="top" align="center">39</td>
<td valign="top" align="center">3.55</td>
<td valign="top" align="center">4,848</td>
<td valign="top" align="center">2012</td>
</tr> <tr>
<td valign="top" align="left">10</td>
<td valign="top" align="center">Woods, C.T.</td>
<td valign="top" align="center">14</td>
<td valign="top" align="center">2.93</td>
<td valign="top" align="center">Sport</td>
<td valign="top" align="center">29</td>
<td valign="top" align="center">1.38</td>
<td valign="top" align="center">2,554</td>
<td valign="top" align="center">2002</td>
</tr></tbody>
</table>
<table-wrap-foot>
<fn id="TN1"><p>Authors are ranked by the number of publications within the scope. Total publications (highest number), total citations (highest number) and first publication (earliest year) as found in GoogleScholar and SCOPUS database.</p></fn>
<fn id="TN2"><p><sup>&#x0002A;</sup>no Google Scholar metrics were available and SCOPUS measures were used, which may underestimate characteristics. A full list of the top 40 authors can be found in the <xref ref-type="supplementary-material" rid="SM1">Supplementary material</xref>.</p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
</sec>
<sec id="s4">
<title>4 Discussion</title>
<p>The primary objective of this investigation was to systematically draw a representative picture of the extent of the scholarly linkage between talent selection literature in sports and business. The main findings of the CNA reveal a clear disconnection between the two contexts, with neither a direct nor an indirect path through the fundamental discipline of psychology. Although both contexts show similar fundamental goals (Ployhart et al., <xref ref-type="bibr" rid="B69">2017</xref>; Williams and Reilly, <xref ref-type="bibr" rid="B90">2000</xref>) sports and business form distinct clusters, with the business cluster further separated into two smaller clusters. The first of the two clusters seems to focus on psychometric testing and selection methods, while the second cluster seems to focus on talent management. For sports, only one cluster was found. They reveal that each field appears to develop its knowledge independently. Based on these findings, we conclude that there is limited awareness of potentially relevant literature from the other context. Notably, however, the majority of cross-contextual links have emerged only since 2018, highlighting a rising interest in cross-contextual integration and reflecting the increasing importance of bridging the two domains.</p>
<sec>
<title>4.1 Similarities between selection in sports and business</title>
<p>Similarities between the two contexts can be found in psychological aspects that serve as predictors of performance, such as personality or motivation [e.g., Ivarsson et al. (<xref ref-type="bibr" rid="B46">2020</xref>) in sports; Baruch et al. (<xref ref-type="bibr" rid="B10">2004</xref>) in business]. In both contexts, these (Gagn&#x000E9;, <xref ref-type="bibr" rid="B34">2010</xref>) factors are illustrated in theoretical models, such as the Differentiated Model of Giftedness and Talent (Roberts et al., <xref ref-type="bibr" rid="B71">2019</xref>), which includes intrapersonal factors like personality and motivation as catalysts in the developmental process from giftedness to talent. Within the work setting Cortina and Luchman (<xref ref-type="bibr" rid="B25">2013</xref>); based on Campbell et al. (<xref ref-type="bibr" rid="B20">1993</xref>) include personality factors as well as motivation as a mediator between abilities and dispositional traits on job performance. Moreover, empirical findings support the importance of psychological attributes in both contexts. In sports, Allen et al. (<xref ref-type="bibr" rid="B2">2013</xref>) identified personality traits as significant discriminators between elite and non-elite athletes (Klimoski and Brickner, <xref ref-type="bibr" rid="B51">1987</xref>), and Spychalski et al. (<xref ref-type="bibr" rid="B79">1997</xref>) showed in their systematic review a positive relationship between the achievement component, hope for success and future performance. Parallel evidence exists in the business literature, where Barrick and Mount (<xref ref-type="bibr" rid="B9">1991</xref>) demonstrated significant relationships between the personality dimension conscientiousness and job performance. At the same time, Grant (<xref ref-type="bibr" rid="B38">2008</xref>) has shown that intrinsically motivated employees yield better job performance. Additionally, methodological foundations, such as the (Arthur and Villado, <xref ref-type="bibr" rid="B5">2008</xref>; Sackett et al., <xref ref-type="bibr" rid="B75">2022</xref>; Bergkamp et al., <xref ref-type="bibr" rid="B12">2022b</xref>). Thus, even though significant similarities exist between the two contexts at both a construct level, such as recording psychological constructs (e.g., Eisenmann et al., <xref ref-type="bibr" rid="B30">2020</xref>; Johnston and Baker, <xref ref-type="bibr" rid="B47">2020</xref>) and a methodological level (e.g., Lievens et al., <xref ref-type="bibr" rid="B57">2008</xref>; Collings and Mellahi, <xref ref-type="bibr" rid="B24">2009</xref>), differences between sports and business remain, which may lead to the scholarly disconnection.</p>
</sec>
<sec>
<title>4.2 Disconnection between sports and business literature</title>
<p>The citation network analysis, as well as the co-citation network, reveal a clear disconnect between the two contexts on a literary level. This lack of a scholarly linkage may be due to several reasons: the leading reason may be the time point of selection. In sports, selection typically starts at the age of 12 years (Ford et al., <xref ref-type="bibr" rid="B33">2020</xref>), whereas selection procedures in companies are implemented at substantially later developmental stages, predominantly post-adolescence (&#x0007E;18 years) and throughout distinct career phases (Dries, <xref ref-type="bibr" rid="B29">2013</xref>). Although the experience of both groups, athletes and employees, may be comparable at the selection timing, suggesting potential as a relevant criterion, the predictive accuracy in athletic contexts is significantly constrained by maturational variance (Eisenmann et al., <xref ref-type="bibr" rid="B30">2020</xref>). In contrast, selection in companies benefits from relative maturational stability, enabling more reliable assessment of current capabilities and short-term potential. This age-related factor may also contribute to differences in assessment focus: sports research frequently emphasizes developmental (Johnston et al., <xref ref-type="bibr" rid="B48">2018</xref>; Vaeyens et al., <xref ref-type="bibr" rid="B85">2008</xref>) and physical aspects (Baker et al., <xref ref-type="bibr" rid="B7">2020</xref>) aspects, whereas business research predominantly concentrates on cognitive factors (Berry et al., <xref ref-type="bibr" rid="B14">2024</xref>) and competency-based evaluations (Lievens et al., <xref ref-type="bibr" rid="B59">2021</xref>).</p>
<p>Independent of these contextual demands, both show challenges in the prediction of performance (Bergkamp et al., <xref ref-type="bibr" rid="B13">2019</xref>; Schmidt and Hunter, <xref ref-type="bibr" rid="B77">1998</xref>). Empirical investigations in sport predominantly focus on individual relationships between performance and possible predictors (Johnston and Baker, <xref ref-type="bibr" rid="B47">2020</xref>). Meanwhile, business research exhibits heterogeneous approaches to evaluating the predictive and incremental validity of theoretical constructs and methodological protocols (Berry et al., <xref ref-type="bibr" rid="B14">2024</xref>; Schmidt and Hunter, <xref ref-type="bibr" rid="B77">1998</xref>), which may further contribute to the lack of a well-established linkage between the two domains. The disconnection may also be justified by the fact that selection research in the sports context began decades after it started in business, resulting in a difference in the amount of research. Additionally, the evolution of selection methods has led to convergence between the contexts in recent years, albeit slowly. Nevertheless, in both contexts, a combination of objective and subjective measurements is now the dominant approach (Bar-Eli et al., <xref ref-type="bibr" rid="B8">2024</xref>; Highhouse, <xref ref-type="bibr" rid="B40">2008</xref>), with research aiming to find valid predictive constructs and methods for future performance (Schmidt and Hunter, <xref ref-type="bibr" rid="B77">1998</xref>; Koz et al., <xref ref-type="bibr" rid="B53">2012</xref>).</p>
<p>The analysis of citation patterns and the most prominent articles within the scope further reveal distinct emphases within the sports and business domains regarding talent identification methodologies. In the sports literature, highly cited (Vaeyens et al., <xref ref-type="bibr" rid="B85">2008</xref>; Lefebvre et al., <xref ref-type="bibr" rid="B55">2020</xref>; Williams, <xref ref-type="bibr" rid="B89">2000</xref>; Vaeyens et al., <xref ref-type="bibr" rid="B86">2006</xref>). Notable contributions include Vaeyens et al.&#x00027;s (<xref ref-type="bibr" rid="B85">2008</xref>) theoretical framework, which synthesizes genetic and environmental factors in adolescent talent identification, emphasizing the critical integration of maturational status within dynamic talent identification and development protocols. Williams&#x00027; (<xref ref-type="bibr" rid="B89">2000</xref>) examination of perceptual skill differentiation in soccer provides empirical evidence for skill-based talent identification metrics. In contrast, Vaeyens et al.s (<xref ref-type="bibr" rid="B86">2006</xref>) subsequent analysis of discriminative characteristics in youth soccer establishes the temporal dependency of talent indicators and advocates for adaptive identification methodologies. Collectively, these articles emphasize the multidimensional approach, including biological determinants as well as environmental influences. This approach holds implications for talent selection to be dynamic, age-specific and continuously adapted throughout developmental stages.</p>
<p>In the business domain, AC research dominates the most-cited literature, encompassing methodologically diverse approaches: meta-analytical validation studies (Arthur et al., <xref ref-type="bibr" rid="B4">2003</xref>), empirical investigations of organizational implementation (Spychalski et al., <xref ref-type="bibr" rid="B79">1997</xref>), and theoretical reviews (Collings and Mellahi, <xref ref-type="bibr" rid="B24">2009</xref>). The highly cited articles of Spychalski et al. (<xref ref-type="bibr" rid="B79">1997</xref>) as well as Klimoski and Brickner (<xref ref-type="bibr" rid="B51">1987</xref>) reflect the importance of evidence-based selection practices in the business context and their practical implementation. The focus on AC reflects the approach of multi-method assessment while simultaneously addressing the research practice gap. The prevalent research from both contexts reveals a shared focus on multidimensional assessment. However, the sports context focuses mainly on developmental potential, while business prioritizes methodological validation and implementation strategies.</p>
</sec>
<sec>
<title>4.3 Connection between sports and business literature</title>
<p>Despite the above-mentioned apparent disconnection between both contexts characterized by differences in timing, developmental focus and methodological aspects, the CNA also reveals some connections. In addition to most of the literature, which appears to be unconnected, the analysis reveals six bidirectional references between sports and business literature, showing distinct patterns of methodological integration.</p>
<p>Within the sports context, the integration of business literature manifests through different dimensions: Johnston et al. (<xref ref-type="bibr" rid="B48">2018</xref>) are focusing on the understanding of talent identification and related issues, while Bergkamp et al. (<xref ref-type="bibr" rid="B13">2019</xref>) systematically incorporates selection-psychological principles into sport-specific talent identification. Den Hartigh et al. (<xref ref-type="bibr" rid="B27">2018</xref>) adapt the work of Lievens and Patterson (<xref ref-type="bibr" rid="B58">2011</xref>) to highlight the methodological differentiation between signs and samples approaches, especially regarding enhanced predictive validity of behavioral sampling in homogeneous elite populations, referring to the work context.</p>
<p>Conversely, within the business context, Terpstra et al. (<xref ref-type="bibr" rid="B80">2000</xref>) reference to Blakley et al. (<xref ref-type="bibr" rid="B15">1994</xref>) only includes the naming of physical ability tests and their relationship with job performance in a general introduction of selection methods. Nijs et al.&#x00027;s (<xref ref-type="bibr" rid="B64">2014</xref>) integration of Bailey and Morley&#x00027;s (<xref ref-type="bibr" rid="B6">2006</xref>) framework demonstrates theoretical adaptation, particularly regarding deliberate conceptualization and expertise development paradigms. The paper integrates Bailey and Morley&#x00027;s findings with other literature on motivation and interests, suggesting that these factors, along with deliberate practice, are crucial for talent development. This holistic view underscores the importance of not only innate abilities but also the environmental and psychological factors that contribute to talent realization. Although some cross-contextual linkage is evident, the connection ranges from superficial adaptations and naming to more substantial theoretical adaptations. The latter holds potential for future integrated research. Future research in this direction may incorporate more profound knowledge and transfer methodological aspects.</p>
<p>Building upon these findings, they offer potential for future scholarly exploration, including the integration of methodological frameworks, particularly regarding psychological predictors, as well as the cross-contextual discussions about selection validity and the use of diverse methods. These aspects suggest an unexplored potential for theoretical synthesis and methodological transfer between the two contexts, which have thus far developed separately from each other within the common fundamental discipline of psychology.</p>
<p>The results only partially support the findings of a previous bibliometric analysis (Parra-Martinez and Wai, <xref ref-type="bibr" rid="B68">2023</xref>), which shows an indirect connection through the fundamental discipline of psychology. Our co-citation network analysis reveals a disconnection, highlighting two distinct clusters and a limited number of co-citations between the two domains. This is surprising, as psychological research led to the disciplines of sport psychology as well as industrial-organizational psychology (Lievens et al., <xref ref-type="bibr" rid="B59">2021</xref>; Gonzalez-Mul&#x000E9; et al., <xref ref-type="bibr" rid="B36">2014</xref>).</p>
</sec>
</sec>
<sec id="s5">
<title>5 Limitations</title>
<p>By including articles from the SCOPUS and Web of Science databases, we aimed to showcase the scientific discussion in both contexts as much as possible. Compared to Parra-Martinez and Wai (<xref ref-type="bibr" rid="B68">2023</xref>) the present study included a systematic literature search, followed by clearly defined inclusion and exclusion criteria and independent screening. Although this procedure resulted in a smaller number of included articles, it focused explicitly on the selection process in comparison to similar and related processes, such as talent identification and therefore expands the results of previous network analyses in this field. Even with a thorough screening process and the inclusion of a still high number of articles, it is likely that some articles may be missing due to their publication in other databases. On the other hand, the inclusion of articles that only briefly reference a topic might distort the analysis by inflating the perceived size of the clusters or creating false impressions of (inter-) connectedness. Additionally, the exclusion of several publication types, such as theses or book chapters, as well as limiting the literature search to specific subject areas, may exclude literature that could connect the two contexts. Furthermore, due to technical limitations in merging SCOPUS and Web of Science data within <italic>bibliometrix</italic>, only 893 of the initially identified 940 articles could be re-included in the co-citation network analysis. While this 5% reduction had no impact on the main CNA and therefore did not affect cross-contextual citations, it may have resulted in slightly smaller or less differentiated co-citation clusters. However, with &#x0003E;20,000 articles found in the initial literature search and including 940, respectively 893 articles in the final analysis, we believe that our findings are reliable and adequately represent the field.</p>
<p>Analytical limitations, such as text seniority (older articles seem to be more important), preferential attachment (citing established text to legitimize own work), self-citations, citation characteristics (no measurement of contextually relevant information) and inter-disciplinary norms (cross-contextual difference in citation patterns) should be considered when interpreting the results (Lefebvre et al., <xref ref-type="bibr" rid="B55">2020</xref>). Given the extensive body of literature in this field, including related topics, the literature search was not exhaustive. Furthermore, by limiting the inclusion criteria to literature from psychology as a potential connecting discipline, other relevant fields such as genetics and statistics were not examined. The influence of these disciplines warrants further exploration, with an emphasis on identifying potential advantages and integrative opportunities for both domains.</p></sec>
<sec id="s6">
<title>6 Implications and future directions</title>
<p>The study aimed to assess the scholarly linkage between talent selection in sports and business in a representative manner. Based on the results, there remains cross-contextual potential. Regarding assessment methods, AC, as well as SJT, represent a substantial amount of research in the field of business research. Future research could consider testing these in sports talent selection. Both methods benefit from being highly position-specific and therefore have the potential to be tailored specifically to the demands of the sport or company. Furthermore, the utilization of psychological constructs (Roberts et al., <xref ref-type="bibr" rid="B71">2019</xref>) within both contexts and the potential benefit for the other context could be assessed in future studies. Comparative method studies, i.e., transferring methods to other contexts, offer opportunities for future research and the sharing of knowledge. Lastly, focusing on development, both in sports and business (i.e., high-potential individuals, future leaders), may lead to the building of general theoretical frameworks.</p>
<p>In conclusion, our research reveals a complex integration of talent selection research across the sports and business context. Despite demonstrating fundamental psychological foundations and talent selection objectives for both, the CNA uncovers a scholarly disconnection. It has been shown that talent selection research is a prominent topic in sports and business literature, and therefore, a substantial amount of knowledge exists. Researchers in both contexts are encouraged to examine literature from other contexts for empirical, methodological and practical integration, resulting in a more advanced understanding. Especially the integration of methodological frameworks, particularly regarding psychological predictors, as well as the cross-contextual discussions about selection validity and the use of diverse methods, offers potential for further research. This may further integrate knowledge rather than prompting parallel development within the discipline of psychology.</p></sec>
</body>
<back>
<sec sec-type="data-availability" id="s7">
<title>Data availability statement</title>
<p>The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found at: OSF <ext-link ext-link-type="uri" xlink:href="https://osf.io/av45p/?view_only=4f8ff7ff00b24a2a8e5ba01b6a2ce152">https://osf.io/av45p/?view_only=4f8ff7ff00b24a2a8e5ba01b6a2ce152</ext-link>.</p>
</sec>
<sec sec-type="author-contributions" id="s8">
<title>Author contributions</title>
<p>BB: Conceptualization, Formal analysis, Methodology, Project administration, Visualization, Writing &#x02013; original draft, Writing &#x02013; review &#x00026; editing. DD: Conceptualization, Methodology, Supervision, Writing &#x02013; review &#x00026; editing. OH: Conceptualization, Supervision, Writing &#x02013; review &#x00026; editing. BS: Conceptualization, Supervision, Writing &#x02013; review &#x00026; editing.</p>
</sec>
<sec sec-type="funding-information" id="s9">
<title>Funding</title>
<p>The author(s) declare that financial support was received for the research and/or publication of this article. We acknowledge support from the Open Access Publication Fund of the University of M&#x000FC;nster.</p>
</sec>
<ack><p>The authors would like to thank Leon Br&#x000FC;ggemann, Lennard Berning, Lena Kober, Aiste Dervinyte, Marcel Hier, and Philipp Reyher for their contribution to this work. We would also like to thank Luca Hauser for his feedback on a previous version of this manuscript, as well as Thea Kraushaar and Lena Wiesel for their work on manuscript preparation.</p>
</ack>
<sec sec-type="COI-statement" id="conf1">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="s10">
<title>Generative AI statement</title>
<p>The author(s) declare that no Gen AI was used in the creation of this manuscript.</p></sec>
<sec sec-type="disclaimer" id="s11">
<title>Publisher&#x00027;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<sec sec-type="supplementary-material" id="s12">
<title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fpsyg.2025.1604108/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fpsyg.2025.1604108/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="Table_1.pdf" id="SM1" mimetype="application/pdf" xmlns:xlink="http://www.w3.org/1999/xlink"/></sec>
<ref-list>
<title>References</title>
<ref id="B1">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Al Ariss</surname> <given-names>A.</given-names></name> <name><surname>Cascio</surname> <given-names>W. F.</given-names></name> <name><surname>Paauwe</surname> <given-names>J.</given-names></name></person-group> (<year>2014</year>). <article-title>Talent management: current theories and future research directions</article-title>. <source>J. World Bus</source>. <volume>49</volume>, <fpage>173</fpage>&#x02013;<lpage>179</lpage>. <pub-id pub-id-type="doi">10.1016/j.jwb.2013.11.001</pub-id><pub-id pub-id-type="pmid">28125256</pub-id></citation></ref>
<ref id="B2">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Allen</surname> <given-names>M. S.</given-names></name> <name><surname>Greenlees</surname> <given-names>I.</given-names></name> <name><surname>Jones</surname> <given-names>M.</given-names></name></person-group> (<year>2013</year>). <article-title>Personality in sport: a comprehensive review</article-title>. <source>Int. Rev. Sport Exerc. Psychol.</source> <volume>6</volume>, <fpage>184</fpage>&#x02013;<lpage>208</lpage>. <pub-id pub-id-type="doi">10.1080/1750984X.2013.769614</pub-id></citation>
</ref>
<ref id="B3">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Aria</surname> <given-names>M.</given-names></name> <name><surname>Cuccurullo</surname> <given-names>C.</given-names></name></person-group> (<year>2017</year>). <article-title>bibliometrix : an R-tool for comprehensive science mapping analysis</article-title>. <source>J. Informetr</source>. <volume>11</volume>, <fpage>959</fpage>&#x02013;<lpage>75</lpage>. <pub-id pub-id-type="doi">10.1016/j.joi.2017.08.007</pub-id></citation>
</ref>
<ref id="B4">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Arthur</surname> <given-names>W.</given-names></name> <name><surname>Day</surname> <given-names>E. A.</given-names></name> <name><surname>McNelly</surname> <given-names>T. L.</given-names></name> <name><surname>Edens</surname> <given-names>P. S.</given-names></name></person-group> (<year>2003</year>). <article-title>A meta-analyses of the criterion-related validity of assessment center dimensions</article-title>. <source>Pers. Psychol</source>. <volume>56</volume>, <fpage>125</fpage>&#x02013;<lpage>153</lpage>. <pub-id pub-id-type="doi">10.1111/j.1744-6570.2003.tb00146.x</pub-id><pub-id pub-id-type="pmid">18808224</pub-id></citation></ref>
<ref id="B5">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Arthur</surname> <given-names>W.</given-names></name> <name><surname>Villado</surname> <given-names>A. J.</given-names></name></person-group> (<year>2008</year>). <article-title>The importance of distinguishing between constructs and methods when comparing predictors in personnel selection research and practice</article-title>. <source>J. Appl. Psychol</source>. <volume>93</volume>, <fpage>435</fpage>&#x02013;<lpage>442</lpage>. <pub-id pub-id-type="doi">10.1037/0021-9010.93.2.435</pub-id><pub-id pub-id-type="pmid">18361642</pub-id></citation></ref>
<ref id="B6">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Bailey</surname> <given-names>R.</given-names></name> <name><surname>Morley</surname> <given-names>D.</given-names></name></person-group> (<year>2006</year>). <article-title>Towards a model of talent development in physical education</article-title>. <source>Sport Educ. Soc</source>. <volume>11</volume>, <fpage>211</fpage>&#x02013;<lpage>230</lpage>. <pub-id pub-id-type="doi">10.1080/13573320600813366</pub-id></citation>
</ref>
<ref id="B7">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Baker</surname> <given-names>J.</given-names></name> <name><surname>Wilson</surname> <given-names>S.</given-names></name> <name><surname>Johnston</surname> <given-names>K.</given-names></name> <name><surname>Dehghansai</surname> <given-names>N.</given-names></name> <name><surname>Koenigsberg</surname> <given-names>A.</given-names></name> <name><surname>Vegt</surname> <given-names>D. S</given-names></name> <etal/></person-group>. (<year>2020</year>). <article-title>Talent research in sport 1990&#x02013;2018: a scoping review</article-title>. <source>Front. Psychol.</source> <volume>11</volume>:<fpage>607710</fpage>. <pub-id pub-id-type="doi">10.3389/fpsyg.2020.607710</pub-id><pub-id pub-id-type="pmid">33324305</pub-id></citation></ref>
<ref id="B8">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Bar-Eli</surname> <given-names>M.</given-names></name> <name><surname>Lidor</surname> <given-names>R.</given-names></name> <name><surname>Lath</surname> <given-names>F.</given-names></name> <name><surname>Schorer</surname> <given-names>J.</given-names></name></person-group> (<year>2024</year>). <article-title>The feudal glove of talent-selection decisions in sport&#x02014;strengthening the link between subjective and objective assessments</article-title>. <source>Asian J. Sport Exerc. Psychol.</source> <volume>4</volume>, <fpage>1</fpage>&#x02013;<lpage>6</lpage>. <pub-id pub-id-type="doi">10.1016/j.ajsep.2023.09.003</pub-id></citation>
</ref>
<ref id="B9">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Barrick</surname> <given-names>M. R.</given-names></name> <name><surname>Mount</surname> <given-names>M. K.</given-names></name></person-group> (<year>1991</year>). <article-title>The big five personality dimensions and job performance: a meta-analysis</article-title>. <source>Pers. Psychol</source>. <volume>44</volume>, <fpage>1</fpage>&#x02013;<lpage>26</lpage>. <pub-id pub-id-type="doi">10.1111/j.1744-6570.1991.tb00688.x</pub-id></citation>
</ref>
<ref id="B10">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Baruch</surname> <given-names>Y.</given-names></name> <name><surname>O&#x00027;Creevy</surname> <given-names>M. F.</given-names></name> <name><surname>Hind</surname> <given-names>P.</given-names></name> <name><surname>Vigoda-Gadot</surname> <given-names>E.</given-names></name></person-group> (<year>2004</year>). <article-title>Prosocial behavior and job performance: does the need for control and the need for achievement make a difference?</article-title> <source>Soc. Behav. Pers.</source> <volume>32</volume>, <fpage>399</fpage>&#x02013;<lpage>411</lpage>. <pub-id pub-id-type="doi">10.2224/sbp.2004.32.4.399</pub-id></citation>
</ref>
<ref id="B11">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Bergkamp</surname> <given-names>T. L. G.</given-names></name> <name><surname>Frencken</surname> <given-names>W. G. P.</given-names></name> <name><surname>Niessen</surname> <given-names>A. S. M.</given-names></name> <name><surname>Meijer</surname> <given-names>R. R.</given-names></name> <name><surname>den Hartigh</surname> <given-names>R. J. R.</given-names></name></person-group> (<year>2022a</year>). <article-title>How soccer scouts identify talented players</article-title>. <source>Eur. J. Sport Sci</source>. <volume>22</volume>, <fpage>994</fpage>&#x02013;<lpage>1004</lpage>. <pub-id pub-id-type="doi">10.1080/17461391.2021.1916081</pub-id><pub-id pub-id-type="pmid">33858300</pub-id></citation></ref>
<ref id="B12">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Bergkamp</surname> <given-names>T. L. G.</given-names></name> <name><surname>Meijer</surname> <given-names>R. R.</given-names></name> <name><surname>den Hartigh Ruud</surname> <given-names>J. R.</given-names></name> <name><surname>Frencken</surname> <given-names>W. G. P.</given-names></name> <name><surname>Niessen</surname> <given-names>A. S. M.</given-names></name></person-group> (<year>2022b</year>). <article-title>Examining the reliability and predictive validity of performance assessments by soccer coaches and scouts: the influence of structured collection and mechanical combination of information</article-title>. <source>Psychol. Sport Exerc</source>. <volume>63</volume>:<fpage>102257</fpage>. <pub-id pub-id-type="doi">10.1016/j.psychsport.2022.102257</pub-id></citation>
</ref>
<ref id="B13">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Bergkamp</surname> <given-names>T. L. G.</given-names></name> <name><surname>Niessen</surname> <given-names>A. S. M.</given-names></name> <name><surname>den Hartigh</surname> <given-names>R. J. R.</given-names></name> <name><surname>Frencken</surname> <given-names>W. G. P.</given-names></name> <name><surname>Meijer</surname> <given-names>R. R.</given-names></name></person-group> (<year>2019</year>). <article-title>Methodological issues in soccer talent identification research</article-title>. <source>Sports Med</source>. <volume>49</volume>, <fpage>1317</fpage>&#x02013;<lpage>1335</lpage>. <pub-id pub-id-type="doi">10.1007/s40279-019-01113-w</pub-id><pub-id pub-id-type="pmid">31161402</pub-id></citation></ref>
<ref id="B14">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Berry</surname> <given-names>C. M.</given-names></name> <name><surname>Lievens</surname> <given-names>F.</given-names></name> <name><surname>Zhang</surname> <given-names>C.</given-names></name> <name><surname>Sackett</surname> <given-names>P. R.</given-names></name></person-group> (<year>2024</year>). <article-title>Insights from an updated personnel selection meta-analytic matrix: revisiting general mental ability tests&#x00027; role in the validity&#x02013;diversity trade-off</article-title>. <source>J. Appl. Psychol</source>. <volume>109</volume>, <fpage>1611</fpage>&#x02013;<lpage>1634</lpage>. <pub-id pub-id-type="doi">10.1037/apl0001203</pub-id><pub-id pub-id-type="pmid">38695805</pub-id></citation></ref>
<ref id="B15">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Blakley</surname> <given-names>B. R.</given-names></name> <name><surname>Quinones</surname> <given-names>M. A.</given-names></name> <name><surname>Crawford</surname> <given-names>M. S.</given-names></name> <name><surname>Jago</surname> <given-names>I. A.</given-names></name></person-group> (<year>1994</year>). <article-title>The validity of isometric strength tests</article-title>. <source>Pers. Psychol</source>. <volume>47</volume>, <fpage>247</fpage>&#x02013;<lpage>274</lpage>. <pub-id pub-id-type="doi">10.1111/j.1744-6570.1994.tb01724.x</pub-id></citation>
</ref>
<ref id="B16">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Bonacich</surname> <given-names>P.</given-names></name></person-group> (<year>1987</year>). <article-title>Power and centrality: a family of measures</article-title>. <source>Am. J. Sociol.</source> <volume>92</volume>, <fpage>1170</fpage>&#x02013;<lpage>1182</lpage>. <pub-id pub-id-type="doi">10.1086/228631</pub-id></citation>
</ref>
<ref id="B17">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Borgatti</surname> <given-names>S. P.</given-names></name> <name><surname>Everett</surname> <given-names>M. G.</given-names></name> <name><surname>Johnson</surname> <given-names>J. C.</given-names></name></person-group> (<year>2018</year>). <source>Analyzing Social Networks</source>. SAGE Publications Ltd.</citation>
</ref>
<ref id="B18">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Borman</surname> <given-names>W. C.</given-names></name> <name><surname>Motowidlo</surname> <given-names>S. J.</given-names></name></person-group> (<year>1997</year>). <article-title>Task performance and contextual performance: the meaning for personnel selection research</article-title>. <source>Hum Perform</source>. <volume>10</volume>, <fpage>99</fpage>&#x02013;<lpage>109</lpage>. <pub-id pub-id-type="doi">10.1207/s15327043hup1002_3</pub-id></citation>
</ref>
<ref id="B19">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Bruner</surname> <given-names>M. W.</given-names></name> <name><surname>Erickson</surname> <given-names>K.</given-names></name> <name><surname>McFadden</surname> <given-names>K.</given-names></name> <name><surname>Cote</surname> <given-names>J.</given-names></name></person-group> (<year>2009</year>). <article-title>Tracing the origins of athlete development models in sport: a citation path analysis</article-title>. <source>Int. Rev. Sport Exerc. Psychol</source>. <volume>2</volume>, <fpage>23</fpage>&#x02013;<lpage>37</lpage>. <pub-id pub-id-type="doi">10.1080/17509840802687631</pub-id></citation>
</ref>
<ref id="B20">
<citation citation-type="book"><person-group person-group-type="author"><name><surname>Campbell</surname> <given-names>J. P.</given-names></name> <name><surname>McCloy</surname> <given-names>R. A.</given-names></name> <name><surname>Oppler</surname> <given-names>S. H.</given-names></name> <name><surname>Sager</surname> <given-names>C. E.</given-names></name></person-group> (<year>1993</year>). <article-title>&#x0201C;A theory of performance,&#x0201D;</article-title> in <source>Personnel Selection in Organizations</source>, eds. N. Schmitt and W. C. Borman (<publisher-loc>San Francisco, CA</publisher-loc>: <publisher-name>Jossey-Bass</publisher-name>).</citation>
</ref>
<ref id="B21">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Capstick</surname> <given-names>A. L.</given-names></name> <name><surname>Trudel</surname> <given-names>P.</given-names></name></person-group> (<year>2010</year>). <article-title>Coach communication of non-selection in youth competitive sport</article-title>. <source>Int. J. Coach. Sci.</source> <volume>4</volume>:<fpage>3</fpage>.</citation>
</ref>
<ref id="B22">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Christiansen</surname> <given-names>N. D.</given-names></name> <name><surname>Janovics</surname> <given-names>J. E.</given-names></name> <name><surname>Siers</surname> <given-names>B. P.</given-names></name></person-group> (<year>2010</year>). <article-title>Emotional intelligence in selection contexts: measurement method, criterion-related validity, and vulnerability to response distortion</article-title>. <source>Int. J. Sel. Assess.</source> <volume>18</volume>, <fpage>87</fpage>&#x02013;<lpage>101</lpage>. <pub-id pub-id-type="doi">10.1111/j.1468-2389.2010.00491.x</pub-id></citation>
</ref>
<ref id="B23">
<citation citation-type="book"><person-group person-group-type="author"><name><surname>Cohen</surname> <given-names>J.</given-names></name></person-group> (<year>1988</year>). <source>Statistical Power Analysis for the Behavioral Sciences</source>. 2nd ed. <publisher-loc>Hilsdale, NJ</publisher-loc>: <publisher-name>L. Erlbaum Associates</publisher-name>.</citation>
</ref>
<ref id="B24">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Collings</surname> <given-names>D. G.</given-names></name> <name><surname>Mellahi</surname> <given-names>K.</given-names></name></person-group> (<year>2009</year>). <article-title>Strategic talent management: a review and research agenda</article-title>. <source>Hum. Resour. Manag. Rev</source>. <volume>19</volume>, <fpage>304</fpage>&#x02013;<lpage>313</lpage>. <pub-id pub-id-type="doi">10.1016/j.hrmr.2009.04.001</pub-id></citation>
</ref>
<ref id="B25">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Cortina</surname> <given-names>J. M.</given-names></name> <name><surname>Luchman</surname> <given-names>J. N.</given-names></name></person-group> (<year>2013</year>). <article-title>&#x0201C;Personnel selection and employee performance,&#x0201D;</article-title> in <source>Handbook of Psychology: Industrial and Organizational Psychology</source>, eds. N. W. Schmitt, S. Highhouse, and I. B. Weiner. John Wiley and Sons Inc., <fpage>143</fpage>&#x02013;<lpage>183</lpage>. <pub-id pub-id-type="doi">10.1002/9781118133880.hop212007</pub-id></citation>
</ref>
<ref id="B26">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Dalal</surname> <given-names>R. S. A.</given-names></name></person-group> (<year>2005</year>). <article-title>Meta-analysis of the relationship between organizational citizenship behavior and counterproductive work behavior</article-title>. <source>J. Appl. Psychol</source>. <volume>90</volume>, <fpage>1241</fpage>&#x02013;<lpage>1255</lpage>. <pub-id pub-id-type="doi">10.1037/0021-9010.90.6.1241</pub-id><pub-id pub-id-type="pmid">16316277</pub-id></citation></ref>
<ref id="B27">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Den Hartigh</surname> <given-names>R. J. R.</given-names></name> <name><surname>Niessen</surname> <given-names>A. S. M.</given-names></name> <name><surname>Frencken</surname> <given-names>W. G. P.</given-names></name> <name><surname>Meijer</surname> <given-names>R. R.</given-names></name></person-group> (<year>2018</year>). <article-title>Selection procedures in sports: improving predictions of athletes&#x00027; future performance</article-title>. <source>Eur. J. Sport Sci</source>. <volume>18</volume>, <fpage>1191</fpage>&#x02013;<lpage>1198</lpage>. <pub-id pub-id-type="doi">10.1080/17461391.2018.1480662</pub-id><pub-id pub-id-type="pmid">29856681</pub-id></citation></ref>
<ref id="B28">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Donthu</surname> <given-names>N.</given-names></name> <name><surname>Kumar</surname> <given-names>S.</given-names></name> <name><surname>Pattnaik</surname> <given-names>D.</given-names></name> <name><surname>Lim</surname> <given-names>W. M.</given-names></name></person-group> (<year>2021</year>). <article-title>A bibliometric retrospection of marketing from the lens of psychology: insights from psychology and marketing</article-title>. <source>Psychol. Mark</source>. <volume>38</volume>, <fpage>834</fpage>&#x02013;<lpage>865</lpage>. <pub-id pub-id-type="doi">10.1002/mar.21472</pub-id></citation>
</ref>
<ref id="B29">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Dries</surname> <given-names>N.</given-names></name></person-group> (<year>2013</year>). <article-title>The psychology of talent management: a review and research agenda</article-title>. <source>Hum. Resour. Manag. Rev</source>. <volume>23</volume>, <fpage>272</fpage>&#x02013;<lpage>285</lpage>. <pub-id pub-id-type="doi">10.1016/j.hrmr.2013.05.001</pub-id><pub-id pub-id-type="pmid">38540546</pub-id></citation></ref>
<ref id="B30">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Eisenmann</surname> <given-names>J. C.</given-names></name> <name><surname>Till</surname> <given-names>K.</given-names></name> <name><surname>Baker</surname> <given-names>J.</given-names></name></person-group> (<year>2020</year>). <article-title>Growth, maturation and youth sports: issues and practical solutions</article-title>. <source>Ann. Hum. Biol</source>. <volume>47</volume>, <fpage>324</fpage>&#x02013;<lpage>327</lpage>. <pub-id pub-id-type="doi">10.1080/03014460.2020.1764099</pub-id><pub-id pub-id-type="pmid">32996816</pub-id></citation></ref>
<ref id="B31">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Elferink-Gemser</surname> <given-names>M. T.</given-names></name> <name><surname>Visscher</surname> <given-names>C.</given-names></name> <name><surname>Lemmink</surname> <given-names>K. A. P. M.</given-names></name> <name><surname>Mulder</surname> <given-names>T.</given-names></name></person-group> (<year>2007</year>). <article-title>Multidimensional performance characteristics and standard of performance in talented youth field hockey players: a longitudinal study</article-title>. <source>J. Sports Sci</source>. <volume>25</volume>, <fpage>481</fpage>&#x02013;<lpage>489</lpage>. <pub-id pub-id-type="doi">10.1080/02640410600719945</pub-id><pub-id pub-id-type="pmid">17365535</pub-id></citation></ref>
<ref id="B32">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Faber</surname> <given-names>I. R.</given-names></name> <name><surname>Elferink-Gemser</surname> <given-names>M. T.</given-names></name> <name><surname>Oosterveld</surname> <given-names>F. G. J.</given-names></name> <name><surname>Twisk</surname> <given-names>J. W. R.</given-names></name> <name><surname>Nijhuis-Van der Sanden</surname> <given-names>M. W. G.</given-names></name></person-group> (<year>2016</year>). <article-title>Can an early perceptuo-motor skills assessment predict future performance in youth table tennis players? An observational study (1998&#x02013;2013)</article-title>. <source>J. Sports Sci.</source> <volume>35</volume>, <fpage>1</fpage>&#x02013;<lpage>9</lpage>. <pub-id pub-id-type="doi">10.1080/02640414.2016.1180421</pub-id><pub-id pub-id-type="pmid">27136184</pub-id></citation></ref>
<ref id="B33">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ford</surname> <given-names>P. R.</given-names></name> <name><surname>Bordonau</surname> <given-names>J. L. D.</given-names></name> <name><surname>Bonanno</surname> <given-names>D.</given-names></name> <name><surname>Tavares</surname> <given-names>J.</given-names></name> <name><surname>Groenendijk</surname> <given-names>C.</given-names></name> <name><surname>Fink</surname> <given-names>C.</given-names></name> <etal/></person-group>. (<year>2020</year>). <article-title>A survey of talent identification and development processes in the youth academies of professional soccer clubs from around the world</article-title>. <source>J. Sports Sci</source>. <volume>38</volume>, <fpage>1269</fpage>&#x02013;<lpage>1278</lpage>. <pub-id pub-id-type="doi">10.1080/02640414.2020.1752440</pub-id><pub-id pub-id-type="pmid">32378447</pub-id></citation></ref>
<ref id="B34">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Gagn&#x000E9;</surname> <given-names>F.</given-names></name></person-group> (<year>2010</year>). <article-title>Motivation within the DMGT 2.0 framework</article-title>. <source>High Abil. Stud.</source> <volume>21</volume>, <fpage>81</fpage>&#x02013;<lpage>99</lpage>. <pub-id pub-id-type="doi">10.1080/13598139.2010.525341</pub-id></citation>
</ref>
<ref id="B35">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Gaugler</surname> <given-names>B. B.</given-names></name> <name><surname>Rosenthal</surname> <given-names>D. B.</given-names></name> <name><surname>Thornton</surname> <given-names>G. C.</given-names></name> <name><surname>Bentson</surname> <given-names>C.</given-names></name></person-group> (<year>1987</year>). <article-title>Meta-analysis of assessment center validity</article-title>. <source>J. Appl. Psychol.</source> <volume>72</volume>, <fpage>493</fpage>&#x02013;<lpage>511</lpage>. <pub-id pub-id-type="doi">10.1037/0021-9010.72.3.493</pub-id></citation>
</ref>
<ref id="B36">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Gonzalez-Mul&#x000E9;</surname> <given-names>E.</given-names></name> <name><surname>Mount</surname> <given-names>M. K.</given-names></name> <name><surname>Oh</surname> <given-names>I. S.</given-names></name></person-group> (<year>2014</year>). <article-title>A meta-analysis of the relationship between general mental ability and nontask performance</article-title>. <source>J. Appl. Psychol</source>. <volume>99</volume>, <fpage>1222</fpage>&#x02013;<lpage>1243</lpage>. <pub-id pub-id-type="doi">10.1037/a0037547</pub-id><pub-id pub-id-type="pmid">25133304</pub-id></citation></ref>
<ref id="B37">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Gough</surname> <given-names>D.</given-names></name> <name><surname>Thomas</surname> <given-names>J.</given-names></name> <name><surname>Oliver</surname> <given-names>S.</given-names></name></person-group> (<year>2012</year>). <article-title>Clarifying differences between review designs and methods</article-title>. <source>Syst. Rev.</source> <volume>1</volume>:<fpage>28</fpage>. <pub-id pub-id-type="doi">10.1186/2046-4053-1-28</pub-id><pub-id pub-id-type="pmid">22681772</pub-id></citation></ref>
<ref id="B38">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Grant</surname> <given-names>A. M.</given-names></name></person-group> (<year>2008</year>). <article-title>Does intrinsic motivation fuel the prosocial fire? motivational synergy in predicting persistence, performance, and productivity</article-title>. <source>J. Appl. Psychol.</source> <volume>93</volume>, <fpage>48</fpage>&#x02013;<lpage>58</lpage>. <pub-id pub-id-type="doi">10.1037/0021-9010.93.1.48</pub-id><pub-id pub-id-type="pmid">18211134</pub-id></citation></ref>
<ref id="B39">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Hancock</surname> <given-names>D. J.</given-names></name> <name><surname>Rix-Li&#x000E8;vre</surname> <given-names>G.</given-names></name> <name><surname>C&#x000F4;t&#x000E9;</surname> <given-names>J.</given-names></name></person-group> (<year>2015</year>). <article-title>Citation network analysis of research on sport officials: a lack of interconnectivity</article-title>. <source>Int. Rev. Sport Exerc. Psychol</source>. <volume>8</volume>, <fpage>95</fpage>&#x02013;<lpage>105</lpage>. <pub-id pub-id-type="doi">10.1080/1750984X.2015.1022202</pub-id></citation>
</ref>
<ref id="B40">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Highhouse</surname> <given-names>S.</given-names></name></person-group> (<year>2008</year>). <article-title>Stubborn reliance on intuition and subjectivity in employee selection</article-title>. <source>Ind. Organ. Psychol</source>. <volume>1</volume>, <fpage>333</fpage>&#x02013;<lpage>342</lpage>. <pub-id pub-id-type="doi">10.1111/j.1754-9434.2008.00058.x</pub-id></citation>
</ref>
<ref id="B41">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>H&#x000F6;ner</surname> <given-names>O.</given-names></name> <name><surname>Feichtinger</surname> <given-names>P.</given-names></name></person-group> (<year>2016</year>). <article-title>Psychological talent predictors in early adolescence and their empirical relationship with current and future performance in soccer</article-title>. <source>Psychol. Sport Exerc</source>. <volume>25</volume>, <fpage>17</fpage>&#x02013;<lpage>26</lpage>. <pub-id pub-id-type="doi">10.1016/j.psychsport.2016.03.004</pub-id></citation>
</ref>
<ref id="B42">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>H&#x000F6;ner</surname> <given-names>O.</given-names></name> <name><surname>Leyhr</surname> <given-names>D.</given-names></name> <name><surname>Kelava</surname> <given-names>A.</given-names></name></person-group> (<year>2017</year>). <article-title>The influence of speed abilities and technical skills in early adolescence on adult success in soccer: a long-term prospective analysis using ANOVA and SEM approaches</article-title>. <source>PLoS ONE</source>. <volume>12</volume>:<fpage>e0182211</fpage>. <pub-id pub-id-type="doi">10.1371/journal.pone.0182211</pub-id><pub-id pub-id-type="pmid">28806410</pub-id></citation></ref>
<ref id="B43">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Huffcutt</surname> <given-names>A. I.</given-names></name> <name><surname>Conway</surname> <given-names>J. M.</given-names></name> <name><surname>Roth</surname> <given-names>P. L.</given-names></name> <name><surname>Stone</surname> <given-names>N. J.</given-names></name></person-group> (<year>2001</year>). <article-title>Identification and meta-analytic assessment of psychological constructs measured in employment interviews</article-title>. <source>J. Appl. Psychol</source>. <volume>86</volume>, <fpage>897</fpage>&#x02013;<lpage>913</lpage>. <pub-id pub-id-type="doi">10.1037/0021-9010.86.5.897</pub-id><pub-id pub-id-type="pmid">11596806</pub-id></citation></ref>
<ref id="B44">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Huijgen</surname> <given-names>B. C. H.</given-names></name> <name><surname>Elferink-Gemser</surname> <given-names>M. T.</given-names></name> <name><surname>Lemmink</surname> <given-names>K. A. P. M.</given-names></name> <name><surname>Visscher</surname> <given-names>C.</given-names></name></person-group> (<year>2014</year>). <article-title>Multidimensional performance characteristics in selected and deselected talented soccer players</article-title>. <source>Eur. J. Sport Sci</source>. <volume>14</volume>, <fpage>2</fpage>&#x02013;<lpage>10</lpage>. <pub-id pub-id-type="doi">10.1080/17461391.2012.725102</pub-id><pub-id pub-id-type="pmid">24533489</pub-id></citation></ref>
<ref id="B45">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Hunter</surname> <given-names>J. E.</given-names></name> <name><surname>Hunter</surname> <given-names>R. F.</given-names></name></person-group> (<year>1984</year>). <article-title>Validity and utility of alternative predictors of job performance</article-title>. <source>Psychol. Bull</source>. <volume>96</volume>, <fpage>72</fpage>&#x02013;<lpage>98</lpage>. <pub-id pub-id-type="doi">10.1037/0033-2909.96.1.72</pub-id></citation>
</ref>
<ref id="B46">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ivarsson</surname> <given-names>A.</given-names></name> <name><surname>Kilhage-Persson</surname> <given-names>A.</given-names></name> <name><surname>Martindale</surname> <given-names>R.</given-names></name> <name><surname>Priestley</surname> <given-names>D.</given-names></name> <name><surname>Huijgen</surname> <given-names>B.</given-names></name> <name><surname>Ardern</surname> <given-names>C.</given-names></name> <etal/></person-group>. (<year>2020</year>). <article-title>Psychological factors and future performance of football players: a systematic review with meta-analysis</article-title>. <source>J. Sci. Med. Sport</source>. <volume>23</volume>, <fpage>415</fpage>&#x02013;<lpage>420</lpage>. <pub-id pub-id-type="doi">10.1016/j.jsams.2019.10.021</pub-id><pub-id pub-id-type="pmid">31753742</pub-id></citation></ref>
<ref id="B47">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Johnston</surname> <given-names>K.</given-names></name> <name><surname>Baker</surname> <given-names>J.</given-names></name></person-group> (<year>2020</year>). <article-title>Waste reduction strategies: factors affecting talent wastage and the efficacy of talent selection in sport</article-title>. <source>Front. Psychol</source>. <volume>10</volume>:<fpage>2925</fpage>. <pub-id pub-id-type="doi">10.3389/fpsyg.2019.02925</pub-id><pub-id pub-id-type="pmid">31998188</pub-id></citation></ref>
<ref id="B48">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Johnston</surname> <given-names>K.</given-names></name> <name><surname>Wattie</surname> <given-names>N.</given-names></name> <name><surname>Schorer</surname> <given-names>J.</given-names></name> <name><surname>Baker</surname> <given-names>J.</given-names></name></person-group> (<year>2018</year>). <article-title>Talent identification in sport: a systematic review</article-title>. <source>Sports Med</source>. <volume>48</volume>, <fpage>97</fpage>&#x02013;<lpage>109</lpage>. <pub-id pub-id-type="doi">10.1007/s40279-017-0803-2</pub-id><pub-id pub-id-type="pmid">29082463</pub-id></citation></ref>
<ref id="B49">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Judge</surname> <given-names>T. A.</given-names></name> <name><surname>Ilies</surname> <given-names>R.</given-names></name></person-group> (<year>2002</year>). <article-title>Relationship of personality to performance motivation: a meta-analytic review</article-title>. <source>J. Appl. Psychol.</source> <volume>87</volume>, <fpage>797</fpage>&#x02013;<lpage>807</lpage>. <pub-id pub-id-type="doi">10.1037/0021-9010.87.4.797</pub-id><pub-id pub-id-type="pmid">12184582</pub-id></citation></ref>
<ref id="B50">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Kannekens</surname> <given-names>R.</given-names></name> <name><surname>Elferink-Gemser</surname> <given-names>M. T.</given-names></name> <name><surname>Visscher</surname> <given-names>C.</given-names></name></person-group> (<year>2011</year>). <article-title>Positioning and deciding: key factors for talent development in soccer</article-title>. <source>Scand. J. Med. Sci. Sports</source>. <volume>21</volume>, <fpage>846</fpage>&#x02013;<lpage>852</lpage>. <pub-id pub-id-type="doi">10.1111/j.1600-0838.2010.01104.x</pub-id><pub-id pub-id-type="pmid">22126715</pub-id></citation></ref>
<ref id="B51">
<citation citation-type="web"><person-group person-group-type="author"><name><surname>Klimoski</surname> <given-names>R.</given-names></name> <name><surname>Brickner</surname> <given-names>M.</given-names></name></person-group> (<year>1987</year>). <article-title>Why do assessment centers work? The puzzle of assessment center validity</article-title>. <source>Pers. Psychol</source>. <volume>40</volume>, <fpage>243</fpage>&#x02013;<lpage>260</lpage>. Available online at: <ext-link ext-link-type="uri" xlink:href="https://onlinelibrary.wiley.com/doi/10.1111/j.1744-6570.1987.tb00603.x">https://onlinelibrary.wiley.com/doi/10.1111/j.1744-6570.1987.tb00603.x</ext-link><pub-id pub-id-type="pmid">12184572</pub-id></citation></ref>
<ref id="B52">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Koopmann</surname> <given-names>T.</given-names></name> <name><surname>Faber</surname> <given-names>I.</given-names></name> <name><surname>Baker</surname> <given-names>J.</given-names></name> <name><surname>Schorer</surname> <given-names>J.</given-names></name></person-group> (<year>2020</year>). <article-title>Assessing technical skills in talented youth athletes: a systematic review</article-title>. <source>Sports Med</source>. <volume>50</volume>, <fpage>1593</fpage>&#x02013;<lpage>1611</lpage>. <pub-id pub-id-type="doi">10.1007/s40279-020-01299-4</pub-id><pub-id pub-id-type="pmid">32495253</pub-id></citation></ref>
<ref id="B53">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Koz</surname> <given-names>D.</given-names></name> <name><surname>Fraser-Thomas</surname> <given-names>J.</given-names></name> <name><surname>Baker</surname> <given-names>J.</given-names></name></person-group> (<year>2012</year>). <article-title>Accuracy of professional sports drafts in predicting career potential</article-title>. <source>Scand. J. Med. Sci. Sports</source>. <volume>22</volume>, <fpage>e64</fpage>&#x02013;<lpage>69</lpage>. <pub-id pub-id-type="doi">10.1111/j.1600-0838.2011.01408.x</pub-id><pub-id pub-id-type="pmid">22092367</pub-id></citation></ref>
<ref id="B54">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Lath</surname> <given-names>F.</given-names></name> <name><surname>Koopmann</surname> <given-names>T.</given-names></name> <name><surname>Faber</surname> <given-names>I.</given-names></name> <name><surname>Baker</surname> <given-names>J.</given-names></name> <name><surname>Schorer</surname> <given-names>J.</given-names></name></person-group> (<year>2021</year>). <article-title>Focusing on the coach&#x00027;s eye; towards a working model of coach decision-making in talent selection</article-title>. <source>Psychol. Sport Exerc.</source> <volume>56</volume>:<fpage>102011</fpage>. <pub-id pub-id-type="doi">10.1016/j.psychsport.2021.102011</pub-id></citation>
</ref>
<ref id="B55">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Lefebvre</surname> <given-names>J. S.</given-names></name> <name><surname>Bloom</surname> <given-names>G. A.</given-names></name> <name><surname>Loughead</surname> <given-names>T. M.</given-names></name></person-group> (<year>2020</year>). <article-title>A citation network analysis of career mentoring across disciplines: a roadmap for mentoring research in sport</article-title>. <source>Psychol. Sport Exerc.</source> <volume>49</volume>:<fpage>101676</fpage>. <pub-id pub-id-type="doi">10.1016/j.psychsport.2020.101676</pub-id></citation>
</ref>
<ref id="B56">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Lidor</surname> <given-names>R.</given-names></name> <name><surname>C&#x000F4;t&#x000E9;</surname> <given-names>J.</given-names></name> <name><surname>Hackfort</surname> <given-names>D.</given-names></name></person-group> (<year>2009</year>). <article-title>ISSP position stand: to test or not to test? The use of physical skill tests in talent detection and in early phases of sport development</article-title>. <source>Int. J. Sport Exerc. Psychol</source>. <volume>7</volume>, <fpage>131</fpage>&#x02013;<lpage>146</lpage>. <pub-id pub-id-type="doi">10.1080/1612197X.2009.9671896</pub-id><pub-id pub-id-type="pmid">17557053</pub-id></citation></ref>
<ref id="B57">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Lievens</surname> <given-names>F.</given-names></name> <name><surname>Conway</surname> <given-names>J. M.</given-names></name> <name><surname>De Corte</surname> <given-names>W.</given-names></name></person-group> (<year>2008</year>). <article-title>The relative importance of task, citizenship and counterproductive performance to job performance ratings: do rater source and team-based culture matter?</article-title> <source>J. Occup. Organ. Psychol</source>. <volume>81</volume>, <fpage>11</fpage>&#x02013;<lpage>27</lpage>. <pub-id pub-id-type="doi">10.1348/096317907X182971</pub-id><pub-id pub-id-type="pmid">11916217</pub-id></citation></ref>
<ref id="B58">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Lievens</surname> <given-names>F.</given-names></name> <name><surname>Patterson</surname> <given-names>F.</given-names></name></person-group> (<year>2011</year>). <article-title>The validity and incremental validity of knowledge tests, low-fidelity simulations, and high-fidelity simulations for predicting job performance in advanced-level high-stakes selection</article-title>. <source>J. Appl. Psychol</source>. <volume>96</volume>, <fpage>927</fpage>&#x02013;<lpage>940</lpage>. <pub-id pub-id-type="doi">10.1037/a0023496</pub-id><pub-id pub-id-type="pmid">21480685</pub-id></citation></ref>
<ref id="B59">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Lievens</surname> <given-names>F.</given-names></name> <name><surname>Sackett</surname> <given-names>P. R.</given-names></name> <name><surname>Zhang</surname> <given-names>C.</given-names></name></person-group> (<year>2021</year>). <article-title>Personnel selection: a longstanding story of impact at the individual, firm, and societal level</article-title>. <source>Eur. J. Work Organ. Psychol.</source> <volume>30</volume>, <fpage>444</fpage>&#x02013;<lpage>455</lpage>. <pub-id pub-id-type="doi">10.1080/1359432X.2020.1849386</pub-id></citation>
</ref>
<ref id="B60">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Macnamara</surname> <given-names>&#x000C1;.</given-names></name> <name><surname>Button</surname> <given-names>A.</given-names></name> <name><surname>Collins</surname></name></person-group>. (<year>2010</year>). <article-title>The role of psychological characteristics in facilitating the pathway to elite performance. Part 1: identifying mental skills and behaviours</article-title>. <source>Sport Psychol</source>. <volume>24</volume>, <fpage>52</fpage>&#x02013;<lpage>73</lpage>. <pub-id pub-id-type="doi">10.1123/tsp.24.1.52</pub-id></citation>
</ref>
<ref id="B61">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>McGuire</surname> <given-names>C. S.</given-names></name> <name><surname>Martin</surname> <given-names>L. J.</given-names></name></person-group> (<year>2023</year>). <article-title>The scientific structure and evolution of trust within performance-oriented teams research: a citation network analysis and critical review</article-title>. <source>Sport Exerc. Perform Psychol</source>. <volume>12</volume>, <fpage>290</fpage>&#x02013;<lpage>310</lpage>. <pub-id pub-id-type="doi">10.1037/spy0000326</pub-id></citation>
</ref>
<ref id="B62">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>McLaren</surname> <given-names>C. D.</given-names></name> <name><surname>Bruner</surname> <given-names>M. W.</given-names></name></person-group> (<year>2022</year>). <article-title>Citation network analysis</article-title>. <source>Int. Rev. Sport Exerc. Psychol</source>. <volume>15</volume>, <fpage>179</fpage>&#x02013;<lpage>198</lpage>. <pub-id pub-id-type="doi">10.1080/1750984X.2021.1989705</pub-id></citation>
</ref>
<ref id="B63">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Moore</surname> <given-names>S.</given-names></name> <name><surname>Shiell</surname> <given-names>A.</given-names></name> <name><surname>Hawe</surname> <given-names>P.</given-names></name> <name><surname>Haines</surname> <given-names>V. A.</given-names></name></person-group> (<year>2005</year>). <article-title>The privileging of communitarian ideas: citation practices and the translation of social capital into public health research</article-title>. <source>Am. J. Public Health</source>. <volume>95</volume>, <fpage>1330</fpage>&#x02013;<lpage>1337</lpage>. <pub-id pub-id-type="doi">10.2105/AJPH.2004.046094</pub-id><pub-id pub-id-type="pmid">16006421</pub-id></citation></ref>
<ref id="B64">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Nijs</surname> <given-names>S.</given-names></name> <name><surname>Gallardo-Gallardo</surname> <given-names>E.</given-names></name> <name><surname>Dries</surname> <given-names>N.</given-names></name> <name><surname>Sels</surname> <given-names>L.</given-names></name></person-group> (<year>2014</year>). <article-title>A multidisciplinary review into the definition, operationalization, and measurement of talent</article-title>. <source>J. World Bus</source>. <volume>49</volume>, <fpage>180</fpage>&#x02013;<lpage>191</lpage>. <pub-id pub-id-type="doi">10.1016/j.jwb.2013.11.002</pub-id></citation>
</ref>
<ref id="B65">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Organ</surname> <given-names>D. W.</given-names></name> <name><surname>Ryan</surname> <given-names>K. A.</given-names></name></person-group> (<year>1995</year>). <article-title>Meta-analytical review of attitudinal and dispositional predictors of organizational citizienship behavior</article-title>. <source>Pers. Psychol</source>. <volume>48</volume>, <fpage>775</fpage>&#x02013;<lpage>802</lpage>. <pub-id pub-id-type="doi">10.1111/j.1744-6570.1995.tb01781.x</pub-id></citation>
</ref>
<ref id="B66">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ouzzani</surname> <given-names>M.</given-names></name> <name><surname>Hammady</surname> <given-names>H.</given-names></name> <name><surname>Fedorowicz</surname> <given-names>Z.</given-names></name> <name><surname>Elmagarmid</surname> <given-names>A.</given-names></name></person-group> (<year>2016</year>). <article-title>Rayyan&#x02014;a web and mobile app for systematic reviews</article-title>. <source>Syst. Rev</source>. <volume>5</volume>:<fpage>210</fpage>. <pub-id pub-id-type="doi">10.1186/s13643-016-0384-4</pub-id><pub-id pub-id-type="pmid">27919275</pub-id></citation></ref>
<ref id="B67">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Page</surname> <given-names>M. J.</given-names></name> <name><surname>McKenzie</surname> <given-names>J. E.</given-names></name> <name><surname>Bossuyt</surname> <given-names>P. M.</given-names></name> <name><surname>Boutron</surname> <given-names>I.</given-names></name> <name><surname>Hoffmann</surname> <given-names>T. C.</given-names></name> <name><surname>Mulrow</surname> <given-names>C. D.</given-names></name> <etal/></person-group>. (<year>2021</year>). <article-title>The PRISMA 2020 statement: an updated guideline for reporting systematic reviews</article-title>. <source>Syst. Rev</source>. <volume>10</volume>:<fpage>89</fpage>. <pub-id pub-id-type="doi">10.1186/s13643-021-01626-4</pub-id><pub-id pub-id-type="pmid">33781348</pub-id></citation></ref>
<ref id="B68">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Parra-Martinez</surname> <given-names>F. A.</given-names></name> <name><surname>Wai</surname> <given-names>J.</given-names></name></person-group> (<year>2023</year>). <article-title>Talent identification research: a bibliometric study from multidisciplinary and global perspectives</article-title>. <source>Front. Psychol.</source> <volume>14</volume>:<fpage>1141159</fpage>. <pub-id pub-id-type="doi">10.3389/fpsyg.2023.1141159</pub-id><pub-id pub-id-type="pmid">37303914</pub-id></citation></ref>
<ref id="B69">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ployhart</surname> <given-names>R. E.</given-names></name> <name><surname>Schmitt</surname> <given-names>N.</given-names></name> <name><surname>Tippins</surname> <given-names>N. T.</given-names></name></person-group> (<year>2017</year>). <article-title>Solving the supreme problem: 100 years of selection and recruitment at the journal of applied psychology</article-title>. <source>J. Appl. Psychol.</source> <volume>102</volume>, <fpage>291</fpage>&#x02013;<lpage>304</lpage>. <pub-id pub-id-type="doi">10.1037/apl0000081</pub-id><pub-id pub-id-type="pmid">28125261</pub-id></citation></ref>
<ref id="B70">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Reilly</surname> <given-names>T.</given-names></name> <name><surname>Williams</surname> <given-names>A. M.</given-names></name> <name><surname>Nevill</surname> <given-names>A.</given-names></name> <name><surname>Franks</surname> <given-names>A.</given-names></name></person-group> (<year>2000</year>). <article-title>A multidisciplinary approach to talent identification in soccer</article-title>. <source>J. Sports Sci.</source> <volume>18</volume>, <fpage>695</fpage>&#x02013;<lpage>702</lpage>. <pub-id pub-id-type="doi">10.1080/02640410050120078</pub-id><pub-id pub-id-type="pmid">11043895</pub-id></citation></ref>
<ref id="B71">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Roberts</surname> <given-names>A. H.</given-names></name> <name><surname>Greenwood</surname> <given-names>D. A.</given-names></name> <name><surname>Stanley</surname> <given-names>M.</given-names></name> <name><surname>Humberstone</surname> <given-names>C.</given-names></name> <name><surname>Iredale</surname> <given-names>F.</given-names></name> <name><surname>Raynor</surname> <given-names>A.</given-names></name> <etal/></person-group>. (<year>2019</year>). <article-title>Coach knowledge in talent identification: a systematic review and meta-synthesis</article-title>. <source>J. Sci. Med. Sport</source> <volume>22</volume>, <fpage>1163</fpage>&#x02013;<lpage>1172</lpage>. <pub-id pub-id-type="doi">10.1016/j.jsams.2019.05.008</pub-id><pub-id pub-id-type="pmid">31133481</pub-id></citation></ref>
<ref id="B72">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Robertson</surname> <given-names>I. T.</given-names></name> <name><surname>Smith</surname> <given-names>M.</given-names></name></person-group> (<year>2001</year>). <article-title>Personnel selection</article-title>. <source>J. Occup. Organ. Psychol</source>. <volume>74</volume>, <fpage>441</fpage>&#x02013;<lpage>472</lpage>. <pub-id pub-id-type="doi">10.1348/096317901167479</pub-id></citation>
</ref>
<ref id="B73">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Rotundo</surname> <given-names>M.</given-names></name> <name><surname>Sackett</surname> <given-names>P. R.</given-names></name></person-group> (<year>2002</year>). <article-title>The relative importance of task, citizenship, and counterproductive performance to global ratings of job performance: a policy-capturing approach</article-title>. <source>J. Appl. Psychol</source>. <volume>87</volume>, <fpage>66</fpage>&#x02013;<lpage>80</lpage>. <pub-id pub-id-type="doi">10.1037/0021-9010.87.1.66</pub-id><pub-id pub-id-type="pmid">11916217</pub-id></citation></ref>
<ref id="B74">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ryan</surname> <given-names>A. M.</given-names></name> <name><surname>Ployhart</surname> <given-names>R. E.</given-names></name></person-group> (<year>2014</year>). <article-title>A century of selection</article-title>. <source>Annu. Rev. Psychol</source>. <volume>65</volume>, <fpage>693</fpage>&#x02013;<lpage>717</lpage>. <pub-id pub-id-type="doi">10.1146/annurev-psych-010213-115134</pub-id><pub-id pub-id-type="pmid">24050188</pub-id></citation></ref>
<ref id="B75">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Sackett</surname> <given-names>P. R.</given-names></name> <name><surname>Zhang</surname> <given-names>C.</given-names></name> <name><surname>Berry</surname> <given-names>C. M.</given-names></name> <name><surname>Lievens</surname> <given-names>F.</given-names></name></person-group> (<year>2022</year>). <article-title>Revisiting meta-analytic estimates of validity in personnel selection: addressing systematic overcorrection for restriction of range</article-title>. <source>J. Appl. Psychol</source>. <pub-id pub-id-type="doi">10.1037/apl0000994</pub-id><pub-id pub-id-type="pmid">34968080</pub-id></citation></ref>
<ref id="B76">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Salgado</surname> <given-names>J. F.</given-names></name> <name><surname>Moscoso</surname> <given-names>S.</given-names></name> <name><surname>De Fruyt</surname> <given-names>F.</given-names></name> <name><surname>Anderson</surname> <given-names>N.</given-names></name> <name><surname>Bertua</surname> <given-names>C.</given-names></name> <name><surname>Rolland</surname> <given-names>J. P.</given-names></name> <etal/></person-group>. (<year>2003</year>). <article-title>A meta-analytic study of general mental ability validity for different occupations in the european community</article-title>. <source>J. Appl. Psychol</source>. <volume>88</volume>, <fpage>1068</fpage>&#x02013;<lpage>1081</lpage>. <pub-id pub-id-type="doi">10.1037/0021-9010.88.6.1068</pub-id><pub-id pub-id-type="pmid">14640817</pub-id></citation></ref>
<ref id="B77">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Schmidt</surname> <given-names>F. L.</given-names></name> <name><surname>Hunter</surname> <given-names>J. E.</given-names></name></person-group> (<year>1998</year>). <article-title>The validity and utility of selection methods in personnel psychology: practical and theoretical implications of 85 years of research findings</article-title>. <source>Psychol. Bull</source>. <volume>124</volume>, <fpage>262</fpage>&#x02013;<lpage>274</lpage>. <pub-id pub-id-type="doi">10.1037/0033-2909.124.2.262</pub-id></citation>
</ref>
<ref id="B78">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Silzer</surname> <given-names>R.</given-names></name> <name><surname>Church</surname> <given-names>A. H.</given-names></name></person-group> (<year>2009</year>). <article-title>The pearls and perils of identifying potential</article-title>. <source>Ind. Organ. Psychol</source>. <volume>2</volume>, <fpage>377</fpage>&#x02013;<lpage>412</lpage>. <pub-id pub-id-type="doi">10.1111/j.1754-9434.2009.01163.x</pub-id><pub-id pub-id-type="pmid">28454999</pub-id></citation></ref>
<ref id="B79">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Spychalski</surname> <given-names>A. C.</given-names></name> <name><surname>Qui&#x000F1;ones</surname> <given-names>M. A.</given-names></name> <name><surname>Gaugler</surname> <given-names>B. B.</given-names></name> <name><surname>Pohley</surname> <given-names>K.</given-names></name></person-group> (<year>1997</year>). <article-title>A survey of assessment center &#x000FC;ractices in organizations in the united states</article-title>. <source>Pers. Psychol.</source> <volume>50</volume>, <fpage>71</fpage>&#x02013;<lpage>90</lpage>. <pub-id pub-id-type="doi">10.1111/j.1744-6570.1997.tb00901.x</pub-id></citation>
</ref>
<ref id="B80">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Terpstra</surname> <given-names>D. E.</given-names></name> <name><surname>Kethley</surname> <given-names>R. B.</given-names></name> <name><surname>Foley</surname> <given-names>R. T.</given-names></name> <name><surname>Limpaphayom</surname> <given-names>W. T.</given-names></name></person-group> (<year>2000</year>). <article-title>The nature of litigation surrounding five screening devices</article-title>. <source>Public Pers. Manage</source>. <volume>29</volume>, <fpage>43</fpage>&#x02013;<lpage>54</lpage>. <pub-id pub-id-type="doi">10.1177/009102600002900104</pub-id></citation>
</ref>
<ref id="B81">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Tett</surname> <given-names>R. P.</given-names></name> <name><surname>Jackson</surname> <given-names>D. N.</given-names></name> <name><surname>Rothstein</surname> <given-names>M.</given-names></name></person-group> (<year>1991</year>). <article-title>Personality measures s predictors of job performance: a meta-analytic review</article-title>. <source>Pers. Psychol</source>. <volume>44</volume>, <fpage>703</fpage>&#x02013;<lpage>742</lpage>. <pub-id pub-id-type="doi">10.1111/j.1744-6570.1991.tb00696.x</pub-id></citation>
</ref>
<ref id="B82">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Thunnissen</surname> <given-names>M.</given-names></name></person-group> (<year>2016</year>). <article-title>Talent management: for what, how and how well? An empirical exploration of talent management in practice, Hugh Scullion Professor DVVAP, editor</article-title>. <source>Employee Relations</source> <volume>38</volume>, <fpage>57</fpage>&#x02013;<lpage>72</lpage>. <pub-id pub-id-type="doi">10.1108/ER-08-2015-0159</pub-id></citation>
</ref>
<ref id="B83">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ull&#x000E9;n</surname> <given-names>F.</given-names></name> <name><surname>Hambrick</surname> <given-names>D. Z.</given-names></name> <name><surname>Mosing</surname> <given-names>M. A.</given-names></name></person-group> (<year>2016</year>). <article-title>Rethinking expertise: a multifactorial gene&#x02013;environment interaction model of expert performance</article-title>. <source>Psychol. Bull</source>. <volume>142</volume>, <fpage>427</fpage>&#x02013;<lpage>446</lpage>. <pub-id pub-id-type="doi">10.1037/bul0000033</pub-id><pub-id pub-id-type="pmid">26689084</pub-id></citation></ref>
<ref id="B84">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Vaeyens</surname> <given-names>R.</given-names></name> <name><surname>G&#x000FC;llich</surname> <given-names>A.</given-names></name> <name><surname>Warr</surname> <given-names>C. R.</given-names></name> <name><surname>Philippaerts</surname> <given-names>R.</given-names></name></person-group> (<year>2009</year>). <article-title>Talent identification and promotion programmes of olympic athletes</article-title>. <source>J. Sports Sci</source>. <volume>27</volume>, <fpage>1367</fpage>&#x02013;<lpage>1380</lpage>. <pub-id pub-id-type="doi">10.1080/02640410903110974</pub-id><pub-id pub-id-type="pmid">19787538</pub-id></citation></ref>
<ref id="B85">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Vaeyens</surname> <given-names>R.</given-names></name> <name><surname>Lenoir</surname> <given-names>M.</given-names></name> <name><surname>Williams</surname> <given-names>A. M.</given-names></name> <name><surname>Philippaerts</surname> <given-names>R. M.</given-names></name></person-group> (<year>2008</year>). <article-title>Talent identification and development programmes in sport</article-title>. <source>Sports Med</source>. <volume>38</volume>, <fpage>703</fpage>&#x02013;<lpage>714</lpage>. <pub-id pub-id-type="doi">10.2165/00007256-200838090-00001</pub-id><pub-id pub-id-type="pmid">18712939</pub-id></citation></ref>
<ref id="B86">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Vaeyens</surname> <given-names>R.</given-names></name> <name><surname>Malina</surname> <given-names>R. M.</given-names></name> <name><surname>Janssens</surname> <given-names>M.</given-names></name> <name><surname>Van Renterghem</surname> <given-names>B.</given-names></name> <name><surname>Bourgois</surname> <given-names>J.</given-names></name> <name><surname>Vrijens</surname> <given-names>J.</given-names></name> <etal/></person-group>. (<year>2006</year>). <article-title>A multidisciplinary selection model for youth soccer: the ghent youth soccer project</article-title>. <source>Br. J. Sports Med</source>. <volume>40</volume>, <fpage>928</fpage>&#x02013;<lpage>934</lpage>. <pub-id pub-id-type="doi">10.1136/bjsm.2006.029652</pub-id><pub-id pub-id-type="pmid">16980535</pub-id></citation></ref>
<ref id="B87">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Van Iddekinge</surname> <given-names>C. H.</given-names></name> <name><surname>Putka</surname> <given-names>D. J.</given-names></name> <name><surname>Campbell</surname> <given-names>J. P.</given-names></name></person-group> (<year>2011</year>). <article-title>Reconsidering vocational interests for personnel selection: the validity of an interest-based selection test in relation to job knowledge, job performance, and continuance intentions</article-title>. <source>J. Appl. Psychol</source>. <volume>96</volume>, <fpage>13</fpage>&#x02013;<lpage>33</lpage>. <pub-id pub-id-type="doi">10.1037/a0021193</pub-id><pub-id pub-id-type="pmid">20919794</pub-id></citation></ref>
<ref id="B88">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Van Yperen</surname> <given-names>N. W.</given-names></name></person-group> (<year>2009</year>). <article-title>Why some make it and others do not: Identifying psychological factors that predict career success in professional adult soccer</article-title>. <source>Sport Psychologist</source>. <volume>23</volume>, <fpage>317</fpage>&#x02013;<lpage>329</lpage>. <pub-id pub-id-type="doi">10.1123/tsp.23.3.317</pub-id></citation>
</ref>
<ref id="B89">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Williams</surname> <given-names>A. M.</given-names></name></person-group> (<year>2000</year>). <article-title>Perceptual skill in soccer: implications for talent identification and development</article-title>. <source>J. Sports Sci.</source> <volume>18</volume>, <fpage>737</fpage>&#x02013;<lpage>50</lpage>. <pub-id pub-id-type="doi">10.1080/02640410050120113</pub-id><pub-id pub-id-type="pmid">11043899</pub-id></citation></ref>
<ref id="B90">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Williams</surname> <given-names>A. M.</given-names></name> <name><surname>Reilly</surname> <given-names>T.</given-names></name></person-group> (<year>2000</year>). <article-title>Talent identification and development in soccer</article-title>. <source>J. Sports Sci</source>. <volume>18</volume>, <fpage>657</fpage>&#x02013;<lpage>667</lpage>. <pub-id pub-id-type="doi">10.1080/02640410050120041</pub-id><pub-id pub-id-type="pmid">11043892</pub-id></citation></ref>
<ref id="B91">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Zuber</surname> <given-names>C.</given-names></name> <name><surname>Zibung</surname> <given-names>M.</given-names></name> <name><surname>Conzelmann</surname> <given-names>A.</given-names></name></person-group> (<year>2015</year>). <article-title>Motivational patterns as an instrument for predicting success in promising young football players</article-title>. <source>J. Sports Sci</source>. <volume>33</volume>, <fpage>160</fpage>&#x02013;<lpage>168</lpage>. <pub-id pub-id-type="doi">10.1080/02640414.2014.928827</pub-id><pub-id pub-id-type="pmid">24938614</pub-id></citation></ref>
</ref-list>
</back>
</article>