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Studies were considered for inclusion if they were published in English, the population was female football players with a minimum mean age of 16\u00a0years and the studies reported descriptive data from selected testing protocols. All study designs were eligible, excluding acute interventions such as training or supplementation. Performance scale (i.e. participant tier) of the study participants was categorised into four distinct levels (Tier 2 to Tier 5) using a modified version of the Participant Classification Framework, with Tier 5 representing world-class athletes. Study risk of bias assessment was conducted using an adapted version of the Downs and Black tool. Means and standard deviations were analysed using mixed-effects, multilevel hierarchical models to obtain pooled estimates, 90% confidence intervals (CIs) and prediction intervals (PIs). Meta-regression of modifying effects for participant tier was conducted, and comparisons were expressed as standardised mean differences.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Results<\/jats:title>\n                    <jats:p>\n                      The final dataset included 1855 estimates from 982 groups across 288 studies. The moderating effect of participant tier was assessed where adequate data permitted. Yo-Yo Intermittent Recovery Test Level 1 (YYIRL1) demonstrated moderate-to-large improvements when progressing from Tier 2 to Tiers 4 and 5 (combined; [\n                      <jats:italic>b<\/jats:italic>\n                      \u2009=\u2009170\u00a0to\u00a0354 m]); similar improvements were observed for velocity attained during the 30\u201315 Intermittent Fitness Test when directly comparing Tier 2 to Tiers 4 and 5 (\n                      <jats:italic>b<\/jats:italic>\n                      \u2009=\u20092.5\u00a0km\u00b7h\n                      <jats:sup>\u22121<\/jats:sup>\n                      ). Sprint time decreased when progressing between tiers, with a moderate-to-large reduction for both 20 m (\n                      <jats:italic>b<\/jats:italic>\n                      \u2009=\u2009\u2009\u2212\u20090.17 to\u2009\u2212\u20090.22\u00a0s) and 30\u00a0m (\n                      <jats:italic>b<\/jats:italic>\n                      \u2009=\u2009\u2009\u2212\u20090.32 to\u2009\u2212\u20090.47\u00a0s) time when comparing Tier 2 with Tier 3 and Tiers 4 and 5, respectively. Moderate-to-large improvements in jump height were observed for squat jump (SJ; restricted arm movement) between participant tiers (\n                      <jats:italic>b<\/jats:italic>\n                      \u2009=\u20093.6\u00a0to\u00a06.2 cm) and similarly for countermovement jump (CMJ) when comparing Tier 3 with Tiers 4 and 5 for restricted (\n                      <jats:italic>b<\/jats:italic>\n                      \u2009=\u20093.3 cm) and unrestricted arm movement (\n                      <jats:italic>b<\/jats:italic>\n                      \u2009=\u20098.8 cm).\n                    <\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Conclusions<\/jats:title>\n                    <jats:p>Normative benchmarks that are useful for athlete profiling and development, talent identification, and training program design have been established from a very large sample of studies and athletes.\u00a0These findings highlight the role of sprinting ability, lower limb power and intermittent aerobic capacity in differentiating athletes across the performance scale. Field-based tests, particularly those assessing intermittent fitness, demonstrated the greatest difference in performance between each of the participant tiers, suggesting that these pragmatic tests are effective at capturing the physical performance of women\u2019s football players. A limitation of this study is the variability introduced by the heterogeneity across studies in testing protocols, sample sizes and competition levels, which may have influenced the results.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Registration<\/jats:title>\n                    <jats:p>\n                      Prospective protocol registration can be found in Open Science Framework and is available through:\n                      <jats:ext-link xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" xlink:href=\"https:\/\/doi.org\/10.17605\/OSF.IO\/8W3JH\" ext-link-type=\"uri\">https:\/\/doi.org\/10.17605\/OSF.IO\/8W3JH<\/jats:ext-link>\n                      .\n                    <\/jats:p>\n                  <\/jats:sec>","DOI":"10.1007\/s40279-025-02251-0","type":"journal-article","created":{"date-parts":[[2025,9,1]],"date-time":"2025-09-01T02:51:38Z","timestamp":1756695098000},"page":"127-155","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":10,"title":["Benchmarking the Physical Performance Qualities in Women\u2019s Football: A Systematic Review and Meta-analysis Across the Performance Scale"],"prefix":"10.1007","volume":"56","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-5818-4450","authenticated-orcid":false,"given":"Heidi R.","family":"Compton","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-5859-0267","authenticated-orcid":false,"given":"Ric","family":"Lovell","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0009-0000-6763-1235","authenticated-orcid":false,"given":"Dawn","family":"Scott","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-6509-7531","authenticated-orcid":false,"given":"Jo","family":"Clubb","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-0544-1986","authenticated-orcid":false,"given":"Tzlil","family":"Shushan","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","published-online":{"date-parts":[[2025,9,1]]},"reference":[{"key":"2251_CR1","unstructured":"F\u00e9d\u00e9ration Internationale de Football Association, Staggering statistics demonstrate FIFA Women\u2019s World Cup\u2122 growth. 2023, F\u00e9d\u00e9ration Internationale de Football Association."},{"issue":"5","key":"2251_CR2","doi-asserted-by":"publisher","first-page":"1263","DOI":"10.1519\/JSC.0b013e318215f575","volume":"25","author":"JA Bartolini","year":"2011","unstructured":"Bartolini JA, et al. 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In addition, all relevant codes related to data processing, figures, tables and statistical analyses are available at\n                      \n                      .","order":3,"name":"Ethics","group":{"name":"EthicsHeading","label":"Code Availability"}},{"value":"This article is published as part of a\u00a0supplement\u00a0issue that was supported by the F\u00e9d\u00e9ration Internationale de Football Association (FIFA).","order":4,"name":"Ethics","group":{"name":"EthicsHeading","label":"Funding"}},{"value":"Not applicable.","order":5,"name":"Ethics","group":{"name":"EthicsHeading","label":"Ethical Approval and Consent to Participate"}},{"value":"Not applicable.","order":6,"name":"Ethics","group":{"name":"EthicsHeading","label":"Consent for Publication"}},{"value":"H.C., T.S., R.L., J.C. and D.S. conceived the idea for the article. H.C. performed the literature search, and H.C. and T.S. completed article screening and data extraction. T.S. performed the data and statistical analysis, and H.C. created the interactive dashboard application. R.L. and J.C. contributed to cross-referencing of the database. H.C. and T.S. wrote the first draft of the manuscript and all subsequent versions. R.L. provided significant writing content and revisions to the manuscript, and J.C. and D.W. provided edits and conceptual direction to the final manuscript. All authors read and approved the final manuscript. H.C. coordinated the submission and revision process. The authors agree to be accountable for the work.","order":7,"name":"Ethics","group":{"name":"EthicsHeading","label":"Authors\u2019 Contributions"}},{"value":"The contents of this systematic review and meta-analysis are presented clearly, honestly and without fabrication, falsification or inappropriate data manipulation. In the interest of transparency, Heidi Compton, Ric Lovell, Dawn Scott, Jo Clubb and Tzlil Shushan have freelance roles at FIFA. There are no other competing interests to declare.","order":8,"name":"Ethics","group":{"name":"EthicsHeading","label":"Competing Interests"}}]}}