{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,8]],"date-time":"2026-04-08T08:50:54Z","timestamp":1775638254628,"version":"3.50.1"},"reference-count":52,"publisher":"MDPI AG","issue":"4","license":[{"start":{"date-parts":[[2026,4,8]],"date-time":"2026-04-08T00:00:00Z","timestamp":1775606400000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"DOI":"10.13039\/501100010224","name":"Philosophy and Social Science Foundation of Hunan Province","doi-asserted-by":"publisher","award":["20YBA056"],"award-info":[{"award-number":["20YBA056"]}],"id":[{"id":"10.13039\/501100010224","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["J. Intell."],"abstract":"<jats:p>Out-of-school tutoring, as a form of privatized compensatory education beyond formal schooling, has become increasingly prevalent, yet its role in fostering students\u2019 holistic competencies remains insufficiently examined. Drawing on a student engagement perspective, this study investigates how different types of out-of-school tutoring, including academic, arts, and sports tutoring, are associated with the development of students\u2019 holistic competencies. Data were drawn from a survey of 704 Grade 10 students in central China. Tutoring engagement during junior secondary school was measured using a self-developed Likert-scale instrument, while holistic competencies were obtained from official Comprehensive Quality Assessment records. The findings reveal differentiated effects across tutoring types. Academic tutoring shows no significant association with academic performance or other dimensions of holistic competence. In contrast, sports tutoring is positively associated with physical and mental health, and arts tutoring demonstrates a significant positive relationship with artistic literacy. Regarding engagement characteristics, simply increasing the number of programs or financial investment yields limited benefits. Instead, time investment and cognitive involvement in sports tutoring, as well as affective involvement in arts tutoring, are positively related to specific dimensions of holistic competence. These results suggest that the effectiveness of out-of-school tutoring depends less on participation amount and more on the nature of students\u2019 engagement. The study highlights the uneven developmental returns of compensatory education and calls for a more balanced and development-oriented approach to tutoring participation.<\/jats:p>","DOI":"10.3390\/jintelligence14040061","type":"journal-article","created":{"date-parts":[[2026,4,8]],"date-time":"2026-04-08T07:25:12Z","timestamp":1775633112000},"page":"61","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Rethinking Out-of-School Tutoring: Engagement Pathways and the Uneven Impact on Students\u2019 Holistic Competencies"],"prefix":"10.3390","volume":"14","author":[{"given":"Hui","family":"Yan","sequence":"first","affiliation":[{"name":"Institute of Educational Sciences, Hunan University, Changsha 410082, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Han","family":"Xiao","sequence":"additional","affiliation":[{"name":"Institute of Educational Sciences, Hunan University, Changsha 410082, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0009-5298-4893","authenticated-orcid":false,"given":"Jianlin","family":"Yuan","sequence":"additional","affiliation":[{"name":"Institute of Educational Sciences, Hunan University, Changsha 410082, China"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"1968","published-online":{"date-parts":[[2026,4,8]]},"reference":[{"key":"ref_1","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1080\/10573569.2017.1302372","article-title":"The effects of peer tutoring on the reading comprehension performance of secondary students with disabilities: A systematic review","volume":"34","author":"Alzahrani","year":"2018","journal-title":"Reading & Writing Quarterly"},{"key":"ref_2","unstructured":"Astin, A. 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