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The Heterogeneous Effects of Participation in Shadow Education on Mental Health of High School Students in Taiwan

Bibliographic Data

ID15460930
AuthorsI C Chen (0000-0002-0223-552X, Michigan State University, corresponding author), Ping‐Yin Kuan (0000-0001-9516-4910, National Chengchi University)
Year2021
Volume18
Issue3
Pages1222-1222
Publication date2021-01-29
Open AccessYes
TypeARTICLE
VenueInternational Journal of Environmental Research and Public Health (JOURNAL)
Journal identifiersISSN: 1661-7827 • E-ISSN: 1660-4601
PublisherMultidisciplinary Digital Publishing Institute (PUBLISHER • CH)
DOI10.3390/ijerph18031222
PMID33573032
OpenAlexW3126431963
LanguageEN
Citations received8
References cited15

The effect of shadow education or private supplementary education (PSE) on school achievement has been prolifically studied, but its impact on well-being remains understudied. This study examines the heterogeneous effect of PSE participation on school achievement and depression symptoms among high schoolers in Taiwan. The study uses panel data of the Taiwan Upper Secondary Database (TUSD) in the 2014 and 2015 academic years. We join the inverse-probability-of-treatment weighting (IPTW) approach and the seemingly unrelated regression (SUR) model to estimate the effects of PSE participation patterns on two correlated outcomes, comprehensive assessment of high school entrance examination and self-reported depression symptoms in the 11th grade. The latent class analysis identifies five PSE participation patterns: always-taker, early-adopter, dropout, late-adopter, and explorer, to predict the effect of PSE on the scores of entrance examination and later depression symptoms in high school ( n = 7708, mean age = 15.33). The findings suggest that PSE participation in junior high is positively associated with academic achievement. However, PSE participation also increases depression symptoms, particularly in the case of always-takers. In other words, while always-takers increase their school achievement in transition into high school, their risks of suffering from depression are also higher than their peers

Academic achievement · Depression (economics · Developmental psychology · Economics · Mental health · Multilevel model · Psychiatry · Shadow (psychology · Sociology · Statistics · Clinical Psychology · Demography · Global Educational Reforms and Inequalities · Psychology

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    Open Access•Kevin Wai Ho Yung, Scarlet Poon•European Journal of Education•2025

  • Shadow education and student achievement

    Open Access•Gaojie Cao, Guanyu Huo•Studies In Educational Evaluation•2026

  • Does Shadow Education Affect Behavioral (Dis)engagement? Evidence from South Korean Elementary School Students

    Soo-Yong Byun, Suyoung Park et al.•Comparative Education Review•2026

  • Does cram school participation bring about negative emotions? Causal inference based on Chinese Education Panel Survey (Ceps) data

    Open Access•Shiyuan Li, Aiyu Liu•Chinese Journal of Sociology•2023

  • Private Tutoring Classes and Emotional Well-Being in China

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  • The impact of China's “Double Reduction” policy on primary school students' subjective well-being and academic achievement

    Open Access•Jinyan Zhou, Aiai Fan•International Journal of…•2025

  • Parental perceptions of economic inequality and investment in children's organized extracurricular activities

    Open Access•Yifan Zhang, Tianxin Wang et al.•Asian Journal Of Social Psychology•2025

  • Examining the nature, effectiveness and implications of shadow education in rural Kazakhstan

    Open Access•Anas Hajar, Mehmet Karakus•British Educational Research…•2025

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    Open Access•Jin‐Won Noh, Jinseok Kim et al.•International Journal of…•2020

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  • Shadow education and educational inequality in South Korea

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  • Commentaries

    E Grodsky•Social Forces•2010

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    Claudia Buchmann, Dennis J Condron et al.•Social Forces•2010

  • Private Tutoring and Demand for Education in South Korea

    Sunwoong Kim, Ju‐ho Lee•Economic Development and Cultural…•2010

  • Learning Beyond the School Walls

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Citations per year2.67
Citation span2023 - 2026 (4)
Highly citedNo

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