Revealing unseen wounds: a cluster analysis of psychological and pandemic-driven factors associated with self-injury among global students

Despite extensive research on the mental health effects of the COVID-19 pandemic, limited attention has been given to how pandemic-related stressors uniquely influence self-injury and suicidal ideation among global student populations. This cross-national study examines both psychological and pandemic-related determinants of self-harm in international and domestic Indonesian students, highlighting divergent drivers of self-injury across these groups. Conducted as a cross-sectional study from 2022 to 2023, the research involved 393 participants—200 studying overseas and 193 based in Indonesia. Data were collected via online questionnaires, including the Depression Anxiety Stress Scale (DASS) and the Self-Harm Inventory (SHI). Additional assessments captured social and educational factors such as living arrangements, marital status, family income, perceived study difficulties, academic performance, and financial concerns. Hierarchical clustering of correlation matrices was used to identify distinct patterns in mental health outcomes and associated drivers. No significant differences were observed between international and domestic students in overall levels of depression (10.1 ± 8.6 vs. 10.0 ± 8.4), anxiety (7.7 ± 6.4 vs. 8.6 ± 6.6), or loneliness (42.9 ± 8.9 vs. 42.7 ± 8.5; all pcorrected ≥ 0.98). However, the determinants of severe self-harm differed substantially between groups. Among domestic students, self-injury attempts were significantly associated with pandemic-related stressors, including COVID-19–related worry about family and friends (r = 0.26, puncorrected < 0.001) and worry about missing out on important experiences (r = 0.33, puncorrected < 0.001). These associations were not observed in international students (r ≤ 0.05, puncorrected ≥ 0.47), with between-group differences confirmed by Fisher’s z tests (p ≤ 0.039). In contrast, self-harm in international students was more strongly linked to broader psychological vulnerabilities rather than pandemic-specific concerns. Subcluster analyses supported these distinct contextual and psychological patterns. These findings highlight the need to address the unique psychological and social challenges faced by both international and domestic students. A holistic, culturally responsive approach to student mental health is critical, particularly in mitigating the risks of self-injury and suicidal ideation. These insights can support educators and institutions in identifying at-risk students and implementing effective support strategies, especially for global learners in times of crisis.

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Publication Details

Journal
BMC Psychology
Published
2026-03-02
DOI
https://doi.org/10.1186/s40359-026-04199-w
Primary Topic
Suicide and Self-Harm Studies
Type
article
Field-Weighted Citation Impact
0.00
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article

Revealing unseen wounds: a cluster analysis of psychological and pandemic-driven factors associated with self-injury among global students

Róger Marcelo Martínez, Yen-Nung Lin, Y-Y Chen, Valentino Marcel Tahamata et al.
BMC Psychology
Suicide and Self-Harm Studies
article

Revealing unseen wounds: a cluster analysis of psychological and pandemic-driven factors associated with self-injury among global students

Róger Marcelo Martínez, Yen-Nung Lin, Y-Y Chen, Valentino Marcel Tahamata, Chenyi Chen, Yang‐Teng Fan, Yu-Ting Cheng, Kah Kheng Goh, Ni Kadek Yuni Fridayani, Ting-Ting Chang, Cheng-Ta Yang, Li Wei
article en

Abstract

Despite extensive research on the mental health effects of the COVID-19 pandemic, limited attention has been given to how pandemic-related stressors uniquely influence self-injury and suicidal ideation among global student populations. This cross-national study examines both psychological and pandemic-related determinants of self-harm in international and domestic Indonesian students, highlighting divergent drivers of self-injury across these groups. Conducted as a cross-sectional study from 2022 to 2023, the research involved 393 participants—200 studying overseas and 193 based in Indonesia. Data were collected via online questionnaires, including the Depression Anxiety Stress Scale (DASS) and the Self-Harm Inventory (SHI). Additional assessments captured social and educational factors such as living arrangements, marital status, family income, perceived study difficulties, academic performance, and financial concerns. Hierarchical clustering of correlation matrices was used to identify distinct patterns in mental health outcomes and associated drivers. No significant differences were observed between international and domestic students in overall levels of depression (10.1 ± 8.6 vs. 10.0 ± 8.4), anxiety (7.7 ± 6.4 vs. 8.6 ± 6.6), or loneliness (42.9 ± 8.9 vs. 42.7 ± 8.5; all pcorrected ≥ 0.98). However, the determinants of severe self-harm differed substantially between groups. Among domestic students, self-injury attempts were significantly associated with pandemic-related stressors, including COVID-19–related worry about family and friends (r = 0.26, puncorrected < 0.001) and worry about missing out on important experiences (r = 0.33, puncorrected < 0.001). These associations were not observed in international students (r ≤ 0.05, puncorrected ≥ 0.47), with between-group differences confirmed by Fisher’s z tests (p ≤ 0.039). In contrast, self-harm in international students was more strongly linked to broader psychological vulnerabilities rather than pandemic-specific concerns. Subcluster analyses supported these distinct contextual and psychological patterns. These findings highlight the need to address the unique psychological and social challenges faced by both international and domestic students. A holistic, culturally responsive approach to student mental health is critical, particularly in mitigating the risks of self-injury and suicidal ideation. These insights can support educators and institutions in identifying at-risk students and implementing effective support strategies, especially for global learners in times of crisis.

BMC Psychology
Ministry of Health and Welfare (KR), National Autonomous University of Honduras (HN), Hsing Wu University (TW), Taipei Medical University Hospital (TW), MIND Research Institute (US), Ministry of Health and Welfare (TW), Wan Fang Hospital (TW), National Taiwan University of Sport (TW), Taipei Medical University (TW), National Chengchi University (TW), National Cheng Kung University (TW), National Taipei University (TW), Yuan Ze University (TW)
No poverty
Openalex Percentile: Top 42%
Suicide and Self-Harm Studies
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