A Multilevel Analysis of Factors Influencing Bullying Victimization at School among Indonesian Students with Binary Outcome
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Bullying is an aggressive act toward someone who cannot defend themselves. Students who experience bullying victimization are treated badly by their friends, such as by being teased, ostracized, or kicked. Therefore, this study aims to determine the influencing factors of students being bullied among Indonesian students. The data used is secondary data from the 2022 Program for International Student Assessment (PISA) for Indonesia, with a sample comprised of 11,479 students from 403 schools. Data analysis uses a multilevel model with a binary response because the data is hierarchically structured, and the response variable is binary. The results show that male students, who have missed school, are late for school, repeat a grade, have low grade levels, low teacher support, low discipline, rural schools, and those with small class sizes will have a higher chance of experiencing bullying victimization more often. Overall, this study helps explain the influencing factors of students being bullied so that these factors can be given more attention to improving school policies.
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Afriani, & Denisa. (2021). Bullying victimization among junior high school students in Aceh, Indonesia: Prevalence and its differences in gender, grade, and friendship quality. Jurnal Ilmiah Peuradeun, 9(2), 251–274. https://doi.org/10.26811/peuradeun.v9i2.518
Andini, P. W., Amirudin, & Purnomo, M. H. (2019). Bullying sebagai arena kontestasi kekuasaan di kalangan siswa SMA Jakarta. Endogami: Jurnal Ilmiah Kajian Antropologi, 2(2).
Avanesian, G., Dikaya, L., Bermous, A., Kochkin, S., Kirik, V., Egorova, V., & Abkadyrova, I. (2021). Bullying in the Russian secondary school: Predictive analysis of victimization. Frontiers in Psychology, 12. https://doi.org/10.3389/fpsyg.2021.644653
Bates, D., Maechler, M., Bolker, B., & Walker, S. (2015). Fitting linear mixed-effects models using {lme4}. Journal of Statistical Software, 67(1), 1–48. https://doi.org/doi:10.18637/jss.v067.i01
Borualogo, I. S., Wahyudi, H., & Kusdiyati, S. (2020). Prediktor perundungan siswa sekolah dasar. Jurnal Ilmiah Psikologi Terapan, 8(1), 26–42. https://doi.org/10.22219/jipt.v8i1.9841
Denny, S., Peterson, E. R., Stuart, J., Utter, J., Bullen, P., Fleming, T., Ameratunga, S., Clark, T., & Milfont, T. (2015). Bystander intervention, bullying, and victimization: A Multilevel Analysis of New Zealand high schools. Journal of School Violence, 14(3), 245–272. https://doi.org/10.1080/15388220.2014.910470
Duong, T. T., Ha, L. T. H., Oanh, T. T. M., & Huong, N. T. (2018). Associated factors of bullying victimization among Tien Chau secondary school students in Phuc Yen town, Vinh Phuc province. Journal of Health and Development Studies (JHDS), 2(1).
Garandeau, C. F., Yanagida, T., Vermande, M. M., Strohmeier, D., & Salmivalli, C. (2019). Classroom size and the prevalence of bullying and victimization: Testing three explanations for the negative association. Frontiers in Psychology, 10. https://doi.org/10.3389/fpsyg.2019.02125
Heck, R. H., & Thomas, S. L. (2020). An introduction to multilevel modeling techniques. In An Introduction to Multilevel Modeling Techniques (4th ed.). Routledge. https://doi.org/10.4324/9780429060274
Heck, R. H., Thomas, S. L., & Tabata, L. Naomi. (2014). Multilevel and longitudinal modeling with IBM SPSS. Routledge.
Hedeker, D. R., & Gibbons, R. D. (2006). Longitudinal data analysis. John Wiley & Sons, Inc.
Hosmer, David. W., & Lemeshow, S. (2000). Applied logistic regression (2nd ed.). John Wiley & Sons, Inc.
Hosozawa, M., Bann, D., Fink, E., Elsden, E., Baba, S., Iso, H., & Patalay, P. (2021). Bullying victimisation in adolescence: Prevalence and inequalities by gender, socioeconomic status and academic performance across 71 countries. EClinicalMedicine, 41. https://doi.org/10.1016/j.eclinm.2021.101142
Johansson, S., Myrberg, E., & Toropova, A. (2022). School bullying: Prevalence and variation in and between school systems in TIMSS 2015. Studies in Educational Evaluation, 74. https://doi.org/10.1016/j.stueduc.2022.101178
Košir, K., Zakšek, M., & Kozina, A. (2023). School belongingness and family support as predictors of school bullying perpetration and victimization in adolescents: Are relations the same for students with an immigrant background? Victims and Offenders. https://doi.org/10.1080/15564886.2023.2181251
Lee, H. (2022). What drives the performance of Chinese urban and rural secondary schools: A machine learning approach using PISA 2018. Cities, 123. https://doi.org/10.1016/j.cities.2022.103609
Lee, J., Roh, B. R., & Yang, K. E. (2022). Exploring the association between social support and patterns of bullying victimization among school-aged adolescents. Children and Youth Services Review, 136. https://doi.org/10.1016/j.childyouth.2022.106418
Lian, Q., Yu, C., Tu, X., Deng, M., Wang, T., Su, Q., & Zuo, X. (2021). Grade repetition and bullying victimization in adolescents: A global cross-sectional study of the Program for International Student Assessment (PISA) data from 2018. PLoS Medicine, 18(11). https://doi.org/10.1371/journal.pmed.1003846
Maharjan, M., & Shrestha, S. (2022). Bullying victimization and its associated factors among adolescent students. Medical Journal of Shree Birendra Hospital, 21(1), 29–36. https://doi.org/10.3126/mjsbh.v21i1.39815
Matsani, S. R. (2022). Investigation of bullying in high school students by gender and school type. Investıgatıon Of Bullyıng In Hıgh School Students By Gender And School Type Vision International Scientific Journal, 7(1). https://doi.org/10.55843/ivisum2271061r
Muhopilah, P., & Tentama, F. (2019). Faktor-faktor yang mempengaruhi perilaku bullying. Jurnal Psikologi Terapan Dan Pendidikan, 1(2), 99–107.
Nakagawa, S., & Schielzeth, H. (2013). A general and simple method for obtaining R^2 from generalized linear mixed-effects models. Methods in Ecology and Evolution, 4(2), 133–142. https://doi.org/10.1111/j.2041-210x.2012.00261.x
Neupane, T., Pandey, A. R., Bista, B., & Chalise, B. (2020). Correlates of bullying victimization among school adolescents in Nepal: Findings from 2015 Global School-Based Student Health Survey Nepal. In PLoS ONE (Vol. 15, Issue 8). Public Library of Science. https://doi.org/10.1371/journal.pone.0237406
O’dwyer, L. M., & Parker, C. E. (2014). A primer for analyzing nested data: multilevel modeling in SPSS using an example from a REL study. http://ies.ed.gov/
OECD. (2019). PISA 2018 results (Volume III): What school life means for students’ lives. OECD Publishing.
OECD. (2023). PISA 2022 results (Volume II): Learning during – and from – disruption. OECD Publishing.
Peltzer, K., & Pengpid, S. (2021). Prevalence and correlates of frequent and infrequent bullying victimization among school adolescents from five southeast asian countries. Makara Journal of Health Research, 25(2), 94–100. https://doi.org/10.7454/msk.v25i2.1282
R Core Team. (2022). R: A language and environment for statistical computing. <https://www.R-project.org/>.
Raudenbush, S. W., & Bryk, A. S. (2002). Hierarchical linear models: applications and data analysis methods (2nd ed.). Sage Publications.
Rezapour, M., Khanjani, N., & Mirzai, M. (2019). Exploring associations between school environment and bullying in Iran: Multilevel contextual effects modeling. Children and Youth Services Review, 99, 54–63. https://doi.org/10.1016/j.childyouth.2019.01.036
Salmon, S., Turner, S., Taillieu, T., Fortier, J., & Afifi, T. O. (2018). Bullying victimization experiences among middle and high school adolescents: Traditional bullying, discriminatory harassment, and cybervictimization. Journal of Adolescence, 63, 29–40. https://doi.org/10.1016/j.adolescence.2017.12.005
Segovia-González, M. M., Ramírez-Hurtado, J. M., & Contreras, I. (2023). Analyzing the risk of being a victim of school bullying. The relevance of students’ self-perceptions. Child Indicators Research, 16(5), 2141–2163. https://doi.org/10.1007/s12187-023-10045-x
Shaheen, A. M., Hamdan, K. M., Albqoor, M., Othman, A. K., Amre, H. M., & Hazeem, M. N. A. (2019). Perceived social support from family and friends and bullying victimization among adolescents. Children and Youth Services Review, 107. https://doi.org/10.1016/j.childyouth.2019.104503
Smith, P. K., López-Castro, L., Robinson, S., & Görzig, A. (2019). Consistency of gender differences in bullying in cross-cultural surveys. In Aggression and Violent Behavior (Vol. 45, pp. 33–40). Elsevier Ltd. https://doi.org/10.1016/j.avb.2018.04.006
Sofya, R., Putri, A. M., Syafril, R., Kurniawati, T., Ritonga, M., & Sofia, N. (2023). Analisis kondisi sosial ekonomi keluarga dan dampaknya terhadap perilaku bullying. Jurnal Ecogen, 6(4), 596–604. http://ejournal.unp.ac.id/students/index.php/pek/index
Solberg, M. E., & Olweus, D. (2003). Prevalence estimation of school bullying with the olweus bully/victim questionnaire. Aggressive Behavior, 29(3), 239–268. https://doi.org/10.1002/ab.10047
Sorra, J. S., & Dyer, N. (2010). Multilevel psychometric properties of the AHRQ hospital survey on patient safety culture. BMC Health Services Research, 10(1), 199. https://doi.org/doi: 10.1186/1472-6963-10-199
Thornberg, R., Wegmann, B., Wänström, L., Bjereld, Y., & Hong, J. S. (2022). Associations between student–teacher relationship quality, class climate, and bullying roles: A Bayesian Multilevel Multinomial Logit Analysis. Victims and Offenders, 17(8), 1196–1223. https://doi.org/10.1080/15564886.2022.2051107
UNESCO. (2023). School violence and bullying a major global issue, new UNESCO publication finds. https://www.unesco.org/en/articles/school-violence-and-bullying-major-global-issue-new-unesco-publication-finds
Vidourek, R. A., King, K. A., & Merianos, A. L. (2016). School bullying and student trauma: Fear and avoidance associated with victimization. Journal of Prevention and Intervention in the Community, 44(2), 121–129. https://doi.org/10.1080/10852352.2016.1132869
Wang, M. S., Hong, J. S., Wei, H. S., & Hwang, Y. T. (2019). Multiple level factors associated with bullying victimization in Taiwanese middle school students. Journal of School Violence, 18(3), 375–387. https://doi.org/10.1080/15388220.2018.1506927
Wang, Y. J., & Chen, I. H. (2023). A multilevel analysis of factors influencing school bullying in 15-year-old students. Children, 10(4). https://doi.org/10.3390/children10040653
Wicaksono, H. (2019). Socio-economic status and social capital: A multicausal analysis of bullying among high school students in Karawang, West Java. Jurnal Sosiologi, 24(1). https://doi.org/10.7454/mjs.v24i1.10134
Yu, S., & Zhao, X. (2021). The negative impact of bullying victimization on academic literacy and social integration: Evidence from 51 countries in PISA. Social Sciences and Humanities Open, 4(1). https://doi.org/10.1016/j.ssaho.2021.100151
Yusuf, A., Habibie, A. N., Efendi, F., Kurnia, I. D., & Kurniati, A. (2019). Prevalence and correlates of being bullied among adolescents in Indonesia: Results from the 2015 Global School-based Student Health Survey. International Journal of Adolescent Medicine and Health, 34(1). https://doi.org/10.1515/ijamh-2019-0064
Zaneva, M., Minnick, E., Nahar, Ginting, V., Aryani, F., Ohan, F., Haryanti, R. H., Winarna, S., Arsianto, Y., Budiyawati, H., Widowati, E., Saraswati, R., Kristianto, Y., Suryani, Y. E., Ulum, D. F., & Bowes, L. (2023). Social norms predict bullying: Evidence from an anti-bullying intervention trial in Indonesia. International Journal of Bullying Prevention. https://doi.org/10.1007/s42380-023-00176-8
Zhu, Y., & Chan, K. L. (2015). Prevalence and correlates of school bullying victimization in Xi’an, China. Violence and Victims, 30(4), 714–732. https://doi.org/10.1891/0886-6708.VV-D-14-00006
Zhu, Y., & Teng, Y. (2022). Influences of teachers, students and school climate on bullying victimization: Evidence from China. Best Evidence in Chinese Education, 12(1), 1547–1571. https://doi.org/10.15354/bece.22.or065
Zsila, Á., Orosz, G., Király, O., Urbán, R., Ujhelyi, A., Jármi, É., Griffiths, M. D., Elekes, Z., & Demetrovics, Z. (2018). Psychoactive substance use and problematic internet use as predictors of bullying and cyberbullying victimization. International Journal of Mental Health and Addiction, 16(2), 466–479. https://doi.org/10.1007/s11469-017-9809
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