Analisis Diskriminan Pada Faktor-Faktor yang Memengaruhi Perilaku Peduli Lingkungan Masyarakat Kecamatan Pinolosian
Abstract
This study examines the factors that distinguish the environmental awareness behavior of the Pinolosian District community using Discriminant Analysis. The low level of environmental awareness in this region is reflected in the minimal community participation in cleanliness and waste management activities. This study aims to develop a discriminant model based on three main variables, namely attitude, subjective norms, and behavioral control, and to identify the most dominant variables in distinguishing between groups of people who do and do not engage in environmentally conscious behavior. Data were obtained from 371 respondents through a questionnaire that had been tested for validity and reliability, then analyzed using R Studio software. The results show that the discriminant function formed is statistically significant, with behavioral control as the most dominant distinguishing factor, followed by subjective norms and attitudes. The resulting classification model has an accuracy rate of 69%, which indicates a fairly good ability to categorize community environmental behavior. These findings confirm that improving environmentally conscious behavior needs to focus on strengthening the community's perception of their capabilities through the provision of supporting facilities, the reduction of structural barriers, and the strengthening of social norms as the basis for formulating environmental policies at the regional level.
References
Ajzen, I. (2021). The theory of planned behavior: A bibliographic review. Human Behavior and Emerging Technologies, 3(2), 140–155. https://doi.org/10.1002/hbe2.265
Anggraini, D., Putri, N., & Wibowo, A. (2022). Factors influencing pro-environmental behavior: Testing TPB and NAM models. Journal of Environmental Psychology, 83, 101–121. https://doi.org/10.1016/j.jenvp.2022.101905
Arcagök, S. (2024). Environmental performance index and global sustainability challenges. Journal of Environmental Indicators, 18(2), 45–58. https://doi.org/10.1007/s10811-024-00678-9
Azis, D., Hadining, A. F., & Kusnadi, K. (2020). Discriminant Analysis Toward Demographic Characteristics of Cikaobandung Village Community in Citarum Harum Program. Temali: Jurnal Pembangunan Sosial, 3(2), 95–103. https://journal.unpas.ac.id/index.php/temali/article/view/3095
Badan Pusat Statistik. (2023). Indeks Kualitas Lingkungan Hidup (IKLH) 2018–2022.
Bakker, J. D. (2024). Applied Multivariate Statistics in R: Discriminant Analysis. University of Washington Pressbooks. https://uw.pressbooks.pub/appliedmultivariatestatistics/chapter/discriminant-analysis/
Handayani, T., Pratiwi, S., & Lestari, R. (2022). Environmental awareness and community participation in waste management. International Journal of Environmental Science and Development, 13(4), 210–216. https://doi.org/10.18178/ijesd.2022.13.4.1356
Husni, K., Rahman, A., & Yusuf, M. (2023). Environmental attitude and behavioral intention among young adults in Indonesia. Sustainability, 15(1), 112. https://doi.org/10.3390/su15010112
Kementerian Lingkungan Hidup dan Kehutanan Republik Indonesia. (2024). Statistik Lingkungan Hidup Indonesia.
Muthahharah, N., & Mar’ah, S. (2024). Classification accuracy in discriminant analysis for behavioral studies. Journal of Applied Statistics, 14(2), 88–99.
Nugraha, A., Prasetyo, B., & Santoso, D. (2023). Determinants of household waste management behavior in Indonesia. Sustainability, 15(6), 4872. https://doi.org/10.3390/su15064872
Qu, L., & Pei, Y. (2024). A comprehensive review on discriminant analysis for addressing challenges of class-level limitations, small sample size, and robustness. Processes, 12(7), 1382.
Rahmawati, I., Yuliana, D., & Prakoso, R. (2024). Pro-environmental behavior model among university students. Journal of Environmental Education Research, 29(3), 250–265. https://doi.org/10.1080/13504622.2024.112345
Simanungkalit, I. P., Hadining, A. F., & Kusnadi, K. (2021). Faktor Yang Memengaruhi Perilaku Peduli Lingkungan: Pengembangan Model Menggunakan Theory of Planned Behavior dan Norm Activation Model. IJEEM - Indonesian Journal of Environmental Education and Management, 6(2), 195–207. https://doi.org/10.21009/IJEEM.062.06
Sitopu, R., Gultom, T., & Harahap, N. (2023). Identifying behavioral determinants using discriminant analysis: A study of community environmental actions. Indonesian Journal of Statistics and Its Applications, 7(1), 44–57.
Sulak, S., & Koklu, O. (2024). Global environmental degradation and population growth: A long-term analysis. Environmental Management and Sustainability Journal, 12(1), 1–15. https://doi.org/10.1007/s00267-024-01678
Yuliani, N., & Darmawan, H. (2021). Social norms and environmental behavior: A comparative study. Journal of Behavioral Studies in Environment, 4(2), 55–68.






