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Abstract
This study aimed to delineate segments of the Enim River based on the Water Quality Index (WQI), using the Pollution Index (PI) as the primary method. Water quality data were collected from 14 monitoring stations between 2022 and 2024, covering several physicochemical and biological parameters. Hierarchical Cluster Analysis (HCA) was applied to classify stations based on similarities in pollution patterns. The results identified three main segments: stations with relatively good water quality, stations with fluctuating pollution levels, and stations with high pollution requiring priority attention. This approach provides a comprehensive spatial and temporal overview, supporting the development of more targeted and evidence-based river management policies. The study points to the WQI as an effective and accessible tool for assessing water quality, enhancing stakeholder understanding, and serving as a foundation for river conservation and restoration planning.
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Copyright (c) 2026 Mona Lisa, Muhammad Said, Risfidian Mohadi

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References
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- Bora, M., & Goswami, D. C. (2017). Water quality assessment in terms of water quality index (WQI): case study of the Kolong River, Assam, India. Applied Water Science, 7(6), 3125–3135. https://doi.org/10.1007/s13201-016-0451-y
- Bouchareb, N., Chouaib, R. A., Meriem, L., Abdelaziz, B., Salah, K., Sara, B., & Mohamed, C. (2025). Monitoring water quality in Beni Haroun Dam Northeastern Algeria: Application of Water Quality Index (WQI), Pollution Index (PI), and statistical analyses. Desalination and Water Treatment, 323(March), 101267. https://doi.org/10.1016/j.dwt.2025.101267
- Chabuk, A., Al-Madhlom, Q., Al-Maliki, A., Al-Ansari, N., Hussain, &, Hussain, M., & Laue, J. (2020). Water quality assessment along Tigris River (Iraq) using water quality index (WQI) and GIS software. Arabian Journal of Geosciences, 13(14), 1–123. https://doi.org/10.1007/s12517-020-05575-5
- Dalmaijer, E. S., Nord, C. L., & Astle, D. E. (2022). Statistical power for cluster analysis. BMC Bioinformatics, 23(1), 1–12. https://doi.org/10.1186/s12859-022-04675-1
- Das Kangabam, R., Bhoominathan, S. D., Kanagaraj, S., & Govindaraju, M. (2017). Development of a water quality index (WQI) for the Loktak Lake in India. Applied Water Science, 7(6), 2907–2918. https://doi.org/10.1007/s13201-017-0579-4
- Denny W., Pradana., Daru, K. A., Wulandari., Diepa F., S. D. M. H. (2025). Contamination level analysis of the Klinajau River in Dun Village, Muara Ancalong District, East Kutai Regency, East Kalimantan Province. Jurnal Agriment, 10(1), 51–57.
- Dippong, T., Hoaghia, M. A., & Senila, M. (2022). Appraisal of heavy metal pollution in alluvial aquifers. Study case on the protected area of Ronișoara Forest, Romania. Ecological Indicators, 143(July), 109347. https://doi.org/10.1016/j.ecolind.2022.109347
- Ewaid, S. H., Abed, S. A., Al-Ansari, N., & Salih, R. M. (2020). Development and evaluation of a water quality index for the Iraqi rivers. Hydrology, 7(3), 1–14. https://doi.org/10.3390/HYDROLOGY7030067
- Jung, J., Park, T., Park, J., Lee, D., & Cha, Y. K. (2025). A river network model using a weight-based merged LSTM for multi-source monitoring integration. Ecological Informatics, 90(March), 103320. https://doi.org/10.1016/j.ecoinf.2025.103320
- Juwana, I., Rahardyan, N. A., Permadi, D. A., & Sutadian, A. D. (2022). Uncertainty and Sensitivity Analysis of the Effective Implementation of Water Quality Improvement Programs for Citarum River, West Java, Indonesia. Water (Switzerland), 14(24). https://doi.org/10.3390/w14244077
- Kouadri, S., Elbeltagi, A., Islam, A. R. M. T., & Kateb, S. (2021). Performance of machine learning methods in predicting water quality index based on irregular data set: application on Illizi region (Algerian southeast). Applied Water Science, 11(12), 1–20. https://doi.org/10.1007/s13201-021-01528-9
- Lkr, A., Singh, M. R., & Puro, N. (2020). Assessment of water quality status of Doyang River, Nagaland, India, using Water Quality Index. Applied Water Science, 10(1), 1–13. https://doi.org/10.1007/s13201-019-1133-3
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- Malek, N. H. A., Yaacob, W. F. W., Nasir, S. A. M., & Shaadan, N. (2022). Prediction of water quality classification of the Kelantan River Basin, Malaysia, Using Machine Learning Techniques. Water (Switzerland), 14(7), 1–20. https://doi.org/10.3390/w14071067
- Noor, A., Abdunnur, A., Kristiningrum, R., Aipassa, M. I., & Ruslim, Y. (2023). Evaluation of the water quality status of the Samboja River in West Samboja District, Kutai Kartanegara Regency. Jurnal Pertanian Terpadu, 11(1), 37–46. https://doi.org/10.36084/jpt..v11i1.486
- Othman, F., Alaaeldin, M. E., Seyam, M., Ahmed, A. N., Teo, F. Y., Ming Fai, C., Afan, H. A., Sherif, M., Sefelnasr, A., & El-Shafie, A. (2020). Efficient river water quality index prediction considering minimal number of inputs variables. Engineering Applications of Computational Fluid Mechanics, 14(1), 751–763. https://doi.org/10.1080/19942060.2020.1760942
- Radiarta, I. N., & Erlania, E. (2015). Spatial and temporal analysis of water quality conditions through a multivariate statistical approach in Gerupuk Bay, West Nusa Tenggara Province. Journal of Aquaculture Research, 10(3), 435-447.
- Reed, M. S. (2008). Stakeholder participation for environmental management: A literature review. In Biological Conservation 141 (10), 2417–2431. https://doi.org/10.1016/j.biocon.2008.07.014
- Rizkilah, N., Masyruroh, A., & Sumiardi, A. (2024). Analysis of water pollution index in Kadu Kempong, Cikeumbeum, and Cipadarincang Rivers in Serang Regency. Jurnal Lingkungan Dan Sumberdaya Alam (JURNALIS), 7(1), 36–46. https://doi.org/10.47080/jls.v7i1.2951
- Rubio-Arias, H., Contreras-Caraveo, M., Quintana, R. M., Saucedo-Teran, R. A., & Pinales-Munguia, A. (2012). An overall water quality index (WQI) for a man-made aquatic reservoir in Mexico. International Journal of Environmental Research and Public Health, 9(5), 1687–1698. https://doi.org/10.3390/ijerph9051687
- Sharma, D., & Kansal, A. (2011). Water quality analysis of River Yamuna using water quality index in the national capital territory, India (2000-2009). Applied Water Science, 1(3–4), 147–157. https://doi.org/10.1007/s13201-011-0011-4
- Sholihah, L., & Irawanto, R. (2025). Identification of problems and management of the Welang River. Envirous, 5(2), 8–13. https://doi.org/10.33005/envirous.v5i2.337
- Sinaga, A. P., Ibrahim, E., & Hadiah, F. (2024). Assessment of changes in water quality of Enim River, Muara Enim, South Sumatera, Indonesia to Determine Environmental Designations. Indonesian Journal of Environmental Management and Sustainability, 8(2), 63–70. https://doi.org/10.26554/ijems.2024.8.2.63-70
- Singh, S., & Hussian, A. (2016). Water quality index development for groundwater quality assessment of greater Noida sub-basin, Uttar Pradesh, India. Cogent Engineering, 3(1), 1-17. https://doi.org/10.1080/23311916.2016.1177155
- Utami, R., Sari, A. N., Imami, A. D., Azizah, R. N., & Awfa, D. (2024). Water and Sediment Quality Status of the Enim River, South Sumatra. Indonesian Journal of Limnology, 5(2), 64–76. https://doi.org/10.51264/inajl.v5i2.68
- Verma, P., Singh, P. K., Sinha, R. R., & Tiwari, A. K. (2020). Assessment of groundwater quality status by using water quality index (WQI) and geographic information system (GIS) approaches: a case study of the Bokaro district, India. Applied Water Science, 10(1). https://doi.org/10.1007/s13201-019-1088-4
- Widyasari, N. L., Putu, N., & Florenzia, M. (2023). Analisis Kualitas Air Tukad Pakerisan. Jurnal Ecocentrism, 3, 69–79.
- Wisha, U. J., Wijaya, Y. J., & Hisaki, Y. (2025a). Water quality in the macro-tidal Kampar estuary, Indonesia: Real-time measurement during significant tidal bore passages. Kuwait Journal of Science, 52(3), 1–13. https://doi.org/10.1016/j.kjs.2025.100409
- Wisha, U. J., Wijaya, Y. J., & Hisaki, Y. (2025b). Water quality in the macro-tidal Kampar estuary, Indonesia: Real-time measurement during significant tidal bore passages. Kuwait Journal of Science, 52(3), 1–13. https://doi.org/10.1016/j.kjs.2025.100409
- Yu, B., & Tao, D. (2022). Heatmap Regression via Randomized Rounding. EEE Transactions on Pattern Analysis and Machine Intelligence, 44(11), 8276–8289. https://doi.org/10.1109/TPAMI.2021.3103980
References
Akter, T., Jhohura, F. T., Akter, F., Chowdhury, T. R., Mistry, S. K., Dey, D., Barua, M. K., Islam, M. A., & Rahman, M. (2016). Water quality index for measuring drinking water quality in rural Bangladesh: A crosssectional study. Journal of Health, Population and Nutrition, 35(1), 3–12. https://doi.org/10.1186/s41043-016-0041-5
Alexander, N., & Cooper, D. (Eds.). (2024). The Routledge handbook of literary geographies. Routledge.1–15
Bora, M., & Goswami, D. C. (2017). Water quality assessment in terms of water quality index (WQI): case study of the Kolong River, Assam, India. Applied Water Science, 7(6), 3125–3135. https://doi.org/10.1007/s13201-016-0451-y
Bouchareb, N., Chouaib, R. A., Meriem, L., Abdelaziz, B., Salah, K., Sara, B., & Mohamed, C. (2025). Monitoring water quality in Beni Haroun Dam Northeastern Algeria: Application of Water Quality Index (WQI), Pollution Index (PI), and statistical analyses. Desalination and Water Treatment, 323(March), 101267. https://doi.org/10.1016/j.dwt.2025.101267
Chabuk, A., Al-Madhlom, Q., Al-Maliki, A., Al-Ansari, N., Hussain, &, Hussain, M., & Laue, J. (2020). Water quality assessment along Tigris River (Iraq) using water quality index (WQI) and GIS software. Arabian Journal of Geosciences, 13(14), 1–123. https://doi.org/10.1007/s12517-020-05575-5
Dalmaijer, E. S., Nord, C. L., & Astle, D. E. (2022). Statistical power for cluster analysis. BMC Bioinformatics, 23(1), 1–12. https://doi.org/10.1186/s12859-022-04675-1
Das Kangabam, R., Bhoominathan, S. D., Kanagaraj, S., & Govindaraju, M. (2017). Development of a water quality index (WQI) for the Loktak Lake in India. Applied Water Science, 7(6), 2907–2918. https://doi.org/10.1007/s13201-017-0579-4
Denny W., Pradana., Daru, K. A., Wulandari., Diepa F., S. D. M. H. (2025). Contamination level analysis of the Klinajau River in Dun Village, Muara Ancalong District, East Kutai Regency, East Kalimantan Province. Jurnal Agriment, 10(1), 51–57.
Dippong, T., Hoaghia, M. A., & Senila, M. (2022). Appraisal of heavy metal pollution in alluvial aquifers. Study case on the protected area of Ronișoara Forest, Romania. Ecological Indicators, 143(July), 109347. https://doi.org/10.1016/j.ecolind.2022.109347
Ewaid, S. H., Abed, S. A., Al-Ansari, N., & Salih, R. M. (2020). Development and evaluation of a water quality index for the Iraqi rivers. Hydrology, 7(3), 1–14. https://doi.org/10.3390/HYDROLOGY7030067
Jung, J., Park, T., Park, J., Lee, D., & Cha, Y. K. (2025). A river network model using a weight-based merged LSTM for multi-source monitoring integration. Ecological Informatics, 90(March), 103320. https://doi.org/10.1016/j.ecoinf.2025.103320
Juwana, I., Rahardyan, N. A., Permadi, D. A., & Sutadian, A. D. (2022). Uncertainty and Sensitivity Analysis of the Effective Implementation of Water Quality Improvement Programs for Citarum River, West Java, Indonesia. Water (Switzerland), 14(24). https://doi.org/10.3390/w14244077
Kouadri, S., Elbeltagi, A., Islam, A. R. M. T., & Kateb, S. (2021). Performance of machine learning methods in predicting water quality index based on irregular data set: application on Illizi region (Algerian southeast). Applied Water Science, 11(12), 1–20. https://doi.org/10.1007/s13201-021-01528-9
Lkr, A., Singh, M. R., & Puro, N. (2020). Assessment of water quality status of Doyang River, Nagaland, India, using Water Quality Index. Applied Water Science, 10(1), 1–13. https://doi.org/10.1007/s13201-019-1133-3
Makubura, R., Meddage, D. P. P., Azamathulla, H. M., Pandey, M., & Rathnayake, U. (2022). A simplified mathematical formulation for water quality index (WQI): A Case Study in the Kelani River Basin, Sri Lanka. Fluids, 7(5), 1–12. https://doi.org/10.3390/fluids7050147
Malek, N. H. A., Yaacob, W. F. W., Nasir, S. A. M., & Shaadan, N. (2022). Prediction of water quality classification of the Kelantan River Basin, Malaysia, Using Machine Learning Techniques. Water (Switzerland), 14(7), 1–20. https://doi.org/10.3390/w14071067
Noor, A., Abdunnur, A., Kristiningrum, R., Aipassa, M. I., & Ruslim, Y. (2023). Evaluation of the water quality status of the Samboja River in West Samboja District, Kutai Kartanegara Regency. Jurnal Pertanian Terpadu, 11(1), 37–46. https://doi.org/10.36084/jpt..v11i1.486
Othman, F., Alaaeldin, M. E., Seyam, M., Ahmed, A. N., Teo, F. Y., Ming Fai, C., Afan, H. A., Sherif, M., Sefelnasr, A., & El-Shafie, A. (2020). Efficient river water quality index prediction considering minimal number of inputs variables. Engineering Applications of Computational Fluid Mechanics, 14(1), 751–763. https://doi.org/10.1080/19942060.2020.1760942
Radiarta, I. N., & Erlania, E. (2015). Spatial and temporal analysis of water quality conditions through a multivariate statistical approach in Gerupuk Bay, West Nusa Tenggara Province. Journal of Aquaculture Research, 10(3), 435-447.
Reed, M. S. (2008). Stakeholder participation for environmental management: A literature review. In Biological Conservation 141 (10), 2417–2431. https://doi.org/10.1016/j.biocon.2008.07.014
Rizkilah, N., Masyruroh, A., & Sumiardi, A. (2024). Analysis of water pollution index in Kadu Kempong, Cikeumbeum, and Cipadarincang Rivers in Serang Regency. Jurnal Lingkungan Dan Sumberdaya Alam (JURNALIS), 7(1), 36–46. https://doi.org/10.47080/jls.v7i1.2951
Rubio-Arias, H., Contreras-Caraveo, M., Quintana, R. M., Saucedo-Teran, R. A., & Pinales-Munguia, A. (2012). An overall water quality index (WQI) for a man-made aquatic reservoir in Mexico. International Journal of Environmental Research and Public Health, 9(5), 1687–1698. https://doi.org/10.3390/ijerph9051687
Sharma, D., & Kansal, A. (2011). Water quality analysis of River Yamuna using water quality index in the national capital territory, India (2000-2009). Applied Water Science, 1(3–4), 147–157. https://doi.org/10.1007/s13201-011-0011-4
Sholihah, L., & Irawanto, R. (2025). Identification of problems and management of the Welang River. Envirous, 5(2), 8–13. https://doi.org/10.33005/envirous.v5i2.337
Sinaga, A. P., Ibrahim, E., & Hadiah, F. (2024). Assessment of changes in water quality of Enim River, Muara Enim, South Sumatera, Indonesia to Determine Environmental Designations. Indonesian Journal of Environmental Management and Sustainability, 8(2), 63–70. https://doi.org/10.26554/ijems.2024.8.2.63-70
Singh, S., & Hussian, A. (2016). Water quality index development for groundwater quality assessment of greater Noida sub-basin, Uttar Pradesh, India. Cogent Engineering, 3(1), 1-17. https://doi.org/10.1080/23311916.2016.1177155
Utami, R., Sari, A. N., Imami, A. D., Azizah, R. N., & Awfa, D. (2024). Water and Sediment Quality Status of the Enim River, South Sumatra. Indonesian Journal of Limnology, 5(2), 64–76. https://doi.org/10.51264/inajl.v5i2.68
Verma, P., Singh, P. K., Sinha, R. R., & Tiwari, A. K. (2020). Assessment of groundwater quality status by using water quality index (WQI) and geographic information system (GIS) approaches: a case study of the Bokaro district, India. Applied Water Science, 10(1). https://doi.org/10.1007/s13201-019-1088-4
Widyasari, N. L., Putu, N., & Florenzia, M. (2023). Analisis Kualitas Air Tukad Pakerisan. Jurnal Ecocentrism, 3, 69–79.
Wisha, U. J., Wijaya, Y. J., & Hisaki, Y. (2025a). Water quality in the macro-tidal Kampar estuary, Indonesia: Real-time measurement during significant tidal bore passages. Kuwait Journal of Science, 52(3), 1–13. https://doi.org/10.1016/j.kjs.2025.100409
Wisha, U. J., Wijaya, Y. J., & Hisaki, Y. (2025b). Water quality in the macro-tidal Kampar estuary, Indonesia: Real-time measurement during significant tidal bore passages. Kuwait Journal of Science, 52(3), 1–13. https://doi.org/10.1016/j.kjs.2025.100409
Yu, B., & Tao, D. (2022). Heatmap Regression via Randomized Rounding. EEE Transactions on Pattern Analysis and Machine Intelligence, 44(11), 8276–8289. https://doi.org/10.1109/TPAMI.2021.3103980