Journals / Gazi University Journal of Science / 2026 / Volume: 39 Issue: 1

Assessment of Factors Affecting Water Consumption: The Case of İzmir, Türkiye

Şevval Maral(Denizli Metropolitan Municipality Water and Sewerage Administration General Directorate)0000-0002-1411-0601
Deniz Gerçek(IZMIR INSTITUTE OF TECHNOLOGY)0000-0003-4818-9802
Pages
—
Publication Date
2026-01-10
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AI Summary & Key Takeaways

AI Insight
⚡ TL;DR(Too Long; Didn't Read)

These insights offer valuable guidance for decision-makers on improving urban water demand management, supporting sustainable water management practices amidst growing global challenges.

📌 3 Key Takeaways

🎯
Objective & Hypothesis:Water stress is a pressing global issue that necessitates a comprehensive understanding of the factors influencing water consumption.
📊
Key Findings & Data:This study focuses on per capita water consumption at the urban micro-scale, collecting data from 286 neighborhoods.
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Conclusion & Impact:These insights offer valuable guidance for decision-makers on improving urban water demand management, supporting sustainable water management practices amidst growing global challenges.
🔬Design:Modeling & Simulation
📍Scope:Comprehensive Sample
⚙️Variables:Water consumption · Driving factors · Multiple linear regression

Abstract

Water stress is a pressing global issue that necessitates a comprehensive understanding of the factors influencing water consumption. Sustainable management of this vital resource is especially critical in urban environments, where large population often intensifies demand. In this context, Turkey serves as a pertinent case study, particularly in major cities like İzmir, where climate-related pressures are presenting substantial challenges in water supply. This study focuses on per capita water consumption at the urban micro-scale, collecting data from 286 neighborhoods. The research analyzes 13 variables, encompassing demographic, socioeconomic, and urban built-up factors, to identify the primary drivers behind increased water use. To examine the patterns and causative factors of residential water use in İzmir, multivariate analysis methods were employed, including cluster analysis, spatial autocorrelation, correlation, and multiple linear regression. As a result of the cluster analysis, 2 clusters were formed, and the spatial autocorrelation analysis findings showed that water consumption was not randomly distributed (z=11.8, p<0.01). The findings of correlation analysis reveal that socioeconomic status and the extent of impervious surfaces significantly influence water consumption (Higher School: r = 0.648**, p < 0.01; M² Price: r = 0.405**, p < 0.01; CWR: r = -0.475**, p < 0.01; NDISI: r=0.299**, p < 0.01). As a result of multiple linear regression analysis, a model was obtained that reveals the collective effect of the factors affecting water consumption (R² = 0.533). These insights offer valuable guidance for decision-makers on improving urban water demand management, supporting sustainable water management practices amidst growing global challenges.

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Cite This Article

Maral, Ş., Gerçek, D., *, Ş. M. (2026). Assessment of Factors Affecting Water Consumption: The Case of İzmir, Türkiye. Gazi University Journal of Science, Volume: 39 Issue: 1. https://doi.org/10.35378/gujs.1705566

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References (51)

  1. UNESCO, UN-Water, World Water Assessment Programme, “The United Nations World Water Development Report 2023 Partnerships and Cooperation for Water”, The United Nations World Water Development Report, Paris, 1-2, (2023).
  2. Dash, D. K., “"22 of India’s 32 big cities face water crisis”, The Times of India. https://timesofindia.indiatimes.com/india/22-of-indias-32-big-cities-face-water-crisis/articleshow/22426076.cms. (2013).
  3. UNESCO, UN-Water, “United Nations World Water Development Report 2020”, Water and Climate Change, Paris, (2020).
  4. Devlet Su İşleri Genel Müdürlüğü, Toprak Su Kaynakları, https://www.dsi.gov.tr/Sayfa/Detay/754. Access date: 20.10.2023.
  5. World Resources Instıtute (WRI), Aqueduct, https://www.wri.org/applications/aqueduct/water-risk-atlas. Access date: 12.09.2023.
  6. Chakkaravarthy, D. N., Balakrishnan, T., “Water Scarcity-Challenging the Future”, International Journal of Agriculture, Environment and Biotechnology, 12(3): 187–193, (2019). DOI: 10.30954/0974-1712.08.2019.2
  7. Aliağaoğlu, A., Mirioğlu, G., “Water Consumption in Balıkesir City: A Geographical Approach”, Turkish Journal of Geographical Sciences, 17(2): 260–280, (2019). DOI: https://doi.org/10.33688/aucbd.593693
  8. Falkenmark, M., “The Massive Water Scarcity Now Threatening Africa: Why Isn’t It Being Addressed?”, Ambio, 18 (2): 112–118, (1989).
  9. Domene, E., Saurí, D., “Urbanisation and Water Consumption: Influencing Factors in the Metropolitan Region of Barcelona”, Urban Studies, 43(9): 1605–1623, (2006). DOI: https://doi.org/10.1080/00420980600749969
  10. UNDESA (United Nations Department of Economic and Social Affairs), “World Urbanization Prospects The 2018 Revision”, UNDESA Report, New York, 11-12, (2019).
  11. https://www.c40.org/. Access date: 10.09.2023.
  12. WWF, Su Kıtlığı Kapımızda!, https://www.wwf.org.tr/?13200/dunyasugunu. Access date: 22.03.2023.
  13. Fan, L., Gai, L., Tong, Y., and Li, R., “Urban Water Consumption and Its Influencing Factors in China: Evidence from 286 Cities”, Journal of Cleaner Production, 166: 124–133, (2017). DOI: https://doi.org/10.1016/J.JCLEPRO.2017.08.044
  14. Ashoori, N., Dzombak, D. A., and Small, M. J., “Identifying Water Price and Population Criteria for Meeting Future Urban Water Demand Targets”, Journal of Hydrology, 555: 547–556, (2017). DOI: https://doi.org/10.1016/J.JHYDROL.2017.10.047
  15. Bich-Ngoc, N., Prevedello, C., Cools, M., and Teller, J., “Factors influencing residential water consumption in Wallonia, Belgium”, Utilities Policy, 74: 1-11, (2022). DOI: https://doi.org/10.1016/j.jup.2021.101281
  16. Brentan, B. M., Meirelles, G., Herrera, M., Luvizotto, E., and Izquierdo, J., “Correlation Analysis of Water Demand and Predictive Variables for Short-Term Forecasting Models”, Mathematical Problems in Engineering, 2017(2): 1-10, (2017). DOI: https://doi.org/10.1155/2017/6343625
  17. Kostas, B., Chrysostomos, S., “Estimating Urban Residential Water Demand Determinants and Forecasting Water Demand for Athens Metropolitan Area, 2000-2010”, South-Eastern Europe Journal of Economics, 4(1): 47-59, (2006).
  18. Mazzanti, M., Montini, A., “The Determinants of Residential Water Demand: Empirical Evidence for a Panel of Italian Municipalities”, Applied Economics Letters, 13(2): 107–111, (2006). DOI: https://doi.org/10.1080/13504850500390788
  19. Flack, J. E., Greenberg, J., “Public Attitudes Toward Water Conservation”, Journal AWWA, 79(3): 46–51, (1987). DOI: https://doi.org/10.1002/j.1551-8833.1987.tb02814.x
  20. Berk, R., Schulman, D., McKeever, M., and Freeman, H., “Measuring the Impact of Water Conservation Campaigns in California”, Climatic Change, 24: 233–248, (1993). DOI: https://doi.org/10.1007/BF01091831
  21. Arbués, F., Villanúa, I., and Barberán, R., “Household Size and Residential Water Demand: An Empirical Approach”, Australian Journal of Agricultural Resource Economics, 54(1): 61–80, (2010). DOI: https://doi.org/10.1111/j.1467-8489.2009.00479.x
  22. Höglund, L., “Household Demand for Water in Sweden with Implications of a Potential Tax on Water Use”, Water Resources Research, 35 (12): 3853–3863, (1999). DOI: https://doi.org/10.1029/1999WR900219
  23. Wentz, E. A., Gober, P., “Determinants of Small-Area Water Consumption for the City of Phoenix, Arizona”, Water Resources Management, 21(11): 1849, (2007). DOI: https://doi.org/10.1007/s11269-006-9133-0
  24. Mazzanti, M., Montini, A., and Mazzanti, M., “The Determinants of Residential Water Demand Empirical Evidence for a Panel of Italian Municipalities NRM-Natural Resources Management the Determinants of Residential Water Demand Empirical Evidence for a Panel of Italian Municipalities”, Nota di Lavoro, 27: 2-7, (2005).
  25. Öztürk, Y., Kılınç, H.Ç., and Abama, H.İ., “Kilis’te Konutsal Su Tüketimini Etkileyen Faktörler”, Journal of Engineering Sciences and Design, 11(3): 939–956, (2023). DOI: https://doi.org/10.21923/jesd.1164525
  26. Heidari, H., Arabi, M., Warziniack, T., and Sharvelle, S., “Effects of Urban Development Patterns on Municipal Water Shortage”, Frontiers in Water, 3: 1-11, (2021). DOI: https://doi.org/10.3389/frwa.2021.694817
  27. Yagoub, M. M., “Parks in Al Ain, UAE: Geographical Distribution, Opportunities, and Challenges”, Arab World Geographer, 17(1): 24-41, (2014).
  28. Bıyıklıoğlu, S. A., “Çankırı İlinde Sosyo-Ekonomik Yapının Ailelerde Su Tüketimine Etkisi (Yüksek Lisans Tezi)”, Çankırı Karatekin Üniversitesi Fen Bilimleri Enstitüsü, (2013).
  29. Pınaroğlu, Z., “Ailelerin su tüketimine yönelik tutum ve davranışları ve bunları etkileyen faktörler. (Yüksek Lisans Tezi)”, Gazi Üniversitesi, Eğitim Bilimleri Enstitüsü, (2009).
  30. Emrehan, A. F., Yıldız, D., and Güneş, M. Ş., “A Spatio-Temporal Approach to National Natural Resources: The Change of Provincial Water Use Over Turkey”, Sigma Journal of Engineering and Natural Sciences, 36(2): 39–551 (2018).
  31. Brandes, O. M., Maas, T., “Developing Water Sustainability Through Urban Water Demand Management”, The Polis Project on Ecological Governance, University of Victoria, BC, 1–46, (2004).
  32. Gleick, P., “The Changing Water Paradigm-A Look at Twenty-First Century Water Resources Development”, Water International, 25(1): 127–138, (2000). DOI: https://doi.org/10.1080/02508060008686804
  33. Sharma, S. K., Vairavamoorthy, K., “Urban Water Demand Management: Prospects and Challenges for the Developing Countries”, Water and Environment Journal, 23(3): 210–218, (2009). DOI: https://doi.org/10.1111/j.1747-6593.2008.00134.x
  34. Peydayesh, M., Mezzanga, R., “The circular economy of water across the six continents”, Royal Society of Chemistry, 53: 4333-4348, (2024). DOI: https://doi.org/10.1039/d3cs00812f
  35. https://www.e-icisleri.gov.tr/Anasayfa/MulkiIdariBolumleri.aspx. Access date: 23.04.2025.
  36. https://acikveri.bizizmir.com/dataset/yillik-ilce-ve-mahalle-bazli-su-tuketim-miktarlari. Access date: 01.09.2023.
  37. House-Peters, L., Pratt, B., and Chang, H., “Effects of Urban Spatial Structure, Sociodemographics, and Climate on Residential Water Consumption in Hillsboro, Oregon”, Journal of the American Water Resources Association, 46(3): 461–472, (2010). DOI: https://doi.org/10.1111/j.1752-1688.2009.00415.x
  38. O’Sullivan, D., Unwin, D. J., Geographic Information Analysis 2 nd edition, New Jersey, USA, (2003).
  39. Anselin, L., “Local Indicators of Spatial Association-LISA”, Geographical Analysis, 27(2): 93-115, (1995). DOI: https://doi.org/10.1111/j.1538-4632.1995.tb00338.x
  40. Anselin, L., “Thirty Years of Spatial Econometrics”, Papers in Regional Science, 89 (1), 3–25, (2010).
  41. O’Brien, D., Scott Sharkey, P., “Correlation and Regression”, In Approaches to Quantitative Research-A Guide for Dissertation Students, Ed, Chen, H, Oak Tree Press, (2012).
  42. Milligan, G. W., “An Algorithm for Generating Artificial Test Cluster”, Psychometrika, 50 (1): 123–127, (1985). DOI: https://doi.org/10.1007/BF02294153.
  43. Hair, J., Black, W., Babin, B. and Anderson, R., “Multivariate Data Analysis: A Global Perspective”, (2010).
  44. Nayanajith, G., Damunupola, A., “Relationship of Perceived Behavioral Control and Adoption of Internet Banking in the Presence of a Moderator”, (2019). https://www.researchgate.net/publication/355900281.
  45. Kiang, T. T., “Singapore’s Experience in Water Demand Management. In Water Conservation and Demand Management”, Water Conservation And Demand Management, Singapore, (2008).
  46. https://www.awa.asn.au/resources/latest-news/making-every-drop-count-with-melbournes-target-155-initiative. Access date: 03.10.2023.
  47. İzmir Su ve Kanalizasyon İdaresi (İZSU), İZSU’dan suyu tasarruflu tüketme çağrısı, https://www.izsu.gov.tr/tr/Haberler/izsudan-suyu-tasarruflu-tuketme-cagrisi/15956. Access date: 09.09.2025.
  48. İzmir Büyükşehir Belediyesi, Büyükşehir tasarrufta hedefi aştı, https://www.izmir.bel.tr/tr/Haberler/buyuksehir-tasarrufta-hedefi-asti/56631/156. Access date: 08.09.2025.
  49. İzmir Su ve Kanalizasyon İdaresi (İZSU), Su tarifelerinde yeni düzenleme, https://www.izsu.gov.tr/tr/Haberler/su-tarifelerinde-yeni-duzenleme/16037. Access date: 09.09.2025.
  50. Utucu, S. B., İzmir'de susuzluk tehlikesi: Bilinçsiz yer altı suyu kullanımı ve vahşi sulama tehlike arz ediyor, https://tr.euronews.com/2025/08/05/izmirde-susuzluk-riski-bilincsiz-yer-alti-suyu-kullanimi-ve-vahsi-sulama-tehlike-arz-ediyo. Access date: 08.09.2025.
  51. İzmir Büyükşehir Belediyesi, Su saatleri artık uzaktan okunabilecek, https://www.izmir.bel.tr/tr/Haberler/su-saatleri-artik-uzaktan-okunabilecek/49544/156. Access date: 07.09.2025.