Constructing a city liveability index and evaluating the spatial pattern of liveability of Guwahati city

Keywords: City Liveability Index, Road Connectivity, Principal Component Analysis, Guwahati City, Spatial Pattern of Liveability

Abstract

Introduction: Urbanization is a global phenomenon on the rise in recent decades. In this context, the concept of liveability has emerged as a fundamental instrument for assessing living standards in urban areas. Currently, cities are home to 55% of the world's population, and by 2050, that number is predicted to rise to 68%. The urbanization process has been more evident in developing countries of Asia, where a significant amount of the world's population growth is occurring. However, limited studies are exploring the liveability status of cities in developing countries and the spatial pattern of liveability across the city.

The purpose of the article: The study intends to construct a city liveability index incorporating residents’ perspectives. The research also evaluates the liveability of different wards of the city and identifies the factors driving the spatial pattern of liveability across the city.

Research Methods: A weighted sum methodology was used to calculate the city liveability index and weights for each indicator were determined using Principal Component Analysis (PCA). The indicators are determined through residents’ perspective and a primary survey was carried out to identify and rank the key indicators of liveability.

Main findings: In the current research, it can be observed that wards located at the undulating topography have been mostly identified as low-liveable or very low-liveable wards. City growth is hampered by undulating topography because of higher expenses and challenges in infrastructural development, restrictions on land use, difficulty in road construction and the risk of landslide or erosion. The land use, distribution of amenities and spatial structure of the city is also greatly influenced by the transportation network system, which determines the movement of people and goods in the metropolitan areas. In the current context, the location of Guwahati-Shillong Road connecting the core of the city with south eastern region has been vital to the development of this part of the area.

Scientific novelty and practical implication: The research for the first time attempts to construct a city liveability index incorporating indicators based on residents' definition of liveability in Guwahati city. The findings will assist the authorities and policymakers in formulating policies emphasizing the development of low-liveable wards. Moreover, the study recommends constructing strong road connectivity which contributes towards the growth of city facilities and services in least developed wards enhancing the overall liveability of the city.

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Author Biographies

Anwesha Mahanta, Cotton University

Research Scholar, Department of Geography

Parijat Borgohain, Cotton University

Associate Professor, Department of Geography

References

United Nations. (2015). Transforming our world: the 2030 agenda for Sustainable development. https://sustainabledevelopment.un.org/content/documents/21252030%20Agenda%20for%20Sustainable%20Development%20web.pdf

United Nations . (2017a). New Urban Agenda. https://habitat3.org/wp-content/uploads/NUA-English.pdf

United Nations. (2017b). Rapid urbanisation: opportunities and challenges to improve the well-being of societies. Human Development Report. https://hdr.undp.org/content/rapid-urbanisation-opportunities-and-challenges-improve-well-being-societies

United Nations Conference on Trade and Development. (2022). Population. In: Handbook of Statistics, 60-70. https://unctad.org/system/files/official-document/tdstat47_en.pdf

World Bank. (2023). Urban population (% of total population) - India. https://data.worldbank.org/indicator/SP.URB.TOTL.IN.ZS?locations=IN

National Commission on Population. (2020). Population Projections for India and states 2011 - 2036. https://main.mohfw.gov.in/sites/default/files/Population Projection Report 2011-2036-upload_compressed_0.pdf

Kundu, D., Mueller, A., Schmidt-Seiwert, V., Binot, R., Kiel, L., & Pandey, A. (2020). Spatial Structures and Trends of Cities in Europe and Asia: A Joint Methodological Approach Based on the Global Human Settlement Layer. Environment and Urbanization ASIA, 11(2), 195–217. https://doi.org/10.1177/0975425320958850

Sheikh, T. W & Ameijde, J. (2022). Promoting livability through urban planning: A comprehensive framework based on the “theory of human needs.” Cities, 131, 103972. https://doi.org/https://doi.org/10.1016/j.cities.2022.103972

Economist Intelligence .(2024). Global Liveability Index 2024 The world’s most liveable cities. https://livewirecalgary.com/wp-content/uploads/2024/06/The-Global-Liveability-Index-Summary-Report-final.pdf

Mercer. (2025). Quality of living. Global mobility locations: Coverage. https://mobilityexchange.mercer.com/Portals/0/Content/Coverage/Global-Mobility-Reports-Coverage.pdf#page=23

The Organization for Economic Co-operation and Development (OECD). (2020). How's Life? 2020: Measuring Well-being, OECD Publishing, Paris. https://doi.org/10.1787/9870c393-en

Roy, A., Garai, N., & Biswas, J.K. (2023). Exploration of urban sustainability in India through the lens of sustainable development goals. Discover Sustainablity, 4 (41). https://doi.org/10.1007/s43621-023-00158-2

Bharat, A. & Chadchan, J. (2024). Citizens’ Perception on Livability in Indian Metropolitan Cities. Urban Social Work. https://doi.org/10.1891/USW-2023-0018

Patil, G.R., & Sharma, G. (2022). Urban Quality of Life: An assessment and ranking for Indian cities. Transport Policy, 124. https://doi.org/10.1016/j.tranpol.2020.11.009.

Saitluanga, B.L. (2014). Spatial Pattern of Urban Livability in Himalayan Region: A Case of Aizawl City, India. Social Indicator Research, 117. 541–559. https://doi.org/10.1007/s11205-013-0362-3

Parvathy, M.R & Manonmani, I.K. (2025). Assessing Urban Liveability: A Case Study of Madurai City Using the Indian Liveability Index. GeoJournal 90, 46. https://doi.org/10.1007/s10708-025-11286-9

Adhikari, A.K. & Roy, T.B. (2021). Latent factor analysis and measurement on sustainable urban livability in Siliguri Municipal Corporation, West Bengal through EFA and CFA model. Computational Urban Science, 1(23). https://doi.org/10.1007/s43762-021-00023-w

Fan, Z., Wang, Y., & Feng, Y. (2021). Ecological Livability Assessment of Urban Agglomerations in Guangdong-Hong Kong-Macao Greater Bay Area. International Journal of Environmental Research and Public Health, 18(24). https://doi.org/10.3390/ijerph182413349

Jun, S., Li, M., & Jung, J. (2022). Air Pollution (PM2.5) Negatively Affects Urban Livability in South Korea and China. International Journal of Environmental Research and Public Health. 9(20):13049. https://doi.org/10.3390/ijerph19201304

Shi, C., Guo, N., Zeng, L., & Wu, F. (2022). How climate change is going to affect urban livability in China. Climate Services, 26 , 100284. https://doi.org/10.1016/j.cliser.2022.100284

Zhang, X., Warner, M., & Firestone, S. (2019). Overcoming Barriers to Livability for All Ages: Inclusivity Is the Key. Urban Planning, 4(2), 31-42. https://doi.org/10.17645/up.v4i2.1892

Census . (2011a). Primary Census Abstract Total Table. https://censusindia.gov.in/pca/

Chetry, R., Kar, B. K. (2018). Urbanisation to Urbanism understanding the pattern of Urban Development in Assam (Doctoral Dissertation, Gauhati University). Shodhganga. http://hdl.handle.net/10603/267707

Kapoor, A., Yadav, C., M., Duttaa A., Sharma D., & Sinha, H. (2021). Ease of Living Index 2020 : Ministry of Housing and Urban Affairs. https://smartnet.niua.org/sites/default/files/resources/final_web_ease_of_living_report_2020_.pdf

Kapoor, A., Yadav, C., M., Duttaa A., Sharma D., & Sinha, H. (2021).Municipal Performance Index : Ministry of Housing and Urban Affairs. https://smartnet.niua.org/sites/default/files/resources/final_web_mpi_report_2021.pdf

Badland, H., Whitzman, C., Lowe, M., Davern, M., Aye, L., Butterworth, I., Hes, D., & Giles-Corti, B. (2014). Urban liveability: Emerging lessons from Australia for exploring the potential for indicators to measure the social determinants of health. Social Science and Medicine, 111, 64–73. https://doi.org/10.1016/j.socscimed.2014.04.003

Higgs, C., Badland, H., Simons, K., Knibbs, L. D., & Corti, B. G. (2019). The Urban Liveability Index : developing a policy ‑ relevant urban liveability composite measure and evaluating associations with transport mode choice. International Journal of Health Geographics, 18, (14). https://doi.org/10.1186/s12942-019-0178-8

Davern, M., Both, A., Murray, K., Roberts, R., & Davern, M. (2023). Liveability research creating real world impact : connecting urban planning and public health through the Australian Urban Observatory public health through the Australian Urban Observatory. Cities & Health. https://doi.org/10.1080/23748834.2023.2178091

Chi, Y. L., Wai, H., & Mak, L. (2021). From Comparative and Statistical Assessments of Liveability and Health Conditions of Districts in Hong Kong towards Future City Development. Sustainability, 13(16), 8781. https://doi.org/10.3390/su13168781

Suptelo, O., & Sehida, K. (2020). Factors of Post-Industrial Transformations of Urban Sociogeosystems (Case Kharkiv). Visnyk of V.N. Karazin Kharkiv National University. Series Geology, Geography Ecology, (53). 194-205. https://doi.org/10.26565/2410-7360-2020-53-15

Onnom, W., Tripathi, N., Nitivattananon, V., & Ninsawat, S. (2018). Development of a Liveable City Index ( LCI ) Using Multi Criteria Geospatial Modelling for Medium Class Cities in Developing Countries. Sustainability 10 (2), 520. https://doi.org/10.3390/su10020520

Alderton, A., Davern, M., Nitvimol, K., Butterworth, I., Higgs, C., Ryan, E., & Badland, H. (2019). What is the meaning of urban liveability for a city in a low-to-middle-income country? Contextualising liveability for Bangkok, Thailand. Globalization and Health, 15(1), 1–14. https://doi.org/10.1186/s12992-019-0484-8

Cui, H., Fang, H., Tian, Y., Zheng, W., Li, W., & Tian, W. (2022). Evaluation of Livability of Wuhan under Ecological Construction and Analysis of Its Spatial Pattern. Sustainability 2022, 14(18). https://doi.org/10.3390/su141811283

Kostrikov, S. V., Niemets, L. M., Sehida, K. Y., Niemets, K. A., & Morar, C. (2018). Geoinformation approach to the urban geographic system research (case studies of Kharkiv region). Visnyk of V. N. Karazin Kharkiv National University, Series Geology. Geography. Ecology, (49), 107-124. https://doi.org/10.26565/2410-7360-2018-49-09

Pan, L., Zhang, L., Qin, S., Yan, H., Peng, R., & Li, F. (2021). Study on an Artificial Society of Urban Safety Livability Change. ISPRS International Journal of Geo-Information. 10(2):70. https://doi.org/10.3390/ijgi10020070

Lihu, P., Xiaowen, L., Shipeng, Q., Yingjun, Z., & Huimin, Y. (2020). A multi-agent model of changes in urban safety livability. Simulation, 96(6), 519–535. https://doi.org/10.1177/0037549719898762

Wolff, M., & Haase, D. (2019). Mediating Sustainability and Liveability – Turning Points of Green Space Supply in European Cities. Frontiers in Environmental Science,7, 61. https://doi.org/10.3389/fenvs.2019.00061

Reyes-riveros, R., Altamirano, A., La, F. De, Vieli, L., Meli, P., & Rozas-v, D. (2021). Linking public urban green spaces and human well-being : A systematic review. Urban Forestry & Urban Greening, 61, 127105. https://doi.org/10.1016/j.ufug.2021.127105

Tate, C., Hunter, R., Wang, R., Akaraci, S., Burns, C., Garcia, L., & Clarke, M.(2022). The Contribution of Urban Green and Blue Spaces to the United Nation's Sustainable Development Goals: An Evidence Gap Map. SSRN. http://dx.doi.org/10.2139/ssrn.4264138

Cerny, B. A., & Kaiser, H. F. (1977). A Study Of A Measure Of Sampling Adequacy For Factor- Analytic Correlation Matrices. Multivariate Behavioral Research 12(1): 43-7. https://doi.org/10.1207/s15327906mbr1201

Kaiser, H. F. (1960). The Application of Electronic Computers to Factor Analysis. Educational and Psychological measurement. 10(1).

Hightower, W.L. (1978) Development of an Index of Health Factor Analysis. Medical Care. 16(3). https://doi.org/10.1097/00005650-197803000-00006

Antony, G. M. Ã., & Rao, K. V. (2007). A composite index to explain variations in poverty , health , nutritional status and standard of living : Use of multivariate statistical methods. Public Health, 121 (8) 578–587. https://doi.org/10.1016/j.puhe.2006.10.018

Mateo, J.R.S.C. (2012). Weighted Sum Method and Weighted Product Method. In: Multi Criteria Analysis in the Renewable Energy Industry. Green Energy and Technology. Springer, London. https://doi.org/10.1007/978-1-4471-2346-0_4

Branch, M. C. (1951). Physical Aspects of City Planning. ANNALS of the Association of American Geographers. 41(4), 269–284. https://doi.org/10.2307/2561069

Das, D. (2009). Quality of life and environment (Doctoral Dissertation). Indian Institute Technology Guwahati. http://gyan.iitg.ernet.in/handle/123456789/267

Hunter, R. F., Cleland, C., Cleary, A., Droomers, M., Wheeler, B. W., Sinnett, D., Nieuwenhuijsen, M. J., & Braubach, M. (2019). Environmental , health , wellbeing , social and equity effects of urban green space interventions : A meta-narrative evidence synthesis. Environment International, 130, 104923. https://doi.org/10.1016/j.envint.2019.104923

Morar, C., Lukić, T., Valjarević, A., Niemets, L., Kostrikov, S., Sehida, K., Telebienieva, I., Kliuchko, L., Kobylin, P., & Kravchenko, K. (2022). Spatiotemporal Analysis of Urban Green Areas Using Change Detection: A Case Study of Kharkiv, Ukraine. Frontiers in Environmental Science, 10, 823129. https://doi.org/10.3389/fenvs.2022.823129

Jabbar, M., Mohd, M., & Aziz, Y. (2022). Assessing the role of urban green spaces for human well- being : a systematic review. GeoJournal, 87(5), 4405–4423. https://doi.org/10.1007/s10708-021-10474-7

Labib, S. M., Lindley, S., & Huck, J. J. (2020). Spatial Dimensions of the Influence of Urban Green-Blue Spaces on Human Health : A Systematic Review. Environmental Research, 180, 108869. https://doi.org/10.1016/j.envres.2019.108869

Sanders, T., Feng, X., Fahey, P. P., Lonsdale, C., & Astell-burt, T. (2015). The influence of neighbourhood green space on children ’ s physical activity and screen time : findings from the longitudinal study of Australian children. International Journal of Behavioral Nutrition and Physical Activity. https://doi.org/10.1186/s12966-015-0288-z

World Health Organization (2016). Urban Green Space and Health : Intervention Impacts and Effectiveness. https://cdn.who.int/media/docs/librariesprovider2/euro-health-topics/environment/2017-urban-green-space-and-health.pdf?sfvrsn=84b82579_1&download=true

Vargas-Hernández, J.G., Pallagst, K., Zdunek-Wielgołaska, J. (2018). Urban Green Spaces as a Component of an Ecosystem. In: Marques, J. (eds) Handbook of Engaged Sustainability. Springer, Cham. https://doi.org/10.1007/978-3-319-71312-0_49

Krellenberg, K., Welz, J., & Reyes-päcke, S. (2014). Urban green areas and their potential for social interaction e A case study of a socio-economically mixed neighbourhood in Santiago de Chile. Habitat International, 44, 11–21. https://doi.org/10.1016/j.habitatint.2014.04.004

Wolf, K. L., Lam, S. T., Mckeen, J. K., Richardson, G. R. A., Bosch, M. Van Den, & Bardekjian, A. C. (2020). Urban Trees and Human Health: A Scoping Review. International Journal of Environmental Research and Public Health. 17(12), 4371. https://doi.org/10.3390/ijerph17124371

Barton, J., & Rogerson, M. (2017). The importance of greenspace for mental health. British Journal of Psychiatry International, 14(4), 79–81. https://doi.org/10.1192%2Fs2056474000002051

Nilsson, M. E. (2013). Effects of Sounds from Water on Perception of Acoustic Environments Dominated by Road-Traffic Noise. Acta Acustica united with Acustica, 99(2). https://doi.org/10.3813/AAA.918605

Hoffimann, E., Barros, H., & Ribeiro, A. I. (2017). Socioeconomic Inequalities in Green Space Quality and Accessibility – Evidence from a Southern European City. International Journal of Environmental Research and Public Health. 14 (8). https://doi.org/10.3390/ijerph14080916

Groff, E., & Mccord, E. S. (2012). The role of neighborhood parks as crime generators. Security Journal, 25, 1–24. https://doi.org/10.1057/sj.2011.1

Sivak, C. J., Pearson, A. L., & Hurlburt, P. (2021). Landscape and Urban Planning Effects of vacant lots on human health : A systematic review of the evidence. Landscape and Urban Planning, 208, 104020. https://doi.org/10.1016/j.landurbplan.2020.104020

Markevych, I., Schoierer, J., Hartig, T., Chudnovsky, A., Hystad, P., Dzhambov, A. M., Vries, S. De, Triguero-mas, M., Brauer, M., Nieuwenhuijsen, M. J., Lupp, G., Richardson, E. A., Astell-burt, T., Dimitrova, D., Feng, X., Sadeh, M., Standl, M., Heinrich, J., & Fuertes, E. (2017). Exploring pathways linking greenspace to health : Theoretical and methodological guidance. Environmental Research, 158, 301–317. https://doi.org/10.1016/j.envres.2017.06.028

Sreetheran, M. (2017). Exploring the urban park use, preference and behaviours among the residents of Kuala Lumpur , Malaysia. Urban Forestry & Urban Greening, 25, 85–93. https://doi.org/10.1016/j.ufug.2017.05.003

Jim, C. Y., & Shan, X. (2013). Socioeconomic effect on perception of urban green spaces in Guangzhou , China. Cities, 31, 123–131. https://doi.org/10.1016/j.cities.2012.06.017

Mukherjee, M., & Takara, K. (2018). Urban green space as a countermeasure to increasing urban risk and the UGS-3CC resilience framework. International Journal of Disaster Risk Reduction, 28, 854-861. https://doi.org/10.1016/j.ijdrr.2018.01.027

Zhang, S., Li, C., Ma, Z. & Li X (2020). Influences of Different Transport Routes and Road Nodes on Industrial Land Conversion : A Case Study of Changchun City of Jilin Province. Chinese Geographical Science 30, 544–556. https://doi.org/10.1007/s11769-020-1126-z

Saddique, N., Jehanzaib, M., Sarwar, A., Ahmed, E., Muzammil, M., Khan, M. I., Faheem, M., Buttar, N. A., Ali, S., & Bernhofer, C. (2022). A Systematic Review on Farmers’ Adaptation Strategies in Pakistan toward Climate Change. Atmosphere, 13(8), 1–15. https://doi.org/10.3390/atmos13081280

Homer Hoyt. (1939). The Structure and Growth of Residential Neighborhoods in American Cities Washington, Federal Housing Administration. https://archive.org/details/structuregrowtho00unitrich/page/n7/mode/2up?ref=ol&view=theater

Harris, C. D., & Ullman, E. L. (1945). The Nature of Cities. The ANNALS of the American Academy of Political and Social Science, 242(1), 7–17. https://doi.org/10.1177/000271624524200103

Alonso, W. (1964). Location and Land Use. Toward a General Theory of Land Rent. Cambridge: Harward University Press. http://dx.doi.org/10.4159/harvard.9780674730854

Pradhan, R. P., Arvin, M. B., & Nair, M. (2021). Urbanization, transportation infrastructure, ICT, and economic growth : A temporal causal analysis. Cities, 115, 103213. https://doi.org/10.1016/j.cities.2021.103213

Saikia, A., Kar, B. K. (2023). Impact of road connectivity on urbanisation: a case study of Central Brahmaputra Valley, Assam, India. GeoJournal. https://doi.org/http://dx.doi.org/10.1007/s10708-023-10843-4

Wang, Z., Han, Q. & de Vries, B. (2019). Land Use/Land Cover and Accessibility: Implications of the Correlations for Land Use and Transport Planning. Applied Spatial Analysis and Policy, 12, 923–940. https://doi.org/10.1007/s12061-018-9278-2

Tyrinopoulos, Y., Antoniou, C. (2013). Factors affecting modal choice in urban mobility. European Transport Research Review, 5, 27–39. https://doi.org/10.1007/s12544-012-0088-3

Hemani, S., & Das, A. K. (2016). City profile: Guwahati. Cities, 50, 137–157. https://doi.org/10.1016/j.cities.2015.08.003

Pawe, C. K., & Saikia, A. (2020). Decumbent development: Urban sprawl in the Guwahati Metropolitan Area, India. Singapore Journal of Tropical Geography, 41(2), 226–247. https://doi.org/10.1111/sjtg.12317

Published
2025-06-01
Cited
How to Cite
Mahanta, A., & Borgohain, P. (2025). Constructing a city liveability index and evaluating the spatial pattern of liveability of Guwahati city. Visnyk of V. N. Karazin Kharkiv National University. Series Geology. Geography. Ecology, (62), 257-271. https://doi.org/10.26565/2410-7360-2025-62-19