Jha, A. K., Bloch, R. & Lamond, J. Cities and Flooding: A Guide to Integrated Urban Flood Risk Management for the 21st Century (World Bank Publications, 2012).
He, C. et al. Rainfall events and daily mortality across 645 global locations: two stage time series analysis. BMJ 387, e080944 (2024).
Rentschler, J. et al. Global evidence of rapid urban growth in flood zones since 1985. Nature 622, 87–92 (2023).
Chinita, M. J., Richardson, M., Teixeira, J. & Miranda, P. M. Global mean frequency increases of daily and sub-daily heavy precipitation in ERA5. Environ. Res. Lett. 16, 074035 (2021).
Ham, Y.-G. et al. Anthropogenic fingerprints in daily precipitation revealed by deep learning. Nature 622, 301–307 (2023).
Zope, P. E., Eldho, T. I. & Jothiprakash, V. Impacts of urbanization on flooding of a coastal urban catchment: a case study of Mumbai City, India. Natural Hazards 75, 887–908 (2015).
Zellou, B. & Rahali, H. Assessment of the joint impact of extreme rainfall and storm surge on the risk of flooding in a coastal area. J. Hydrol. 569, 647–665 (2019).
Dong, L. et al. The influence of astronomical tide phases on urban flooding during rainstorms: application to Macau. J. Hydrol. Regional Studies 56, 101998 (2024).
Zhuang, Y., Xu, K., Bin, L., Wang, C. & Shen, R. Assessment of the jacking effect of high tide on compound flooding in a coastal city under sea level rise based on water tracer modeling. J. Hydrol. 627, 130474 (2023).
Qiang, Y. et al. Urban flood analysis for Pearl River Delta cities using an equivalent drainage method upon combined rainfall-high tide-storm surge events. J. Hydrol. 597, 126293 (2021).
Pariartha, I. P. G. S. et al. Compounding effects of urbanization, climate change and sea-level rise on monetary projections of flood damage. J. Hydrol. 620, 129535 (2023).
State-Wise Data on Damage Caused Due to Floods During 1953–2011 (Central Water Commission, 2012).
EM-DAT: The CRED International Disaster Database (Centre for Research on the Epidemiology of Disasters, 2023).
Rentschler, J., Salhab, M. & Jafino, B. A. Flood exposure and poverty in 188 countries. Nat. Commun. 13, 3527 (2022).
Tellman, B. et al. Satellite imaging reveals increased proportion of population exposed to floods. Nature 596, 80–86 (2021).
The Sustainable Development Goals Report 2024 Technical Report (UN DESA, 2024).
Levy, M. C. et al. Spatiotemporal error in rainfall data: consequences for epidemiologic analysis of waterborne diseases. Am. J. Epidemiol. 188, 950–959 (2019).
Patankar, A. M. The Exposure, Vulnerability, and Ability to Respond of Poor Households to Recurrent Floods in Mumbai Policy (World Bank Group, 2015).
Anttila-Hughes, J. & Hsiang, S. Destruction, disinvestment, and death: economic and human losses following environmental disaster. SSRN https://doi.org/10.2139/ssrn.2220501 (2013).
Kocornik-Mina, A., McDermott, T. K. J., Michaels, G. & Rauch, F. Flooded cities. Am. Econ. J. Appl. Econ. 12, 35–66 (2020).
Gandhi, S., Kahn, M. E., Kochhar, R., Lall, S. & Tandel, V. Adapting to Flood Risk: Evidence from a Panel of Global Cities (National Bureau of Economic Research, 2022).
Young, R. & Hsiang, S. Mortality caused by tropical cyclones in the United States. Nature 635, 121–128 (2024).
Elliott, R. J., Strobl, E. & Sun, P. The local impact of typhoons on economic activity in China: a view from outer space. J. Urban Econ. 88, 50–66 (2015).
Kotz, M., Levermann, A. & Wenz, L. The effect of rainfall changes on economic production. Nature 601, 223–227 (2022).
Global Assessment Report on Disaster Risk Reduction (UNDRR, 2013).
Hallegatte, S., Green, C., Nicholls, R. J. & Corfee-Morlot, J. Future flood losses in major coastal cities. Nat. Clim. Change 3, 802–806 (2013).
Rosenzweig, C. et al. The Future we Don’t Want: How Climate Change Could Impact the World’s Greatest Cities (C40 Cities Secretariat, 2018).
Wang, B. et al. Monsoons climate change assessment. Bull. Am. Meteorol. Soc. 102, E1–E19 (2021).
Salunke, P., Keshri, N. P., Mishra, S. K. & Dash, S. K. Future projections of seasonal temperature and precipitation for India. Front. Clim. 5, 1069994 (2023).
Rentschler, J., Braese, J., Jones, N. & Avner, P. Three Feet Under: The Impact of Floods on Urban Jobs, Connectivity, and Infrastructure (World Bank, 2019).
Singh, J. et al. Spatio-temporal analysis of sub-hourly rainfall over Mumbai, India: is statistical forecasting futile? J. Earth Syst. Sci. 126, 38 (2017).
Carleton, T. et al. Valuing the global mortality consequences of climate change accounting for adaptation costs and benefits. Q. J. Econ. 137, 2037–2105 (2022).
Aguilar-Gomez, S., Zivin, J. S. G. & Neidell, M. J. Killer Congestion: Temperature, Healthcare Utilization and Patient Outcomes (National Bureau of Economic Research, 2025).
Kosek, M., Bern, C. & Guerrant, R. L. The global burden of diarrhoeal disease, as estimated from studies published between 1992 and 2000. Bull. World Health Org. 81, 197–204 (2003).
Escobar Carias, M. S., Johnston, D. W., Knott, R. & Sweeney, R. Flood disasters and health among the urban poor. Health Econ. 31, 2072–2089 (2022).
Climate and Air Pollution Risks and Vulnerability Assessment for Mumbai, India (WRI, 2022).
Tripathy, S. S. et al. Analysis of Mumbai floods in recent years with crowdsourced data. Urban Clim. 53, 101815 (2024).
Fruttero, A. et al. Gendered Impacts of Climate Change: Evidence from Weather Shocks (The World Bank, 2023).
Cause of Death in Mumbai: 2012 to 2020 (Praja Foundation, 2020).
Shanmugam, K. R. Discount rate for health benefits and the value of life in India. Econ. Res. Intl 2011, 191425 (2011).
State of the Climate in Asia 2022 Technical Report (World Meteorological Organization, 2022).
Garner, G. et al. IPCC AR6 WGI Sea Level Projections (IPCC, 2022).
Daigle, K. & Singh, M. As waters rise, coastal megacities like Mumbai face catastrophe. Science News (15 August 2018).
Chandrashekhar, V. As the monsoon and climate shift, India faces worsening floods. Yale Environ. 360, e360 (2019).
Chandrashekhar, V. Climate change is stretching Mumbai to its limit. The Atlantic (7 February 2022).
Lamond, J., Bhattacharya, N. & Bloch, R. The role of solid waste management as a response to urban flood risk in developing countries, a case study analysis. WIT Trans. Ecol. Environ. 159, 193–204 (2012).
Silveira, A. Problems of modern urban drainage in developing countries. Water Sci. Technol. 45, 31–40 (2002).
Parkinson, J. & Mark, O. Urban Stormwater Management in Developing Countries (IWA, 2005).
Alsan, M. & Goldin, C. Watersheds in child mortality: the role of effective water and sewerage infrastructure, 1880–1920. J. Pol. Econ. 127, 586–638 (2019).
World Urbanization Prospects: The 2018 Revision (UN DESA, 2018).
Regional Fact Sheet—Asia. IPCC https://www.ipcc.ch/report/ar6/wg1/downloads/factsheets/IPCC_AR6_WGI_Regional_Fact_Sheet_Asia.pdf (2022).
Katzenberger, A., Schewe, J., Pongratz, J. & Levermann, A. Robust increase of Indian monsoon rainfall and its variability under future warming in CMIP6 models. Earth Syst. Dynam. 12, 367–386 (2021).
Liang, S. Y. & Messenger, N. Infectious diseases after hydrologic disasters. Emerg. Med. Clin. North Am. 36, 835–851 (2018).
Pickering, M. et al. The impact of future sea-level rise on the global tides. Cont. Shelf Res. 142, 50–68 (2017).
Nkwunonwo, U. C., Whitworth, M. & Baily, B. A review of the current status of flood modelling for urban flood risk management in the developing countries. Sci. African 7, e00269 (2020).
Schumann, G., Giustarini, L., Tarpanelli, A., Jarihani, B. & Martinis, S. Flood modeling and prediction using earth observation data. Surveys Geophys. 44, 1553–1578 (2023).
Rennert, K. et al. Comprehensive evidence implies a higher social cost of CO2. Nature 610, 687–692 (2022).
Mumbai Monthly Rainfall Data 1901–2021. OpenCity https://data.opencity.in/dataset/mumbai-rainfall-data/resource/mumbai-monthly-rainfall-data-1901-2021 (2023).
Meyers, J. E. INDIA_PINCODES. Github https://github.com/justinelliotmeyers/india_pincodes (2025).
Death Registration Report (MCGM, 2025); https://portal.mcgm.gov.in/irj/portal/anonymous/qldldregreport?guest_user=english.
Vital Statistics Report (MCGM, 2025); https://www.mcgm.gov.in/irj/portal/anonymous/qlvitalstatsreport?guest_user=english.
Datameet. Municipal_Spatial_Data. GitHub https://github.com/datameet/Municipal_Spatial_Data (2025).
Auffhammer, M., Hsiang, S. M., Schlenker, W. & Sobel, A. Using weather data and climate model output in economic analyses of climate change. Rev. Environ. Econ. Policy 7, 181–198 (2013).
Hollister, J. W. et al. Elevatr: Access Elevation Data from Various Apis (R Project Archive, 2023).
Tripathy, S. S., Vittal, H., Karmakar, S. & Ghosh, S. Flood risk forecasting at weather to medium range incorporating weather model, topography, socio-economic information and land use exposure. Adv. Water Resour. 146, 103785 (2020).
Study of Land Reclamation and its Influence on Mumbai’s Coastline and Implications for Proposed Projects (National Institute of Oceanography, 2016).
Tandel, V., Gandhi, S., Patranabis, S., Bettencourt, L. M. A. & Malani, A. Infrastructure, enforcement, and COVID-19 in Mumbai slums: a first look. J. Regional Sci. 62, 645–669 (2022).
Schiavina, M. et al. GHSL Data Package 2023 (European Comission, 2023).
Muñoz-Sabater, J. et al. ERA5-Land: a state-of-the-art global reanalysis dataset for land applications. Earth Syst. Sci. Data 13, 4349–4383 (2021).
Frank, E. & Sudarshan, A. The social costs of keystone species collapse: evidence from the decline of vultures in India. Am. Econ. Rev. 114, 3007–3040 (2024).
Rode, A. et al. Estimating a social cost of carbon for global energy consumption. Nature 598, 308–314 (2021).
Chen, J. & Roth, J. Logs with zeros? Some problems and solutions. Q. J. Econ. 139, 891–936 (2024).
Hsiang, S. Climate econometrics. Ann. Rev. Res. Econ. 8, 43–75 (2016).
Deschênes, O. & Moretti, E. Extreme weather events, mortality, and migration. Rev. Econ. Stats 91, 659–681 (2009).
Deschênes, O. & Greenstone, M. Climate change, mortality, and adaptation: evidence from annual fluctuations in weather in the US. Am. Econ. J. Appl. Econ. 3, 152–185 (2011).
Sengupta, S. & Saritha, R. Series of bombs explode on 7 trains in India, killing scores. New York Times (12 July 2006).
D’Souza, S. M. Mumbai terror attacks fast facts. CNN (11 September 2022).
Bengali, S. 18 Stories high and still burning, fire at landfill exposes India’s growing trash crisis. Los Angeles Times (23 March 2016).
Rajeevan, M., Gadgil, S. & Bhate, J. Active and break spells of the Indian summer monsoon. J. Earth Syst. Sci. 119, 229–247 (2010).
World Development Indicators (World Bank, 2024).
Massicotte, P. & South, A. Rnaturalearth: World Map Data from Natural Earth (R Archive Network, 2025).
Occurrences of Diseases in Mumbai: Dispensary-Wise and Hospital-Wise 2008 to 2018 (Praja Foundation, 2018).
