Citation: | Samavia Rasool, Irfan Ahmad Rana, Hassam Bin Waseem. Assessing Multidimensional Vulnerability of Rural Areas to Flooding: An Index-Based Approach[J]. International Journal of Disaster Risk Science, 2024, 15(1): 88-106. doi: 10.1007/s13753-024-00547-9 |
[1] |
Adger, W.N. 2006. Vulnerability. Global Environmental Change 16(3): 268–281.
|
[2] |
Adger, W.N., and M. Agnew. 2004. New indicators of vulnerability and adaptive capacity. Norwich: Tyndall Centre for Climate Change Research.
|
[3] |
Adger, W.N., and P.M. Kelly. 1999. Social vulnerability to climate change and the architecture of entitlements. Mitigation and Adaptation Strategies for Global Change 4(3): 253–266.
|
[4] |
Ahsan, M.N., and J. Warner. 2014. The socioeconomic vulnerability index: A pragmatic approach for assessing climate change led risks – A case study in the south-western coastal Bangladesh. International Journal of Disaster Risk Reduction 8: 32–49.
|
[5] |
Appleby-Arnold, S., N. Brockdorff, I. Jakovljev, and S. Zdravković. 2018. Applying cultural values to encourage disaster preparedness: Lessons from a low-hazard country. International Journal of Disaster Risk Reduction 31: 37–44.
|
[6] |
Armaş, I., and E. Avram. 2009. Perception of flood risk in Danube Delta. Romania. Natural Hazards 50(2): 269–287.
|
[7] |
Balica, S. 2012. Approaches of understanding developments of vulnerability indices for natural disasters. Environmental Engineering and Management Journal 11(5): 963–974.
|
[8] |
Balica, S.F., N.G. Wright, and F. Van der Meulen. 2012. A flood vulnerability index for coastal cities and its use in assessing climate change impacts. Natural Hazards 64(1): 73–105.
|
[9] |
Becker, J.S. 2007. Flood risk perceptions, education and warning in four communities in New South Wales, Australia: Results of a questionnaire survey, November 2005. Auckland: GNS Science.
|
[10] |
Bell, H.M. 2007. Situating the perception and communication of flood risk: Components and strategies. USF Tampa graduate theses and dissertations. University of South Florida, Tampa, FL, USA.
|
[11] |
Bergstrand, K., B. Mayer, B. Brumback, and Y. Zhang. 2015. Assessing the relationship between social vulnerability and community resilience to hazards. Social Indicators Research 122(2): 391–409.
|
[12] |
Birkmann, J. 2007. Risk and vulnerability indicators at different scales: Applicability, usefulness and policy implications. Environmental Hazards 7(1): 20–31.
|
[13] |
Birkmann, J., O.D. Cardona, M.L. Carreño, A.H. Barbat, M. Pelling, S. Schneiderbauer, S. Kienberger, and M. Keiler et al. 2013. Framing vulnerability, risk and societal responses: The MOVE framework. Natural Hazards 67(2): 193–211.
|
[14] |
Bollin, C., R. Hidajat, and J. Birkmann. 2006. Community-based risk index: Pilot implementation in Indonesia. In Measuring vulnerability to natural hazards: Towards disaster resilient societies, ed. J. Birkmann, 383–400. New York: UN University Press.
|
[15] |
Botzen, W.J.W., and J.C. Van Den Bergh. 2012. Monetary valuation of insurance against flood risk under climate change. International Economic Review 53(3): 1005–1026.
|
[16] |
Botzen, W.J., J. Aerts, and J.C. van den Bergh. 2009. Dependence of flood risk perceptions on socioeconomic and objective risk factors. Water Resources Research. https://doi.org/10.1029/2009WR007743.
|
[17] |
Botzen, W.J., J.C. Aerts, and J.C. van den Bergh. 2009. Willingness of homeowners to mitigate climate risk through insurance. Ecological Economics 68(8–9): 2265–2277.
|
[18] |
Brenkert, A.L., and E.L. Malone. 2005. Modeling vulnerability and resilience to climate change: A case study of India and Indian states. Climatic Change 72(1): 57–102.
|
[19] |
Browne, M.J., and R.E. Hoyt. 2000. The demand for flood insurance: Empirical evidence. Journal of Risk and Uncertainty 20(3): 291–306.
|
[20] |
Burdge, R.J. 2008. The focus of impact assessment (and IAIA) must now shift to global climate change!. Environmental Impact Assessment Review 28(8): 618–622.
|
[21] |
Carreño, M.L., O.D. Cardona, and A.H. Barbat. 2007. A disaster risk management performance index. Natural Hazards 41(1): 1–20.
|
[22] |
Carter, J.G., I. White, and J. Richards. 2009. Sustainability appraisal and flood risk management. Environmental Impact Assessment Review 29(1): 7–14.
|
[23] |
Climent-Gil, E., A. Aledo, and A. Vallejos-Romero. 2018. The social vulnerability approach for social impact assessment. Environmental Impact Assessment Review 73: 70–79.
|
[24] |
Cornia, A., K. Dressel, and P. Pfeil. 2016. Risk cultures and dominant approaches towards disasters in seven European countries. Journal of Risk Research 19(3): 288–304.
|
[25] |
Cutter, S.L., B.J. Boruff, and W.L. Shirley. 2003. Social vulnerability to environmental hazards. Social Science Quarterly 84(2): 242–261.
|
[26] |
Cutter, S.L., J.T. Mitchell, and M.S. Scott. 2000. Revealing the vulnerability of people and places: A case study of Georgetown County, South Carolina. Annals of the Association of American Geographers 90(4): 713–737.
|
[27] |
Dao, Q.-H., and P. Peduzzi. 2004. Global evaluation of human risk and vulnerability to natural hazards. In Proceedings of the Enviroinfo 2004 Conference, 21–23 October 2004, Geneva, 435–466.
|
[28] |
de Guzman, E.M., and A.D.R. Unit. 2003. Towards total disaster risk management approach. Kenya: UN Environment Programme.
|
[29] |
de Loyola Hummell, B.M., S.L. Cutter, and C.T. Emrich. 2016. Social vulnerability to natural hazards in Brazil. International Journal of Disaster Risk Science 7(2): 111–122.
|
[30] |
de Sherbinin, A., and G. Bardy. 2015. Social vulnerability to floods in two coastal megacities: New York City and Mumbai. Vienna Yearbook of Population Research 13: 131–165.
|
[31] |
Douglas, J. 2007. Physical vulnerability modelling in natural hazard risk assessment. Natural Hazards and Earth System Sciences 7(2): 283–288.
|
[32] |
Duzgun, H., M. Yucemen, H. Kalaycioglu, K. Celik, S. Kemec, K. Ertugay, and A. Deniz. 2011. An integrated earthquake vulnerability assessment framework for urban areas. Natural Hazards 59(2): 917–947.
|
[33] |
Działek, J., W. Biernacki, and A. Bokwa. 2014. Impact of social capital on local communities’ response to floods in southern Poland. In Risks and conflicts: Local responses to natural disasters, ed. A. Neef, and R. Shaw, 185–205. Leeds: Emerald Group Publishing Limited.
|
[34] |
Fedeski, M., and J. Gwilliam. 2007. Urban sustainability in the presence of flood and geological hazards: The development of a GIS-based vulnerability and risk assessment methodology. Landscape and Urban Planning 83(1): 50–61.
|
[35] |
Fekete, A. 2010. Assessment of social vulnerability for river-floods in Germany. https://bonndoc.ulb.uni-bonn.de/xmlui/handle/20.500.11811/4190. Accessed 13 Jan 2024.
|
[36] |
Field, C.B., V. Barros, T.F. Stocker, and Q. Dahe. 2012. Managing the risks of extreme events and disasters to advance climate change adaptation: Special report of the Intergovernmental Panel on Climate Change. Cambridge: Cambridge University Press.
|
[37] |
Fischer, T.B. 2019. Editorial – Evolution, revolution, climate change and current EIA. Impact Assessment and Project Appraisal 37(5): 369–370.
|
[38] |
Flanagan, B.E., E.W. Gregory, E.J. Hallisey, J.L. Heitgerd, and B. Lewis. 2011. A social vulnerability index for disaster management. Journal of Homeland Security and Emergency Management. https://doi.org/10.2202/1547-7355.1792.
|
[39] |
Fuchs, S. 2009. Susceptibility versus resilience to mountain hazards in Austria-paradigms of vulnerability revisited. Natural Hazards and Earth System Sciences 9(2): 337–352.
|
[40] |
Gain, A.K., V. Mojtahed, C. Biscaro, S. Balbi, and C. Giupponi. 2015. An integrated approach of flood risk assessment in the eastern part of Dhaka City. Natural Hazards 79(3): 1499–1530.
|
[41] |
Gallopín, G.C. 2006. Linkages between vulnerability, resilience, and adaptive capacity. Global Environmental Change 16(3): 293–303.
|
[42] |
Geneletti, D. 2012. Environmental assessment of spatial plan policies through land use scenarios. Environmental Impact Assessment Review 32(1): 1–10.
|
[43] |
Grothmann, T., and F. Reusswig. 2006. People at risk of flooding: Why some residents take precautionary action while others do not. Natural Hazards 38(1): 101–120.
|
[44] |
Hahn, M.B., A.M. Riederer, and S.O. Foster. 2009. The livelihood vulnerability index: A pragmatic approach to assessing risks from climate variability and change – A case study in Mozambique. Global Environmental Change 19(1): 74–88.
|
[45] |
Hamidi, A.R., Z. Zeng, and M.A. Khan. 2020. Household vulnerability to floods and cyclones in Khyber Pakhtunkhwa, Pakistan. International Journal of Disaster Risk Reduction 46: Article 101496.
|
[46] |
Ho, M.C., D. Shaw, S. Lin, and Y.C. Chiu. 2008. How do disaster characteristics influence risk perception?. Risk Analysis 28(3): 635–643.
|
[47] |
Houze, R., K. Rasmussen, S. Medina, S. Brodzik, and U. Romatschke. 2011. Anomalous atmospheric events leading to the summer 2010 floods in Pakistan. Bulletin of the American Meteorological Society 92(3): 291–298.
|
[48] |
Ippolito, A., S. Sala, J. Faber, and M. Vighi. 2010. Ecological vulnerability analysis: A river basin case study. Science of the Total Environment 408(18): 3880–3890.
|
[49] |
Jamshed, A., I.A. Rana, U.M. Mirza, and J. Birkmann. 2019. Assessing relationship between vulnerability and capacity: An empirical study on rural flooding in Pakistan. International Journal of Disaster Risk Reduction 36: Article 101109.
|
[50] |
Jiricka, A., H. Formayer, A. Schmidt, S. Völler, M. Leitner, T.B. Fischer, and T.F. Wachter. 2016. Consideration of climate change impacts and adaptation in EIA practice – Perspectives of actors in Austria and Germany. Environmental Impact Assessment Review 57: 78–88.
|
[51] |
Jongman, B., S. Hochrainer-Stigler, L. Feyen, J.C. Aerts, R. Mechler, W.W. Botzen, L.M. Bouwer, and G. Pflug et al. 2014. Increasing stress on disaster-risk finance due to large floods. Nature Climate Change 4(4): 264–268.
|
[52] |
Kaly, U., L. Briguglio, H. McLeod, S. Schmall, C. Pratt, and R. Pal. 1999. Environmental vulnerability index (EVI) to summarise national environmental vulnerability profiles. SOPAC Technical Report 275. Fiji: South Pacific Applied Geoscience Commission.
|
[53] |
Kappes, M.S., M. Keiler, K. von Elverfeldt, and T. Glade. 2012. Challenges of analyzing multi-hazard risk: A review. Natural Hazards 64(2): 1925–1958.
|
[54] |
Kates, R.W., W.R. Travis, and T.J. Wilbanks. 2012. Transformational adaptation when incremental adaptations to climate change are insufficient. Proceedings of the National Academy of Sciences 109(19): 7156–7161.
|
[55] |
Kaźmierczak, A., and G. Cavan. 2011. Surface water flooding risk to urban communities: Analysis of vulnerability, hazard and exposure. Landscape and Urban Planning 103(2): 185–197.
|
[56] |
Kelly, P.M., and W.N. Adger. 2000. Theory and practice in assessing vulnerability to climate change and facilitating adaptation. Climatic Change 47(4): 325–352.
|
[57] |
Khalid, Z., X.-M. Meng, and A. Khalid. 2021. A qualitative insight into gendered vulnerabilities: A case study of the Shishper GLOF in Hunza Valley, Pakistan. Sustainability. https://doi.org/10.3390/su13168798.
|
[58] |
Khan, A.N. 2013. Analysis of 2010-flood causes, nature and magnitude in the Khyber Pakhtunkhwa, Pakistan. Natural Hazards 66(2): 887–904.
|
[59] |
Khan, S. 2012. Vulnerability assessments and their planning implications: A case study of the Hutt Valley, New Zealand. Natural Hazards 64(2): 1587–1607.
|
[60] |
Kienzler, S., I. Pech, H. Kreibich, M. Müller, and A.H. Thieken. 2015. After the extreme flood in 2002: Changes in preparedness, response and recovery of flood-affected residents in Germany between 2005 and 2011. Natural Hazards and Earth System Sciences 15: 505–526.
|
[61] |
King, D. 2000. You’re on your own: Community vulnerability and the need for awareness and education for predicatable natural disasters. Journal of Contingencies and Crisis Management 8(4): 223–228.
|
[62] |
Kircher, C.A., R.V. Whitman, and W.T. Holmes. 2006. HAZUS earthquake loss estimation methods. Natural Hazards Review 7(2): 45–59.
|
[63] |
Kirsch, T.D., C. Wadhwani, L. Sauer, S. Doocy, and C. Catlett. 2012. Impact of the 2010 Pakistan floods on rural and urban populations at six months. PLoS Currents 4: Article e4fdfb212d2432.
|
[64] |
Koks, E.E., B. Jongman, T.G. Husby, and W.J. Botzen. 2015. Combining hazard, exposure and social vulnerability to provide lessons for flood risk management. Environmental Science & Policy 47: 42–52.
|
[65] |
Krellenberg, K., and J. Welz. 2017. Assessing urban vulnerability in the context of flood and heat hazard: Pathways and challenges for indicator-based analysis. Social Indicators Research 132(2): 709–731.
|
[66] |
Kron, W. 2014. Flood risk – A global problem. In Proceedings of the 11th International Conference on Hydroscience & Engineering (ICHE), 28 September–2 October 2014, Hamburg, Germany.
|
[67] |
Lagomarsino, S., and S. Giovinazzi. 2006. Macroseismic and mechanical models for the vulnerability and damage assessment of current buildings. Bulletin of Earthquake Engineering 4(4): 415–443.
|
[68] |
Ledda, A., E.A. Di Cesare, G. Satta, G. Cocco, and A. De Montis. 2021. Integrating adaptation to climate change in regional plans and programmes: The role of strategic environmental assessment. Environmental Impact Assessment Review 91: Article 106655.
|
[69] |
Lee, Y.-J. 2014. Social vulnerability indicators as a sustainable planning tool. Environmental Impact Assessment Review 44: 31–42.
|
[70] |
Lindell, M.K., and S.N. Hwang. 2008. Households’ perceived personal risk and responses in a multihazard environment. Risk Analysis 28(2): 539–556.
|
[71] |
López-Martínez, F., S. Gil-Guirado, and A. Pérez-Morales. 2017. Who can you trust? Implications of institutional vulnerability in flood exposure along the Spanish Mediterranean coast. Environmental Science & Policy 76: 29–39.
|
[72] |
Mazzorana, B., S. Simoni, C. Scherer, B. Gems, S. Fuchs, and M. Keiler. 2014. A physical approach on flood risk vulnerability of buildings. Hydrology and Earth System Sciences 18(9): 3817–3836.
|
[73] |
Miceli, R., I. Sotgiu, and M. Settanni. 2008. Disaster preparedness and perception of flood risk: A study in an alpine valley in Italy. Journal of Environmental Psychology 28(2): 164–173.
|
[74] |
Mileti, D. 1999. Disasters by design: A reassessment of natural hazards in the United States. Washington: Joseph Henry Press.
|
[75] |
Milly, P.C.D., R.T. Wetherald, K. Dunne, and T.L. Delworth. 2002. Increasing risk of great floods in a changing climate. Nature 415(6871): 514–517.
|
[76] |
Mwale, F., A. Adeloye, and L. Beevers. 2015. Quantifying vulnerability of rural communities to flooding in SSA: A contemporary disaster management perspective applied to the Lower Shire Valley, Malawi. International Journal of Disaster Risk Reduction 12: 172–187.
|
[77] |
Nasiri, H., M.J.M. Yusof, and T.A.M. Ali. 2016. An overview to flood vulnerability assessment methods. Sustainable Water Resources Management 2(3): 331–336.
|
[78] |
Nhuan, M.T., N.T. Tue, N.T.H. Hue, T.D. Quy, and T.M. Lieu. 2016. An indicator-based approach to quantifying the adaptive capacity of urban households: The case of Da Nang City, Central Vietnam. Urban Climate 15: 60–69.
|
[79] |
Norris, F.H., S.P. Stevens, B. Pfefferbaum, K.F. Wyche, and R.L. Pfefferbaum. 2008. Community resilience as a metaphor, theory, set of capacities, and strategy for disaster readiness. American Journal of Community Psychology 41(1): 127–150.
|
[80] |
O’Brien, K., R. Leichenko, U. Kelkar, H. Venema, G. Aandahl, H. Tompkins, A. Javed, and S. Bhadwal et al. 2004. Mapping vulnerability to multiple stressors: Climate change and globalization in India. Global Environmental Change 14(4): 303–313.
|
[81] |
Papathoma-Köhle, M., T. Thaler, and S. Fuchs. 2021. An institutional approach to vulnerability: Evidence from natural hazard management in Europe. Environmental Research Letters 16(4): Article 044056.
|
[82] |
Peng, Y. 2015. Regional earthquake vulnerability assessment using a combination of MCDM methods. Annals of Operations Research 234(1): 95–110.
|
[83] |
Phung, D., S. Rutherford, F. Dwirahmadi, C. Chu, C.M. Do, T. Nguyen, and N.C. Duong. 2016. The spatial distribution of vulnerability to the health impacts of flooding in the Mekong Delta, Vietnam. International Journal of Biometeorology 60(6): 857–865.
|
[84] |
Polastro, R., A. Nagrah, N. Steen, and F. Zafar. 2011. Inter-agency real time evaluation of the humanitarian response to Pakistan’s 2010 flood crisis. Madrid: DARA.
|
[85] |
Pomeroy, R.S., B.D. Ratner, S.J. Hall, J. Pimoljinda, and V. Vivekanandan. 2006. Coping with disaster: Rehabilitating coastal livelihoods and communities. Marine Policy 30(6): 786–793.
|
[86] |
Pörtner, H.-O., D.C. Roberts, H. Adams, I. Adelekan, C. Adler, R. Adrian, P. Aldunce, E. Ali, et al. 2022. Technical summary. In Climate change 2022: Impacts, adaptation, and vulnerability. Contribution of Working Group II to the Sixth Assessment Report of the Intergovernmental Panel on Climate Change, ed. H.-O. Pörtner, D.C. Roberts, E.S. Poloczanska, K. Mintenbeck, M. Tignor, A. Alegría, M. Craig, and S. Langsdorf. Cambridge: Cambridge University Press.
|
[87] |
Qasim, S., A.N. Khan, R.P. Shrestha, and M. Qasim. 2015. Risk perception of the people in the flood prone Khyber Pukhthunkhwa Province of Pakistan. International Journal of Disaster Risk Reduction 14: 373–378.
|
[88] |
Qurratulain, S., and F. Munazza. 2014. An overview of damages, mitigation and reduction efforts in district Muzaffargrah, Pakistan after floods, 2010. International Research Journal of Environment Science 3: 102–107.
|
[89] |
Rana, I.A., and J.K. Routray. 2018. Multidimensional model for vulnerability assessment of urban flooding: An empirical study in Pakistan. International Journal of Disaster Risk Science 9(3): 359–375.
|
[90] |
Rana, I.A., A. Jamshed, Z.I. Younas, and S.S. Bhatti. 2020. Characterizing flood risk perception in urban communities of Pakistan. International Journal of Disaster Risk Reduction 46: Aritcle 101624.
|
[91] |
Rana, I.A., L. Sikander, Z. Khalid, A. Nawaz, F.A. Najam, S.U. Khan, and A. Aslam. 2022. A localized index-based approach to assess heatwave vulnerability and climate change adaptation strategies: A case study of formal and informal settlements of Lahore, Pakistan. Environmental Impact Assessment Review 96: Article 106820.
|
[92] |
Räsänen, A., H. Lein, D. Bird, and G. Setten. 2020. Conceptualizing community in disaster risk management. International Journal of Disaster Risk Reduction 45: Article 101485.
|
[93] |
Roy, D.C., and T. Blaschke. 2015. Spatial vulnerability assessment of floods in the coastal regions of Bangladesh. Geomatics, Natural Hazards and Risk 6(1): 21–44.
|
[94] |
Scolobig, A., T. Prior, D. Schröter, J. Jörin, and A. Patt. 2015. Towards people-centred approaches for effective disaster risk management: Balancing rhetoric with reality. International Journal of Disaster Risk Reduction 12: 202–212.
|
[95] |
Shabir, O. 2013. A summary case report on the health impacts and response to the Pakistan floods of 2010. PLoS Currents. https://doi.org/10.1371/currents.dis.cc7bd532ce252c1b740c39a2a827993f.
|
[96] |
Shah, A.A., J. Ye, M. Abid, J. Khan, and S.M. Amir. 2018. Flood hazards: Household vulnerability and resilience in disaster-prone districts of Khyber Pakhtunkhwa Province, Pakistan. Natural Hazards 93(1): 147–165.
|
[97] |
Shah, A.A., J. Ye, R. Shaw, R. Ullah, and M. Ali. 2020. Factors affecting flood-induced household vulnerability and health risks in Pakistan: The case of Khyber Pakhtunkhwa (KP) Province. International Journal of Disaster Risk Reduction 42: Article 101341.
|
[98] |
Siegrist, M., and H. Gutscher. 2006. Flooding risks: A comparison of lay people’s perceptions and expert’s assessments in Switzerland. Risk Analysis 26(4): 971–979.
|
[99] |
Siegrist, M., and H. Gutscher. 2008. Natural hazards and motivation for mitigation behavior: People cannot predict the affect evoked by a severe flood. Risk Analysis 28(3): 771–778.
|
[100] |
Smit, B., and J. Wandel. 2006. Adaptation, adaptive capacity and vulnerability. Global Environmental Change 16(3): 282–292.
|
[101] |
Smit, B., I. Burton, R.J. Klein, and J. Wandel. 2000. An anatomy of adaptation to climate change and variability. In Societal adaptation to climate variability and change, ed. S.M. Kane, and G.W. Yohe, 223–251. Heidelberg: Springer.
|
[102] |
Smith, K. 2013. Environmental hazards: Assessing risk and reducing disaster. New York: Routledge.
|
[103] |
Srinivas, H., and Y. Nakagawa. 2008. Environmental implications for disaster preparedness: Lessons learnt from the Indian Ocean Tsunami. Journal of Environmental Management 89(1): 4–13.
|
[104] |
Sullivan-Wiley, K., and A.S. Gianotti. 2017. Risk perception in a multi-hazard environment. World Development. https://doi.org/10.1016/j.worlddev.2017.04.002.
|
[105] |
Takao, K., T. Motoyoshi, T. Sato, T. Fukuzondo, K. Seo, and S. Ikeda. 2004. Factors determining residents’ preparedness for floods in modern megalopolises: The case of the Tokai flood disaster in Japan. Journal of Risk Research 7(7–8): 775–787.
|
[106] |
Terpstra, T., and J.M. Gutteling. 2008. Households’ perceived responsibilities in flood risk management in the Netherlands. International Journal of Water Resources Development 24(4): 555–565.
|
[107] |
Turner, B.L., R.E. Kasperson, P.A. Matson, J.J. McCarthy, R.W. Corell, L. Christensen, N. Eckley, and J.X. Kasperson et al. 2003. A framework for vulnerability analysis in sustainability science. Proceedings of the National Academy of Sciences 100(14): 8074–8079.
|
[108] |
Ullah, F., S.A. Ali Shah, S.E. Saqib, M. Yaseen, and M.S. Haider. 2021. Households’ flood vulnerability and adaptation: Empirical evidence from mountainous regions of Pakistan. International Journal of Disaster Risk Reduction 52: Article 101967.
|
[109] |
UNISDR (United Nations International Strategy for Disaster Reduction). 2009. 2009 UNISDR terminology on disaster risk reduction. https://reliefweb.int/report/world/2009-unisdr-terminology-disaster-risk-reduction?gad_source=1&gclid=Cj0KCQiAoKeuBhCoARIsAB4WxtfwNRIW7DAKOulIu1CoWDUUcoFAGRI_nayzgQLlB3QOu1_9oHpEsEwaAoNMEALw_wcB. Accessed 12 Feb 2024.
|
[110] |
United Nations. 2022. Pakistan 2022 floods response plan interim report: Sep–Nov 2022 (Issued 09 Dec 2022). https://reliefweb.int/report/pakistan/pakistan-2022-floods-response-plan-interim-report-sep-nov-2022-issued-09-dec-2022. Accessed 12 Feb 2024.
|
[111] |
Winsemius, H.C., B. Jongman, T.I. Veldkamp, S. Hallegatte, M. Bangalore, and P.J. Ward. 2018. Disaster risk, climate change, and poverty: Assessing the global exposure of poor people to floods and droughts. Environment and Development Economics 23(3): 328–348.
|
[112] |
Wisner, B., P. Blaikie, T. Cannon, and I. Davis. 2004. At risk: natural hazards, people’s vulnerability and disasters, 2nd edn. London: Routledge.
|
[113] |
Yamane, T. 1967. Statistics: An introductory analysis, 2nd edn. New York: Harper and Row.
|
[114] |
Yu, H., B. Wang, Y.-J. Zhang, S. Wang, and Y.-M. Wei. 2013. Public perception of climate change in China: Results from the questionnaire survey. Natural Hazards 69(1): 459–472.
|
[115] |
Zhou, Y., Y. Liu, W. Wu, and N. Li. 2015. Integrated risk assessment of multi-hazards in China. Natural Hazards 78(1): 257–280.
|