Abstract
Most existing studies have often ignored the fact that the impact of natural disasters on households may vary according to their dependence on agriculture. Moreover, no study has examined how natural disasters affect food consumption and cause economic damage and, more importantly, whether this effect varies across households. This study aims to explore the influence of natural disasters on the likelihood of households migrating, on their food consumption, remittances, and economic damage. In particular, the study analyzes whether the effect differs among rural households according to their dependence on agriculture. Assembled from three surveys in 2012, 2014, and 2016, we use a unique balanced panel dataset of 1929 households to investigate the influence of natural disasters on migration and household well-being in rural Vietnam. To account for unobservable time-invariant factors that may affect both migration and household well-being, we adopt a fixed-effect estimator. Analyzing a year of natural disasters, we discovered that these do, in fact, cause rural household migration. Further investigation reveals a heterogeneous effect. While natural disasters increase the probability of migration for those with average dependence on agriculture, this is not the case for those with low or high dependence. Natural shocks, however, have an increasing effect on remittances for the former group but not for the latter. Natural shocks cause economic damage for those who are moderately or heavily dependent on agriculture, but not for those who are less reliant on it. In addition, it was found that such shocks reduce the food consumption of those who are heavily reliant on agriculture. The findings imply that migrating may be an effective coping strategy for households with a moderate reliance on agriculture. In light of the finding that households with high reliance have a higher risk of falling into poverty after natural disasters, our study suggests that supportive policies should be prioritized for this vulnerable group. Also, a number of households in this group may face obstacles to migrating. Local government policies supporting their migration should be efficiently implemented, especially for those living in regions prone to natural disasters.
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Data availability
The datasets generated during and/or analyzed during the current study are available from the corresponding author on reasonable request.
Notes
In the current study, households are classified into three groups based on the level of income derived from agriculture. Those who derive a high, average, or low level of income from agriculture are defined as those with a high, average, or low dependence on agriculture, respectively.
Using data from the VARHS 2012, our estimates show that household heads with a higher level of agricultural income completed lower grades and had lower levels of training, including vocational training, professional high school, junior college, bachelor, master, and PhD degrees. Specifically, household heads with low, average, and high levels of agricultural income, on average, completed their schooling with grades of 7.3, 7.0, and 6.1, respectively. Furthermore, 28%, 18%, and 11% of household heads, respectively, with low, average, and high agricultural incomes completed vocational training.
References
Abbas Khan, K., Zaman, K., Shoukry, A. M., Sharkawy, A., Gani, S., & Sasmoko Hishan, S. S. (2019). Natural disasters and economic losses: Controlling external migration, energy and environmental resources, water demand, and financial development for global prosperity. Environmental Science and Pollution Research, 26(14), 14287–14299. https://doi.org/10.1007/s11356-019-04755-5
Adedoyin, F. F., Agboola, P. O., Ozturk, I., Bekun, F. V., & Agboola, M. O. (2021). Environmental consequences of economic complexities in the EU amidst a booming tourism industry: Accounting for the role of brexit and other crisis events. Journal of Cleaner Production, 305(10), 117–137.
Arouri, M., Nguyen, C., & Youssef, A. B. (2015). Natural disasters, household welfare, and resilience: Evidence from rural Vietnam. World Development, 70, 59–77.
Aslany, M., Carling, J., Mjelva, M. B., & Sommerfelt, T. (2021). Systematic review of determinants of migration aspirations. Southampton: University of Southampton.
Baez, J., Caruso, G., Mueller, V., & Niu, C. (2017). Heat exposure and youth migration in Central America and the Caribbean. American Economic Review, 107(5), 446–450.
Bangalore, M., Smith, A., & Veldkamp, T. (2019). Exposure to floods, climate change, and poverty in Vietnam. Economics of Disasters and Climate Change, 3(1), 79–99.
Barbieri, A. F., Domingues, E., Queiroz, B. L., Ruiz, R. M., Rigotti, J. I., Carvalho, J. A. M., & Resende, M. F. (2010). Climate change and population migration in Brazil’s Northeast: Scenarios for 2025–2050. Population and Environment, 31(5), 344–370.
Beck, M. W., Shepard, C. C., Birkmann, J., Rhyner, J., Welle, T., Witting, M., & Mucke, P. (2013). World Risk Report 2012: Focus on environmental degradation and disasters. Hensiki.
Beine, M., & Parsons, C. (2015). Climatic factors as determinants of international migration. The Scandinavian Journal of Economics, 117(2), 723–767.
Bekun, F. V. (2022). Mitigating emissions in India: Accounting for the role of real income, renewable energy consumption and investment in energy. International Journal of Energy Economics and Policy, 12(1), 188–192.
Berlemann, M., & Steinhardt, M. F. (2017). Climate change, natural disasters, and migration—A survey of the empirical evidence. CESifo Economic Studies, 63(4), 353–385.
Berlemann, M., & Tran, T. X. (2020). Climate-related hazards and internal migration empirical evidence for rural Vietnam. Economics of Disasters and Climate Change, 4(3), 385–409.
Bettin, G., & Zazzaro, A. (2018). The impact of natural disasters on remittances to low-and middle-income countries. The Journal of Development Studies, 54(3), 481–500.
Bohra-Mishra, P., Oppenheimer, M., Cai, R., Feng, S., & Licker, R. (2017). Climate variability and migration in the Philippines. Population and Environment, 38(3), 286–308.
Boustan, L. P., Kahn, M. E., Rhode, P. W., & Yanguas, M. L. (2020). The effect of natural disasters on economic activity in US counties: A century of data. Journal of Urban Economics, 118(4), 103–130.
Bui, A. T., Dungey, M., Nguyen, C. V., & Pham, T. P. (2014). The impact of natural disasters on household income, expenditure, poverty and inequality: Evidence from Vietnam. Applied Economics, 46(15), 1751–1766.
De Haen, H., & Hemrich, G. (2007). The economics of natural disasters: Implications and challenges for food security. Agricultural Economics, 37, 31–45.
Devine-Wright, P. (2013). Think global, act local? The relevance of place attachments and place identities in a climate changed world. Global Environmental Change, 23(1), 61–69.
Doevenspeck, M. (2011). The thin line between choice and flight: Environment and migration in rural Benin. International Migration, 49(1), 50–68.
Doocy, S., Rofi, A., Moodie, C., Spring, E., Bradley, S., Burnham, G., & Robinson, C. (2007). Tsunami mortality in Aceh province, Indonesia. Bulletin of the World Health Organization, 85(2), 273–278.
Foresight Migration and Global Environmental Change. (2011). Final project report. The Government Office for Science Retrieved from. www.bis.gov.uk/foresight/migration.
Gemenne, F. (2011). Why the numbers don’t add up: A review of estimates and predictions of people displaced by environmental changes. Global Environmental Change, 21, S41–S49.
General Statistics Office of Vietnam and United Nations Population Fund. (2016). The 2015 national internal migration survey: Major findings. General Statistics Office of Vietnam.
Ghatak, S., Levine, P., & Price, S. W. (1996). Migration theories and evidence: An assessment. Journal of Economic Surveys, 10(2), 159–198.
Gray, C., & Wise, E. (2016). Country-specific effects of climate variability on human migration. Climatic Change, 135(4), 555–568.
Hassani-Mahmooei, B., & Parris, B. W. (2012). Climate change and internal migration patterns in Bangladesh: An agent-based model. Environment and Development Economics, 17(6), 763–780.
Henry, S., Schoumaker, B., & Beauchemin, C. (2004). The impact of rainfall on the first out-migration: A multi-level event-history analysis in Burkina Faso. Population and Environment, 25(5), 423–460.
Hiwatari, M. (2016). Social networks and migration decisions: The influence of peer effects in rural households in Central Asia. Journal of Comparative Economics, 44(4), 1115–1131.
Hoang, T. X., & Le, N. V. T. (2021). Natural disasters and risk aversion: Evidence from Vietnam.
IPCC. (2014). Climate change 2014: Synthesis report. Intergovernmental Panel on Climate Change (IPCC).
Islam, M. R. (2018). Climate change, natural disasters and socioeconomic livelihood vulnerabilities: Migration decision among the char land people in Bangladesh. Social Indicators Research, 136, 575–593.
Jhariya, M. K., Meena, R. S., Banerjee, A., & Meena, S. N. (2021). Natural resources conservation and advances for sustainability. Elsevier.
Karim, A. (2018). The household response to persistent natural disasters: Evidence from Bangladesh. World Development, 103, 40–59.
Karim, A., & Noy, I. (2016a). Poverty and natural disasters—A qualitative survey of the empirical literature. The Singapore Economic Review, 61(01), 1640001.
Karim, A., & Noy, I. (2016b). Poverty and natural disasters: A regression meta-analysis. Review of Economics and Institutions, 7(2), 26.
Kim, N. (2012). How much more exposed are the poor to natural disasters? Global and regional measurement. Disasters, 36(2), 195–211.
Kothari, U. (2003). Staying put and staying poor? Journal of International Development: The Journal of the Development Studies Association, 15(5), 645–657.
Koubi, V., Spilker, G., Schaffer, L., & Bernauer, T. (2016). Environmental stressors and migration: Evidence from Vietnam. World Development, 79, 197–210.
Kubik, Z., & Maurel, M. (2016). Weather shocks, agricultural production and migration: Evidence from Tanzania. The Journal of Development Studies, 52(5), 665–680.
Loebach, P. (2016). Household migration as a livelihood adaptation in response to a natural disaster: Nicaragua and Hurricane Mitch. Population and Environment, 38(2), 185–206.
Matin, M., Zahan, I., & Rabbani, A. (2017). Internal migration as a coping mechanism to natural disaster: Evidence from Southern Bangladesh. BRAC Insitute of Governance and Development, BRAC University.
Mbaye, L. M. (2017). Climate change, natural disasters, and migration. IZA World of Labor.
Mitchell, S. M., & Pizzi, E. (2021). Natural disasters, forced migration, and conflict: The importance of government policy responses. International Studies Review, 23(3), 580–604.
Mitra, A. (2010). Migration, livelihood and well-being: Evidence from indian city slums. Urban Studies, 47(7), 1371–1390.
Naudé, W. (2010). The determinants of migration from sub-saharan african countries. Journal of African Economies, 19(3), 330–356.
Nguyen, C. V. (2021). Do weather extremes induce people to move? Evidence from Vietnam. Economic Analysis and Policy, 69, 118–141.
Nguyen, C. V., & Daniel, M. (2012). Economic impacts of international migration and remittances on household welfare in Vietnam. International Journal of Development Issues, 11(2), 144–163.
Nguyen, T. T., Nguyen, T. T., Le, V. H., Managi, S., & Grote, U. (2020). Reported weather shocks and rural household welfare: Evidence from panel data in Northeast Thailand and Central Vietnam. Weather and Climate Extremes, 30, 100286.
Paul, A. M. (2015). Negotiating migration, performing gender. Social Forces, 94(1), 271–293.
Paul, B. K. (2005). Evidence against disaster-induced migration: The 2004 tornado in north‐central Bangladesh. Disasters, 29(4), 370–385.
Piguet, E., Pécoud, A., de Guchteneire, P., & Guchteneire, P. F. A. (2011). Migration and climate change. Cambridge University Press.
Raza, S. A., Qureshi, M. A., Ahmed, M., Qaiser, S., Ali, R., & Ahmed, F. (2021). Non-linear relationship between tourism, economic growth, urbanization, and environmental degradation: Evidence from smooth transition models. Environmental Science and Pollution Research, 28(3), 1426–1442.
Raza, S. A., Sharif, A., Wong, W. K., & Karim, M. Z. A. (2017). Tourism development and environmental degradation in the United States: Evidence from wavelet-based analysis. Current Issues in Tourism, 20(16), 1768–1790.
Rodriguez-Oreggia, E., De La Fuente, A., De La Torre, R., & Moreno, H. A. (2013). Natural disasters, Human Development and Poverty at the municipal level in Mexico. The Journal of Development Studies, 49(3), 442–455. https://doi.org/10.1080/00220388.2012.700398
Schmidt-thome, P., Nguyen, T. H., Pham, T. L., Jarva, J., & Nuottimäki, K. (2015). Climate change in Vietnam. In P. Schmidt-thome, T. H. Nguyen, T. L. Pham, J. Jarva, & K. Nuottimäki (Eds.), Climate change adaptation measures in Vietnam (pp. 7–15). Springer.
Shakya, S., Basnet, S., & Paudel, J. (2022). Natural disasters and labor migration: Evidence from Nepal’s earthquake. World Development, 151(3), 105–127.
Sharif, A., & Raza, S. A. (2016). Dynamic relationship between urbanization, energy consumption and environmental degradation in Pakistan: Evidence from structure break testing. Journal of Management Sciences, 3(1), 1–21.
Shrinkhal, R. (2019). Economics, technology, and environmental protection: A critical analysis of phytomanagement. In: V. C. Pandey, K. Bauddh (Eds.), Phytomanagement of polluted sites (pp. 569–580). Amsterdam: Elsevier.
Speare, A. (1974). Residential satisfaction as an intervening variable in residential mobility. Demography, 11(2), 173–188.
Trinh, T. A., Feeny, S., & Posso, A. (2021). The impact of natural disasters on migration: Findings from Vietnam. Journal of Demographic Economics, 1–32.
Trung, L. D. (2014). Economic and welfare impacts of disasters in East Asia and policy responses: The case of vietnamese communities. Resilience and recovery in asian disasters: Community Ties, Market Mechanisms, and Governance. Springer, (pp. 51–73).
Tu Le, T. N. (2020). Floods and household welfare: evidence from Southeast Asia. Economics of Disasters and Climate Change, 4(1), 145–170.
United Nations International Children’s Emergency Fund (2020). Over 1.5 million children at risk due to floods in central Viet Nam. Retrieved from https://www.unicef.org/vietnam/press-releases/over-15-million-children-risk-due-floods-central-viet-nam-says-unicef.
Van den Berg, M. (2010). Household income strategies and natural disasters: Dynamic livelihoods in rural Nicaragua. Ecological Economics, 69(3), 592–602.
Woolridge, J. M. (2013). Introductory econometrics: A modern approach. Cengage Learning.
World Economic Forum (2021). Annual Report 2021–2022. World Economic Forum. Cologny, Switzerland.
Zorn, M. (2018). Natural disasters and less developed countries. In S. Pelc & M. Koderman (Eds.), Nature, tourism and ethnicity as drivers of (De) marginalization: Insights to marginality from perspective of sustainability and development (pp. 59–78). Springer International Publishing.
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This research is funded by Thuongmai University, Hanoi, Vietnam.
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Appendices
Appendix 1: Sample of Vietnamese Communes in the VARHS survey
Appendix 2
To analyze the influence of natural disasters on migration and household well-being, our model specifications are as follows:
Yijt represents the outcomes, including a dummy variable for migration, remittances, economic damage, and food consumption per capita. Ljt is the number of natural disasters, such as droughts, typhoons, and floods, that took place in a specific commune j 12 months ago. We expect that natural disasters in the previous year, rather than in the current year, may affect the decision of households to migrate. It is difficult for households without any resources (such as money, assets, etc.) to migrate; they must have means at a certain minimum level. For this reason, households are more likely to migrate in the year following natural disasters.
We also control for Xijt, they are various characteristics of household i in commune j at time t, including household size, number of working-age members (working age is defined as 15–55 years for women and 15–60 years for men), number of girls aged under 5, number of girls between the ages of 5 and 15, number of women between the ages of 15 and 60, number of boys aged under 5, number of boys between the ages of 5 and 15, and number of men between the ages of 15 and 60. Tt stands for year-fixed effects.
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Hoang, T.X., Nguyen, H.T. & Tran, T.Q. Heterogeneous effects of natural disasters on migration and household well-being in rural Vietnam: a panel data analysis. Environ Dev Sustain (2023). https://doi.org/10.1007/s10668-023-03751-7
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DOI: https://doi.org/10.1007/s10668-023-03751-7