The Triple Challenge: Food Security and Vulnerabilities of Fishing and Farming Households in Situations Characterized by Increasing Conflict, Climate Shock, and Environmental Degradation
Abstract
:1. Introduction
1.1. The “Triple Challenge” in Food Security Contexts
1.2. Literature Review: Framing the Link between Food (In)Security and Vulnerability in Contexts Characterized by Increasing Conflict, Climate Shock and Environmental Degradation
2. Materials and Methods
2.1. Description of the Study Area
2.2. Sampling Procedure
2.3. Data Collection
2.4. Data Analysis Approaches
2.4.1. Deriving a Framework for Vulnerability Assessment
2.4.2. Estimating Vulnerability to the “Triple Challenge”
2.4.3. Estimating Food Security Using the Food Insecurity Experience Scale
2.4.4. Estimating the Effect of Vulnerability to the “Triple Challenge” on Food Security
3. Results
3.1. Food Security Status of Farming and Fishing Households
3.2. The Effect of Vulnerability to the “Triple Challenge” on the Food Security
3.3. Correlation between Food Insecurity and Vulnerability Index
4. Discussion
5. Conclusions
Supplementary Materials
Author Contributions
Funding
Informed Consent Statement
Acknowledgments
Conflicts of Interest
References
- Okpara, U.T.; Stringer, L.C.; Dougill, A.J. Using a novel climate–water conflict vulnerability index to capture double exposures in Lake Chad. Reg. Environ. Chang. 2017, 17, 351–366. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Papaioannou, K.J. Climate Shocks and Conflict: Evidence from colonial Nigeria. Political Geogr. 2016, 50, 33–47. [Google Scholar] [CrossRef] [Green Version]
- Watts, M. Resource curse? governmentality, oil and power in the Niger Delta, Nigeria. Geopolitics 2004, 9, 50–80. [Google Scholar] [CrossRef]
- Smit, B.; Wandel, J. Adaptation, adaptive capacity and vulnerability. Glob. Environ. Chang. 2006, 16, 282–292. [Google Scholar] [CrossRef]
- Okpara, U.T.; Stringer, L.C.; Dougill, A.J.; Bila, M.D. Conflicts about water in Lake Chad: Are environmental, vulnerability and security issues linked? Prog. Dev. Stud. 2015, 15, 308–325. [Google Scholar] [CrossRef] [Green Version]
- Vesco, P.; Dasgupta, S.; de Cian, E.; Carraro, C. Natural resources and conflict: A meta-analysis of the empirical literature. Ecol. Econ. 2020, 172, 106633. [Google Scholar] [CrossRef]
- Prediger, S.; Vollan, B.; Herrmann, B. Resource scarcity and antisocial behavior. J. Public Econ. 2014, 119, 1–9. [Google Scholar] [CrossRef]
- Ngaruiya, G.W. Actors and networks in resource conflict resolution under climate change in rural Kenya. Earth Syst. Dyn. 2016, 7, 441–452. [Google Scholar] [CrossRef] [Green Version]
- Mubaya, C.P.; Njuki, J.; Mutsvangwa, E.P.; Mugabe, F.T.; Nanja, D. Climate variability and change or multiple stressors? Farmer perceptions regarding threats to livelihoods in Zimbabwe and Zambia. J. Environ. Manag. 2012, 102, 9–17. [Google Scholar] [CrossRef]
- Ingram, J. A food systems approach to researching food security and its interactions with global environmental change. Food Secur. 2011, 3, 417–431. [Google Scholar] [CrossRef]
- Pingali, P.; Alinovi, L.; Sutton, J. Food security in complex emergencies: Enhancing food system resilience. Disasters 2005, 29 (Suppl. S1), S5–S24. [Google Scholar] [CrossRef] [PubMed]
- De Souza, K.; Kituyi, E.; Harvey, B.; Leone, M.; Murali, K.S.; Ford, J.D. Vulnerability to climate change in three hot spots in Africa and Asia: Key issues for policy-relevant adaptation and resilience-building research. Reg. Environ. Chang. 2015, 15, 747–753. [Google Scholar] [CrossRef] [Green Version]
- Ingalls, M.L.; Mansfield, D. Resilience at the periphery: Insurgency, agency and social-ecological change under armed conflict. Geoforum 2017, 84, 126–137. [Google Scholar] [CrossRef]
- Adong, A.; Kornher, L.; KiptooKirui, O.; von Braun, J. Conflict exposure and food consumption pathways during and after conflict: Evidence from Northern Uganda. World Dev. 2021, 147, 105636. [Google Scholar] [CrossRef]
- Martin-Shields, C.P.; Stojetz, W. Food security and conflict: Empirical challenges and future opportunities for research and policy making on food security and conflict. World Dev. 2019, 119, 150–164. [Google Scholar] [CrossRef] [Green Version]
- Brück, T.; d’Errico, M. Reprint of: Food security and violent conflict: Introduction to the special issue. World Dev. 2019, 119, 145–149. [Google Scholar] [CrossRef]
- George, J.; Adelaja, A.; Weatherspoon, D. Armed Conflicts and Food Insecurity: Evidence from Boko Haram’s Attacks. Am. J. Agric. Econ. 2019, 102, 114–131. [Google Scholar] [CrossRef]
- Dong, Z.; Pan, Z.; An, P.; Wang, L.; Zhang, J.; He, D.; Han, H.; Pan, X. A novel method for quantitatively evaluating agricultural vulnerability to climate change. Ecol. Indic. 2015, 48, 49–54. [Google Scholar] [CrossRef]
- Krishnamurthy, P.K.; Lewis, K.; Choularton, R.J. A methodological framework for rapidly assessing the impacts of climate risk on national-level food security through a vulnerability index. Glob. Environ. Chang. 2014, 25, 121–132. [Google Scholar] [CrossRef]
- Buhaug, H.; Benjaminsen, T.; Sjaastad, E.; Theisen, O.M. Climate variability, food production shocks, and violent conflict in Sub-Saharan Africa. Environ. Res. Lett. 2015, 10, 125015. [Google Scholar] [CrossRef]
- Le Billon, P. The political ecology of war: Natural resources and armed conflicts. Political Geogr. 2001, 20, 561–584. [Google Scholar] [CrossRef]
- Bromwich, B. Nexus meets crisis: A review of conflict, natural resources and the humanitarian response in Darfur with reference to the water–energy–food nexus. Int. J. Water Resour. Dev. 2015, 31, 375–392. [Google Scholar] [CrossRef]
- Tafere Reda, K. Natural resource degradation and conflict in the East African pastoral drylands. Afr. Secur. Rev. 2015, 24, 270–278. [Google Scholar] [CrossRef]
- Castro, A.P. Promoting natural resource conflict management in an illiberal setting: Experiences from Central Darfur, Sudan. World Dev. 2018, 109, 163–171. [Google Scholar] [CrossRef]
- Fjelde, H.; von Uexkull, N. Climate triggers: Rainfall anomalies, vulnerability and communal conflict in Sub-Saharan Africa. Political Geogr. 2012, 31, 444–453. [Google Scholar] [CrossRef]
- Bjornlund, V.; Bjornlund, H.; van Rooyen, A. Why food insecurity persists in sub-Saharan Africa: A review of existing evidence. Food Secur. 2022, 14, 845–864. [Google Scholar] [CrossRef]
- George, J.; Adelaja, A. Armed conflicts, forced displacement and food security in host communities q. World Dev. 2022, 158, 105991. [Google Scholar] [CrossRef]
- Okpara, U.; Stringer, L.; Dougill, A. Lake drying and livelihood dynamics in Lake Chad: Unravelling the mechanisms, contexts and responses. Ambio 2016, 45, 781–795. [Google Scholar] [CrossRef] [Green Version]
- United Nations. UN Support Plan for the Sahel. 2018, 20. Available online: https://www.un.org/africarenewal/sites/www.un.org.africarenewal/files/EnglishSummaryReport_0.pdf (accessed on 16 August 2022).
- IPCC. Summary for policymakers. In Climate Change 2014: Impacts, Adaptation, and Vulnerability. Part A: Global and Sectoral Aspects. Contribution of Working Group II to the Fifth Assessment Report of the Intergovernmental Panel on Climate Change; Field, C.B., Barros, V.R., Dokken, D.J., Mach, K.J., Mastrandrea, M.D., Bilir, T.E., Chatterjee, M., Ebi, K.L., Estrada, Y.O., Genova, R.C., et al., Eds.; Cambridge University Press: Cambridge, UK; New York, NY, USA, 2014. [Google Scholar] [CrossRef]
- Justino, P.; Hagerman, K.; Jackson, J.; Joshi, I.; Sisto, I.; Bradley, A. Pathways to achieving food security, sustainable peace and gender equality: Evidence from three FAO interventions. Dev. Policy Rev. 2020, 38, 85–99. [Google Scholar] [CrossRef]
- Connolly-Boutin, L.; Smit, B. Climate change, food security, and livelihoods in sub-Saharan Africa. Reg. Environ. Chang. 2016, 16, 385–399. [Google Scholar] [CrossRef] [Green Version]
- Turner, B.L.; Kasperson, R.E.; Matson, P.A.; McCarthy, J.J.; Corell, R.W.; Christensen, L.; Martello, M.L. A framework for vulnerability analysis in sustainability science. Proc. Natl. Acad. Sci. USA 2003, 100, 8074–8079. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Uyigue, E.; Agho, M. Coping with Climate Change and Environmental Degradation in the Niger Delta of Southern Nigeria; Community Research and Development Centre Nigeria (CREDC): Benin, Nigeria, 2007. [Google Scholar]
- Awosika, L.F. Impacts of global climate change and sea level rise on coastal resources and energy development in Nigeria. In Global Climate Change: Impact on Energy Development; Umolu, J.C., Ed.; DAMTECH Nigeria Limited: Jos, Nigeria, 1995. [Google Scholar]
- Civil Liberties Organisation (CLO). Blood Trail: Repression and Resistance in Niger; Civil Liberties Organisation (CLO): Lagos, Nigeria, 2002. [Google Scholar]
- Iyayi, F. An Integrated Approach to Development in the Niger Delta. A Paper Prepared for the Centre for Democracy and Development (CDD). 2004. Available online: https://cddwestafrica.org/wp-content/uploads/2017/12/The-Niger-Delta-Issues-of-Justice-and-Development-Agenda.pdf (accessed on 10 July 2021).
- Obi, C.I. Structuring transnational spaces of identity, rights and power in the Niger Delta of Nigeria. Globalizations 2009, 6, 467–481. [Google Scholar] [CrossRef]
- Niger Delta Development Commission (NDDC). Niger Delta Regional Development Master Plan: Draft 3; Directorate of Planning: Port Harcourt, Nigeria, 2004.
- Idemudia, U. Assessing corporate–community involvement strategies in the Nigerian oil industry: An empirical analysis. Resour. Policy 2009, 34, 133–141. [Google Scholar] [CrossRef]
- WorldMeters. Nigerian Population, State by State Analysis. 2020. Available online: https://www.worldometers.info/worldigeriaion/nigeria-population/ (accessed on 10 July 2021).
- Folami, O.M. Ethnic-conflict and its manifestations in the politics of recognition in a multi-ethnic Niger delta region. Cogent Soc. Sci. 2017, 3, 1358526. [Google Scholar] [CrossRef]
- Okolo, O. Ethnic relations and violent conflict in the Niger Delta: The case of the Urhobo, Itsekiri and Ijaws of Delta State Nigeria. Soc. Sci. Res. Netw. 2008. [Google Scholar] [CrossRef]
- IbemereI, F.; Ezeano, C.I. Status of fish farming in Rivers State, Nigeria. J. Fish. Aquat. Sci. 2014, 9, 321–329. [Google Scholar] [CrossRef] [Green Version]
- Schick, L.; Myles, P.; Okelum, O.E. Gas Flaring Continues Scorching Niger Delta. 2018. Available online: www.dw.com/en/gas-flaring-continues-scorching-niger-delta/a-46088235 (accessed on 14 October 2022).
- Osuoha, C.A.; Fakutiju, M.A. Gas flaring in Niger Delta region of Nigeria: Cost, ecological and human health implications. Environ. Manag. Sustain. Dev. 2017, 6, 390–410. [Google Scholar] [CrossRef] [Green Version]
- Ikehi, M.E.; Ifeanyieze, F.O.; Onu, F.M. Econometrics of climate change variables on the net income of agribusinesses in the Niger Delta area of Nigeria. Int. J. Big Data Min. Glob. Warm. 2021, 2, 2050009. [Google Scholar] [CrossRef]
- Ite, A.E.; Ibok, U.J. Gas Flaring and Venting Associated with Petroleum Exploration and Production in Nigeria’s Niger Delta. Am. J. Environ. Prot. 2013, 1, 70–77. [Google Scholar] [CrossRef]
- World Bank. World Bank Development Report: Agriculture for Development; World Bank: Washington, DC, USA, 2008. [Google Scholar]
- IPCC; Core Writing Team. Climate Change 2007: Synthesis Report. Contribution of Working Groups I. II and III to the Fourth Assessment Report of the Intergovernmental Panel on Climate Change; Pachauri, R.K., Reisinger, A., Eds.; Intergovernmental Panel on Climate Change: Geneva, Switzerland, 2007. [Google Scholar]
- Idemudia, U.; Ite, U.E. Demystifying the Niger Delta conflict: Towards an integrated explanation. Rev. Afr. Political Econ. 2006, 33, 391–406. [Google Scholar] [CrossRef]
- Ikelegbe, A. Oil, Resource Conflicts and the Post Conflict Transition in the Niger Delta Region: Beyond the Amnesty, Monograph Series (3); Centre for Population and Environmental Development (CPED): Benin City, Nigeria, 2010; Available online: https://www.africaportal.org/publications/oil-resource-conflicts-and-the-post-conflict-transition-in-the-niger-delta-region-beyond-the-amnesty/ (accessed on 10 July 2021).
- Obi, C.I.; Rustad, S.A. Introduction: Petro-Violence in the Niger Delta–the complex politics of an insurgency. In Oil and Insurgency in the Niger Delta: Managing the Complex Politics of Petro-Violence; Obi, C.I., Rastard, S.A., Eds.; Zed Books: London, UK, 2011; pp. 1–14. [Google Scholar]
- Agbola, T.; Olurin, T. Landuse and Landcover Change in the Niger Delta; Centre for Democracy and Development: Abuja, Nigeria, 2003. [Google Scholar]
- Bisina, J. Conflict and Conflict Resolution in the Niger-Delta the Bayelsa Experience. IFE Psychol. 2001, 9, 95–111. [Google Scholar] [CrossRef]
- Johnson, O.; Akinpelu, F.; Adegoke, F.; Ezeani, S. Causes of Conflicts in the Niger Delta Region of Nigeria as Expressed by the Youth in Delta State. Procedia Soc. Behav. Sci. 2010, 5, 82–89. [Google Scholar]
- Foundation for Patnership Initiatives in the Niger Delta (PIND). Niger Delta Annual Confliigeriart: Jamuary-December 2019. Available online: http://ndlink.org/wp-content/uploads/2020/02/Niger-Delta-Annual-Conflict-Report-2019-FINAL.pdf (accessed on 6 October 2022).
- Reliefweb. Towards Ending Conflict and Insecurity in the Niger Delta Region. 2017. Available online: https://reliefweb.igeriaort/nigeria/towards-ending-conflict-and-insecurity-niger-delta-regionon (accessed on 6 October 2022).
- Babatunde, A.O. Local perspectives on food security in Nigeria’s Niger delta. Extr. Ind. Soc. 2020, 7, 931–939. [Google Scholar] [CrossRef]
- Leichenko, R.M.; O’Brien, K.L. The dynamics of rural vulnerability to global change: The case of southern Africa. Mitig. Adapt. Strateg. Glob. Chang. 2002, 7, 1–18. [Google Scholar] [CrossRef]
- Busby, J.W.; Smith, T.G.; Krishnan, N. Climate security vulnerability in Africa Mapping 3.0. Political Geogr. 2014, 43, 51–67. [Google Scholar] [CrossRef]
- Koomson, D.; Davies-Vollum, K.S.; Raha, D. Characterising the vulnerability of fishing households to climate and environmental change: Insights from Ghana. Mar. Policy 2020, 120, 104142. [Google Scholar] [CrossRef]
- Asfaw, A.; Bantider, A.; Simane, B.; Hassen, A. Smallholder farmers’ livelihood vulnerability to climate change-induced hazards: Agroecology-based comparative analysis in North central Ethiopia (Woleka Sub-basin). Heliyon 2021, 7, e06761. [Google Scholar] [CrossRef]
- Scoones, I. Sustainable Rural Livelihoods: A Framework for Analysis. IDS Working Paper, 72. 1998. Available online: http://forum.ctv.gu.se/learnloop/resources/files/3902/scoones_1998_wp721.pdf (accessed on 10 July 2021).
- Scoones, I. Livelihoods perspectives and rural development. J. Peasant. Stud. 2009, 36, 171–196. [Google Scholar] [CrossRef]
- Islam, M.M.; Sallu, S.; Hubacek, K.; Paavola, J. Vulnerability of fishery-based livelihoods to the impacts of climate variability and change: Insights from coastal Bangladesh. Reg. Environ. Chang. 2014, 14, 281–294. [Google Scholar] [CrossRef] [Green Version]
- Senapati, S.; Gupta, V. Socio-economic vulnerability due to climate change: Deriving indicators for fishing communities in Mumbai. Mar. Policy 2017, 76, 90–97. [Google Scholar] [CrossRef]
- Amevenku, F.K.Y.; Kuwornu, J.K.M.; Seini, A.W.; Osei-Asare, Y.B.; Anim-Somuah, H. Livelihood vulnerabilities and diversification of fishing households in Ghana. Dev. Pract. 2019, 29, 867–881. [Google Scholar] [CrossRef]
- Vincent, K. Uncertainty in adaptive capacity and the importance of scale. Glob. Environ. Chang. 2007 17, 12–24. [CrossRef]
- Hahn, M.B.; Riederer, A.M.; Foster, S.O. The Livelihood Vulnerability Index: Apragmatic approach to assessing risks from climate variability and change—A case study in Mozambique. Glob. Environ. Chang. 2009, 19, 74–88. [Google Scholar] [CrossRef]
- Adu, D.T.; Kuwornu, K.M.; Anim Somuah, H.; Sasaki, N. Application of livelihood vulnerability index in assessing smallholder maize farming households’ vulnerability to climate change in Brong-Ahafo region of Ghana. Kasetsart J. Soc. Sci. 2018, 39, 22–32. [Google Scholar] [CrossRef]
- Ballard, T.; Kepple, A.; Cafiero, C. The Food Insecurity Experience Scale. Development of a Global Standard for Monitoring Hunger Worldwide; FAO: Rome, Italy, 2013; pp. 1–16. Available online: https://www.fao.org/fileadmin/user_upload/esa/docs/FIES_Technical_Paper_new%20and%20final%20062014.pdf (accessed on 16 August 2022).
- Asante, F.A.; Boakye, A.A.; Egyir, I.S.; Jatoe, J.B.D. Climate Change and farmers’ adaptive capacity to strategic innovations: The case of northern Ghana. Int. J. Dev. Sustain. 2012, 1, 766–784. [Google Scholar]
- Cafiero, C.; Viviani, S.; Nord, M. Food security measurement in a global context: The food in security experience scale. Measurement 2018, 116, 146–152. [Google Scholar] [CrossRef]
- Pérez-Escamilla, R.; Segall-Corrêa, A.M. Food insecurity measurement and indicators. Rev. Nutr. 2008, 21, 15–26. [Google Scholar] [CrossRef]
- Deitchler, M.; Ballard, T.; Swindale, A.; Coates, J. Introducing a Simple Measure of Household Hunger for Cross-Cultural Use; USAID: Washington, DC, USA, 2011.
- Greene, W.H. Econometric Analysis, 5th ed.; Prentice Hall: Hoboken, NJ, USA, 2009. [Google Scholar]
- Owino, A.; Wesonga, R.; Nabugoomu, F. Determining Food Insecurity: An Application of the Rasch Model with Household Survey Data in Uganda. Int. J. Food Sci. 2014, 2014, 121269. [Google Scholar] [CrossRef] [Green Version]
- Moffitt, R.A.; Ribar, D.C. Rasch Analyses of Very Low Food Security among Households and Children in the Three City Study. South. Econ. J. 2016, 82, 1123–1146. [Google Scholar] [CrossRef] [Green Version]
- Long, J.S. Regression Models for Nominal and Ordinal Outcomes. In The SAGE Hand Book of Regression Analysis and Causal Inference; Best, H., Wolf, C., Eds.; SAGE Publications Ltd.: London, UK, 2014; pp. 173–204. [Google Scholar] [CrossRef]
- Train, K. Discrete Choice Methods with Simulation; Cambridge University Press: New York, NY, USA, 2009. [Google Scholar] [CrossRef]
- Vrieze, S.I. Model selection and psychological theory: A discussion of the differences between the Akaike information criterion (AIC) and the Bayesian information criterion (BIC). Psychol. Methods 2012, 17, 228–243. [Google Scholar] [CrossRef] [Green Version]
- Matavel, C.; Hoffmann, H.; Rybak, C.; Steinke, J.; Sieber, S.; Müller, K. Understanding the drivers of food security among agriculture-based households in Gurué District, Central Mozambique. Agric. Food Secur. 2022, 11, 7. [Google Scholar] [CrossRef]
- Cordero-Ahiman, O.-V.; Santellano-Estrada, E.; Garrido, A. Explaining food insecurity among indigenous households of the Sierra Tarahumara in the Mexican state of Chihuahua. Span. J. Agric. Res. 2017, 15, e0106. [Google Scholar] [CrossRef] [Green Version]
- Maitra, C.; Rao, D.S.P. Poverty-Food Security Nexus: Evidence from a Survey of Urban Slum Dwellers in Kolkata. World Dev. 2015, 72, 308–325. [Google Scholar] [CrossRef]
- Ogundari, K. Categorizing households into different food security states in Nigeria: The socio-economic and demographic determinants. Agric. Food Econ. 2017, 5, 8. [Google Scholar] [CrossRef]
- Ojogho, O. Determinants of food insecurity among arable framers in Edo State, Nigeria. Agric. J. 2010, 5, 151–156. [Google Scholar] [CrossRef]
- Mutisya, M.; Ngware, M.W.; Kabiru, C.W.; Kandala, N. The effect of education on household food security in two informal urban settlements in Kenya: A longitudinal analysis. Food Secur. 2016, 8, 743–756. [Google Scholar] [CrossRef] [Green Version]
- Thomas, D.S.G.; Twyman, C.; Osbahr, H.; Hewitson, B. Adaptation to climate change and variability: Farmer responses to intra-seasonal precipitation trends in South Africa. Clim. Chang. 2007, 83, 301–322. [Google Scholar] [CrossRef]
- Baird, T.D.; Gray, C.L. Livelihood Diversification and Shifting Social Networks of Exchange: A Social Network Transition? World Dev. 2014, 60, 14–30. [Google Scholar] [CrossRef]
- Bogale, A.; Shimelis, A. Household level determinants of food insecurity in rural areas of dire dawa, Eastern Ethiopia. Afr. J. Food Agric. Nutr. Dev. 2009, 9, 1914–1926. [Google Scholar] [CrossRef]
- Babatunde, R.O.; Qaim, M. Impact of off-farm income on food security and nutrition in Nigeria. Food Policy 2010, 35, 303–311. [Google Scholar] [CrossRef]
- Owusu, V.; Abdulai, A.; Abdul-Rahman, S. Non-farm work and food security among farm households in northern Ghana. Food Policy 2011, 36, 108–118. [Google Scholar] [CrossRef]
- Zereyesus, Y.A.; Embaye, W.T.; Tsiboe, F.; Amanor-Boadu, V. Implications of Non-Farm Work to Vulnerability to Food Poverty-Recent Evidence from Northern Ghana. World Dev. 2017, 91, 113–124. [Google Scholar] [CrossRef] [Green Version]
- Kuwornu, J.K.M.; Osei, E.; Osei-Asare, Y.B.; Porgo, M. Off-farm work and food security status of farming households in Ghana. Dev. Pract. 2018, 28, 724–740. [Google Scholar] [CrossRef]
- Sam, A.S.; Abbas, A.; Surendran Padmaja, S.; Kaechele, H.; Kumar, R.; Muller, K. Linking food security with household’s adaptive capacity and drought risk: Implications for sustainable rural development. Soc. Indic. Res. 2019, 142, 363–385. [Google Scholar] [CrossRef]
Response Questions: A1–A8 |
---|
In the past 4 weeks, was there a time you or any member of your household |
A1. Became worried your household would run out of food because of lack of money or other resources? A2. Found it difficult to eat healthy and nutritious food because of lack of money or other resources? A3. Ate only few types of food because of lack of money or other resources? A4. Ate less than is required (quantity) because of lack of money or other resources? A5. Ran out of food because of lack of money or other resources? A6. Skipped a meal because of lack of money or other resources? A7. Went to bed at night hungry because of lack of money or other resources? A8. Went a whole day and night without eating anything because of lack of money or other resources? |
Variable | Description | Measure | Apriori Expectation |
---|---|---|---|
Dependent variable | Food security level | Dummy (0 = food secure 1 = mildly food insecure 2 = moderately food insecure 3 = severely food insecure) | |
Explanatory variables | |||
Vin | Vulnerability indices | Continuous | + |
Ylog | Logarithm of household annual income | Continuous | − |
Mstat | Marital status | Dummy 0 = single, 1 = married, 2 = others | +/− |
Savings | Households saves with formal institutions | Dummy 1 = yes, 0 = no | − |
Nonfarm | Engagement in non-farm or non-fishing job | Dummy 1 = yes, 0 = no | − |
DepR | Dependency ratio | Continuous | + |
Store | Households store food | Dummy 1 = yes, 0 = no | − |
Help | household receive help during difficult times | Dummy 1 = yes, 0 = no | − |
Fsize | Total farm size cultivated (hectares) | Continuous | − |
Age | Age of household head | Continuous | − |
HHsize | Household size | Continuous | +/− |
State | Location of household | Dummy 1 = Bayelsa; 0 = Rivers | +/− |
LVG | Livelihood group | Dummy 1 = Farming households, 0 = Fishing households | +/− |
Main Food Source | Farming Households | Fishing Households |
---|---|---|
Own production | 174 (69.3) | 60 (23.8) |
Purchases | 77 (30.7) | 192 (76.2) |
Total | 251 | 252 |
Pooled Sample | Farming Households | Fishing Households | |
---|---|---|---|
Food secure | 140 (27.83) | 76 (30.28) | 64 (25.40) |
Mildly food insecure | 142 (28.23) | 62 (24.70) | 80 (31.75) |
Moderately food insecure | 103 (20.48) | 50 (19.92) | 53 (21.03) |
Severely food insecure | 118 (23.46) | 63 (25.10) | 55 (21.83) |
Total | 503 (100) | 251 (100) | 252 (100) |
Low Vulnerability | Moderate Vulnerability | High Vulnerability | Total | |
---|---|---|---|---|
Food secure | 41 (50.6) | 97 (23.5) | 2 (20) | 140 |
Mildly food insecure | 27 (33.3) | 115 (27.9) | 0 | 142 |
Moderately food insecure | 9 (11.1) | 93 (22.6) | 1 (10) | 103 |
Severely food insecure | 4 (4.9) | 107 (26) | 7 (70) | 118 |
Total | 81 | 412 | 10 | 503 |
Variable | Coefficient | Std. Error | p-Value |
---|---|---|---|
Vulnerability indices | 5.400 | 0.993 | 0.000 *** |
Household annual income | −0.284 | 0.111 | 0.011 ** |
Marital status | |||
Married | 0.464 | 0.323 | 0.151 |
Others | 0.399 | 0.407 | 0.327 |
Age | 0.003 | 0.008 | 0.745 |
Household size | −0.144 | 0.053 | 0.007 *** |
Dependency ratio | 0.188 | 0.082 | 0.022 ** |
Store food | 0.022 | 0.181 | 0.905 |
Remittances | −0.402 | 0.184 | 0.029 ** |
Farm size | −0.914 | 0.275 | 0.001 *** |
Savings | 0.004 | 0.175 | 0.980 |
Non-farm work | −0.061 | 0.203 | 0.000 *** |
State | |||
Bayelsa | −0.032 | 0.192 | 0.867 |
Livelihood group | |||
Fishing households | −0.671 | 0.247 | 0.007 *** |
Cut 1 | −3.0828 | 1.6157 | |
Cut 2 | −1.5823 | 1.6154 | |
Cut 3 | −0.3904 | 1.6133 | |
No of observations | 503 | ||
LR chi2 (12) | 163.51 | ||
Prob > chi2 | 0.0000 | ||
Pseudo R2 | 0.1180 | ||
Log likelihood | −611.32485 |
Food Secure | Mildly Food Insecure | Moderately Food Insecure | Severely Food Insecure | |
---|---|---|---|---|
Vulnerability scores | −0.849 *** | −0.196 *** | 0.236 *** | 0.809 *** |
Household annual income | 0.045 ** | 0.010 ** | −0.012 ** | −0.043 *** |
Marital status | ||||
Married | −0.077 | −0.011 ** | 0.023 | 0.065 |
Others | −0.067 | −0.009 | 0.021 | 0.055 |
Age | −0.000 | −0.000 | 0.000 | 0.000 |
Household size | 0.023 *** | 0.005 ** | −0.006 *** | −0.022 *** |
Dependency ratio | −0.030 ** | −0.007 ** | 0.008 ** | 0.028 ** |
Store food | −0.003 | −0.001 | 0.001 | 0.003 |
Receive help | 0.063 ** | 0.015 ** | −0.018 ** | −0.060 ** |
Farm size | 0.144 *** | 0.033 *** | −0.040 *** | −0.137 *** |
Saving | −0.001 | −0.000 | 0.000 | 0.001 |
Non-farm work | 0.184 *** | 0.032 *** | −0.065 *** | −0.151 *** |
State | ||||
Bayelsa | 0.005 | 0.001 | −0.001 | 0.005 |
Livelihood group | ||||
Fishing household | 0.105 *** | 0.022 *** | −0.028 *** | −0.100 *** |
Food Insecurity Index | Exposure | Sensitivity | Adaptive Capacity | |
---|---|---|---|---|
Exposure | 0.2079 ** | 1.0000 | ||
Sensitivity | 0.0762 | −0.1194 ** | 1.0000 | |
Adaptive capacity | −0.3473 ** | 0.2018 ** | −0.1995 ** | 1.0000 |
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Onyenekwe, C.S.; Okpara, U.T.; Opata, P.I.; Egyir, I.S.; Sarpong, D.B. The Triple Challenge: Food Security and Vulnerabilities of Fishing and Farming Households in Situations Characterized by Increasing Conflict, Climate Shock, and Environmental Degradation. Land 2022, 11, 1982. https://doi.org/10.3390/land11111982
Onyenekwe CS, Okpara UT, Opata PI, Egyir IS, Sarpong DB. The Triple Challenge: Food Security and Vulnerabilities of Fishing and Farming Households in Situations Characterized by Increasing Conflict, Climate Shock, and Environmental Degradation. Land. 2022; 11(11):1982. https://doi.org/10.3390/land11111982
Chicago/Turabian StyleOnyenekwe, Chinasa S., Uche T. Okpara, Patience I. Opata, Irene S. Egyir, and Daniel B. Sarpong. 2022. "The Triple Challenge: Food Security and Vulnerabilities of Fishing and Farming Households in Situations Characterized by Increasing Conflict, Climate Shock, and Environmental Degradation" Land 11, no. 11: 1982. https://doi.org/10.3390/land11111982
APA StyleOnyenekwe, C. S., Okpara, U. T., Opata, P. I., Egyir, I. S., & Sarpong, D. B. (2022). The Triple Challenge: Food Security and Vulnerabilities of Fishing and Farming Households in Situations Characterized by Increasing Conflict, Climate Shock, and Environmental Degradation. Land, 11(11), 1982. https://doi.org/10.3390/land11111982