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A data‐driven approach to mitigating food insecurity and achieving zero hunger: A case study of West African countries

Author

Listed:
  • Evans Brako Ntiamoah
  • Dongmei Li
  • Bismark Ameyaw
  • Daniel Bruce Sarpong
  • Martinson Twumasi Ankrah
  • Edmond Yeboah Nyamah

Abstract

This study employed a data‐driven approach to analyze the long and short‐run nexus between food insecurity, climate and economic shocks, population growth, urbanization, and population displacement for all West African countries by using annual time series data spanning 2000–2016. While the results show a unidirectional causal relationship running from climate and economic shocks, population growth, and urbanization to food insecurity, there exists no causal relationship between population displacement and food insecurity. In accordance with the Sustainable Development Goal 2 of achieving zero hunger for sustainable development, we formulate long short‐term memory (LSTM) recurrent neural network (RNN) algorithm devoid of assumptions to forecast food insecurity for West African countries. Based on the result of our algorithm, we propose food insecurity mitigation pathways for the countries employed in this study. The food insecurity mitigation pathways reveal that strengthening current and future policies that mitigate food insecurity based on our projections is enough to mitigate the triggers of food insecurity in sustainable ways.

Suggested Citation

  • Evans Brako Ntiamoah & Dongmei Li & Bismark Ameyaw & Daniel Bruce Sarpong & Martinson Twumasi Ankrah & Edmond Yeboah Nyamah, 2022. "A data‐driven approach to mitigating food insecurity and achieving zero hunger: A case study of West African countries," Natural Resources Forum, Blackwell Publishing, vol. 46(2), pages 157-178, May.
    • Handle: RePEc:wly:natres:v:46:y:2022:i:2:p:157-178
    DOI: 10.1111/1477-8947.12248
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    1. Bruno Losch, 2014. "African youth in agriculture and rural development : Background paper for the FAO Regional Conference for Africa (ARC 2014)," Post-Print hal-03078270, HAL.
    2. M. Hashem Pesaran & Yongcheol Shin & Richard J. Smith, 2001. "Bounds testing approaches to the analysis of level relationships," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 16(3), pages 289-326.
    3. Masa, Rainier & Khan, Zoheb & Chowa, Gina, 2020. "Youth food insecurity in Ghana and South Africa: Prevalence, socioeconomic correlates, and moderation effect of gender," Children and Youth Services Review, Elsevier, vol. 116(C).
    4. Pesaran, M.H., 2010. "Conditional Volatility and Correlations of Weekly Returns and the VaR Analysis of 2008 Stock Market," Cambridge Working Papers in Economics 1025, Faculty of Economics, University of Cambridge.
    5. Philip Antwi-Agyei & Andrew J. Dougill & Thomas P. Agyekum & Lindsay C. Stringer, 2018. "Alignment between nationally determined contributions and the sustainable development goals for West Africa," Climate Policy, Taylor & Francis Journals, vol. 18(10), pages 1296-1312, November.
    6. Seydou Zakari & Liu Ying & Baohui Song, 2014. "Factors Influencing Household Food Security in West Africa: The Case of Southern Niger," Sustainability, MDPI, vol. 6(3), pages 1-12, March.
    7. Kookana, R. S. & Drechsel, Pay & Jamwal, P. & Vanderzalm, J., 2020. "Urbanisation and emerging economies: issues and potential solutions for water and food security," Papers published in Journals (Open Access), International Water Management Institute, pages 732:139057..
    8. Michael A. Long & Lara Gonçalves & Paul B. Stretesky & Margaret Anne Defeyter, 2020. "Food Insecurity in Advanced Capitalist Nations: A Review," Sustainability, MDPI, vol. 12(9), pages 1-19, May.
    9. Bismark Ameyaw & Li Yao, 2018. "Analyzing the Impact of GDP on CO 2 Emissions and Forecasting Africa’s Total CO 2 Emissions with Non-Assumption Driven Bidirectional Long Short-Term Memory," Sustainability, MDPI, vol. 10(9), pages 1-23, August.
    10. Pesaran, Bahram & Pesaran, M. Hashem, 2010. "Conditional volatility and correlations of weekly returns and the VaR analysis of 2008 stock market crash," Economic Modelling, Elsevier, vol. 27(6), pages 1398-1416, November.
    11. Serge Savary & Sonia Akter & Conny Almekinders & Jody Harris & Lise Korsten & Reimund Rötter & Stephen Waddington & Derrill Watson, 2020. "Mapping disruption and resilience mechanisms in food systems," Food Security: The Science, Sociology and Economics of Food Production and Access to Food, Springer;The International Society for Plant Pathology, vol. 12(4), pages 695-717, August.
    12. Mawuna Donald Houessou & Mirte van de Louw & Ben G. J. S. Sonneveld, 2020. "What Constraints the Expansion of Urban Agriculture in Benin?," Sustainability, MDPI, vol. 12(14), pages 1-16, July.
    13. David Magaña-Lemus & Ariun Ishdorj & C. Parr Rosson & Jorge Lara-Álvarez, 2016. "Determinants of household food insecurity in Mexico," Agricultural and Food Economics, Springer;Italian Society of Agricultural Economics (SIDEA), vol. 4(1), pages 1-20, December.
    14. David Laborde & Will Martin & Rob Vos, 2021. "Impacts of COVID‐19 on global poverty, food security, and diets: Insights from global model scenario analysis," Agricultural Economics, International Association of Agricultural Economists, vol. 52(3), pages 375-390, May.
    15. Ulrike Grote, 2018. "IFPRI: Global Food Policy Report 2018," Food Security: The Science, Sociology and Economics of Food Production and Access to Food, Springer;The International Society for Plant Pathology, vol. 10(6), pages 1665-1667, December.
    16. Abdoul¡¯ Ganiou Mijiyawa and Djoulassi K. Oloufade, 2019. "State Capacity, Agricultural Productivity and Poverty Reduction in African Countries," Journal of Economic Development, Chung-Ang Unviersity, Department of Economics, vol. 44(1), pages 39-67, March.
    17. Bruno Losch, 2014. "African youth in agriculture and rural development : Background paper for the FAO Regional Conference for Africa (ARC 2014)," Working Papers hal-03078270, HAL.
    18. Katy J. Richardson & Kirsty H. Lewis & P. Krishna Krishnamurthy & Chris Kent & Andrew J. Wiltshire & Helen M. Hanlon, 2018. "Food security outcomes under a changing climate: impacts of mitigation and adaptation on vulnerability to food insecurity," Climatic Change, Springer, vol. 147(1), pages 327-341, March.
    19. Peng, Lu & Liu, Shan & Liu, Rui & Wang, Lin, 2018. "Effective long short-term memory with differential evolution algorithm for electricity price prediction," Energy, Elsevier, vol. 162(C), pages 1301-1314.
    20. Augustine Ujunwa & Chinwe Okoyeuzu & Ebere Ume Kalu, 2019. "Armed Conflict and Food Security in West Africa: Socioeconomic Perspective," International Journal of Social Economics, Emerald Group Publishing Limited, vol. 46(2), pages 182-198, February.
    21. Ameyaw, Bismark & Yao, Li & Oppong, Amos & Agyeman, Joy Korang, 2019. "Investigating, forecasting and proposing emission mitigation pathways for CO2 emissions from fossil fuel combustion only: A case study of selected countries," Energy Policy, Elsevier, vol. 130(C), pages 7-21.
    22. Abayomi Samuel Oyekale, 2016. "Assessment of sustainable land management and food security among climatic shocks’ exposed to African farmers," Journal of Developing Areas, Tennessee State University, College of Business, vol. 50(1), pages 319-332, January-M.
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