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Integrating climate prediction and regionalization into an agro-economic model to guide agricultural planning

Author

Listed:
  • Ying Zhang

    (Johns Hopkins University)

  • Liangzhi You

    (International Food Policy Research Institute
    Huazhong Agricultural University)

  • Donghoon Lee

    (University of Wisconsin-Madison)

  • Paul Block

    (University of Wisconsin-Madison)

Abstract

Advanced skill in seasonal climate prediction coupled with sectoral decision models can provide decision makers with opportunities to benefit or reduce unnecessary losses. Such approaches are particularly beneficial to rainfed agriculture, the livelihood choice for the majority of the world’s poor population, for which yields are highly sensitive to climate conditions. However, a notable gap still exists between scientific communities producing predictions and the end users who may actually realize the benefits. In this study, an interdisciplinary approach connecting climate prediction to agricultural planning is adopted to address this gap. An ex ante evaluation of seasonal precipitation prediction is assessed using an agro-economic equilibrium model to simulate Ethiopia’s national economy, accounting for interannual climate variability and prediction-guided agricultural responses. Given the high spatial variability in Ethiopian precipitation, delineation of homogeneous climatic regions (i.e., regionalization) is also considered in addition to growing season precipitation prediction. The model provides perspectives across various economic indices (e.g., gross domestic product, calorie consumption, and poverty rate) at aggregated (national) and disaggregated (zonal) scales. Model results illustrate the key influence of climate on the Ethiopian economy, and prospects for positive net benefits under a prediction-guided agricultural planning (e.g., reallocation of crop types) strategy, as compared with static business-as-usual agricultural practices.

Suggested Citation

  • Ying Zhang & Liangzhi You & Donghoon Lee & Paul Block, 2020. "Integrating climate prediction and regionalization into an agro-economic model to guide agricultural planning," Climatic Change, Springer, vol. 158(3), pages 435-451, February.
  • Handle: RePEc:spr:climat:v:158:y:2020:i:3:d:10.1007_s10584-019-02559-7
    DOI: 10.1007/s10584-019-02559-7
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    References listed on IDEAS

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    1. Paul J. Block & Kenneth Strzepek & Mark W. Rosegrant & Xinshen Diao, 2008. "Impacts of considering climate variability on investment decisions in Ethiopia," Agricultural Economics, International Association of Agricultural Economists, vol. 39(2), pages 171-181, September.
    2. Hansen, James W., 2002. "Realizing the potential benefits of climate prediction to agriculture: issues, approaches, challenges," Agricultural Systems, Elsevier, vol. 74(3), pages 309-330, December.
    3. Marshall, Graham R. & Parton, K.A., 1996. "Risk Attitude, Planting Conditions and the Value of Climate Forecasts to a Dryland Wheat Grower," 1996 Conference (40th), February 11-16, 1996, Melbourne, Australia 156433, Australian Agricultural and Resource Economics Society.
    4. Carla Roncoli & Christine Jost & Paul Kirshen & Moussa Sanon & Keith Ingram & Mark Woodin & Léopold Somé & Frédéric Ouattara & Bienvenue Sanfo & Ciriaque Sia & Pascal Yaka & Gerrit Hoogenboom, 2009. "From accessing to assessing forecasts: an end-to-end study of participatory climate forecast dissemination in Burkina Faso (West Africa)," Climatic Change, Springer, vol. 92(3), pages 433-460, February.
    5. Dixon, Bruce L. & Segerson, Kathleen, 1999. "Impacts Of Increased Climate Variability On The Profitability Of Midwest Agriculture," Journal of Agricultural and Applied Economics, Southern Agricultural Economics Association, vol. 31(3), pages 1-13, December.
    6. James W. Mjelde & Steven T. Sonka & Bruce L. Dixon & Peter J. Lamb, 1988. "Valuing Forecast Characteristics in a Dynamic Agricultural Production System," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 70(3), pages 674-684.
    7. Graham R. Marshall & Kevin A. Parton & G.L. Hammer, 1996. "Risk Attitude, Planting Conditions And The Value Of Seasonal Forecasts To A Dryland Wheat Grower," Australian Journal of Agricultural and Resource Economics, Australian Agricultural and Resource Economics Society, vol. 40(3), pages 211-233, December.
    8. Diao, Xinshen & Pratt, Alejandro Nin, 2007. "Growth options and poverty reduction in Ethiopia - An economy-wide model analysis," Food Policy, Elsevier, vol. 32(2), pages 205-228, April.
    9. Messina, C. D. & Hansen, J. W. & Hall, A. J., 1999. "Land allocation conditioned on El Nino-Southern Oscillation phases in the Pampas of Argentina," Agricultural Systems, Elsevier, vol. 60(3), pages 197-212, June.
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    1. Bazzana, Davide & Foltz, Jeremy & Zhang, Ying, 2022. "Impact of climate smart agriculture on food security: An agent-based analysis," Food Policy, Elsevier, vol. 111(C).
    2. Sharfuddin Ahmed Khan & Muhammad Shujaat Mubarik & Simonov Kusi‐Sarpong & Syed Imran Zaman & Syed Hasnain Alam Kazmi, 2021. "Social sustainable supply chains in the food industry: A perspective of an emerging economy," Corporate Social Responsibility and Environmental Management, John Wiley & Sons, vol. 28(1), pages 404-418, January.

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