Abstract

Ethiopia’s agriculture-based economy generates highly seasonal outputs, with most production occurring during the long-rains Meher season and a lesser amount during the short-rains Belg season. Despite numerous studies detailing the economic impacts of Meher precipitation, there is relatively little consideration of other seasonal or subseasonal climate impacts in Ethiopia, with most economic models only considering aggregated annual-scale production to simulate the Ethiopian economy. This paper serves to address both seasonal and subseasonal effects of climate using a partial equilibrium agroeconomic model of Ethiopia. First, an annual-scale model is disaggregated into a seasonal time step, corresponding to the two major cropping seasons in Ethiopia. Second, the effect of yield gains from a subseasonal forecast–based planting strategy is considered in the updated model. We found that crop yields and corresponding economic indicators varied widely by season and location, and that subseasonal forecast–based management strategies can, on average, increase gross domestic product (GDP), per capita calorie consumption, and lead toward reduced poverty, warranting the inclusion of seasonal and subseasonal processes in economic models and agricultural planning.

Get full access to this article

View all available purchase options and get full access to this article.

Data Availability Statement

All data, models, or code that support the findings of this study are available from the corresponding author upon reasonable request, or via github.com/wss-wisc/Ethiopia_EMM.

Acknowledgments

This material is based upon work supported by the National Science Foundation under Grant No. 1545874. This work also received financial support from the German Federal Ministry for Economic Cooperation and Development (BMZ) commissioned and administered through the Deutsche Gesellschaft für Internationale Zusammenarbeit (GIZ) Fund for International Agricultural Research (FIA), Grant No. 81260864. The authors declare no conflicts of interest.

References

Abrar, S., O. Morrissey, and T. Rayner. 2004. “Aggregate agricultural supply response in Ethiopia: A farm-level analysis.” J. Int. Dev. 16 (4): 605–620. https://doi.org/10.1002/jid.1110.
Allen, R. G., L. S. Pereira, D. Raes, and M. Smith. 1998. Crop evapotranspiration—Guidelines for computing crop water requirements—FAO irrigation and drainage paper 56 FAO. Rome: Food and Agricutlure Organization of the United Nations.
Ayele, S. 2021. “The resurgence of agricultural mechanisation in Ethiopia: Rhetoric or real commitment?” J. Peasant Stud. 2021 (1): 1–21. https://doi.org/10.1080/03066150.2020.1847091.
Bachewe, F., B. Minten, A. S. Taffesse, K. Pauw, A. Cameron, and T. G. Endaylalu. 2018. Farmers’ grain storage and losses in Ethiopia. Washington, DC: International Food Policy Research Institute.
Bakker, C., B. F. Zaitchik, S. Siddiqui, B. F. Hobbs, E. Broaddus, R. A. Neff, J. Haskett, and C. L. Parker. 2018. “Shocks, seasonality, and disaggregation: Modeling food security through the integration of agricultural, transportation, and economic systems.” Agric. Syst. 164 (8): 165–184. https://doi.org/10.1016/j.agsy.2018.04.005.
Berhane, G., M. Dereje, B. Minten, and S. Tamru. 2017. The rapid—But from a low base—Uptake of agricultural mechanization in Ethiopia: Patters, implications and challenges. Washington, DC: International Food Policy Research Institute.
Block, P. J., K. Strzepek, M. W. Rosegrant, and X. Diao. 2008. “Impacts of considering climate variability on investment decisions in Ethiopia.” Agric. Econ. 39 (Feb): 171–181. https://doi.org/10.1111/j.1574-0862.2008.00322.x.
Bundervoet, T., A. J. Finn, S. Nakamura, B. M. Beyene, P. Paci, M. Mylenko, and C. Turk. 2020. Ethiopia poverty assessment—Harnessing continued growth for accelerated poverty reduction (English). Washington, DC: World Bank Group.
Davenport, F. M., S. Shukla, W. Turner, C. Funk, N. Krell, L. Harrison, G. Husak, D. Lee, and S. Peterson. 2021. “Sending out an SOS: Using start of rainy season indicators for market price forecasting to support famine early warning.” Environ. Res. Lett. 16 (1): 20–25. https://doi.org/10.1088/1748-9326/ac15cc.
Diao, X., and A. N. Pratt. 2007. “Growth options and poverty reduction in Ethiopia—An economy-wide model analysis.” Food Policy 32 (Jul): 205–228. https://doi.org/10.1016/j.foodpol.2006.05.005.
Dorosh, P., and B. Minten. 2020. Ethiopia’s Agrifood system: Past trends, present challenges, and future scenarios. Washington, DC: International Food Policy Research Institute.
Ethiopia CSA (Central Statistical Agency). 2015. Report on farm management practices. Addis Ababa, Ethiopia: CSA.
Ethiopia CSA (Central Statistical Agency). 2017. Report on area and production for major crops. Addis Ababa, Ethiopia: CSA.
Ethiopia CSA (Central Statistical Agency). 2018. Ethiopian household consumption—Expenditure (HCE) survey. Addis Ababa, Ethiopia: CSA.
FAO (Food and Agriculture Organization of the United Nations). 1984. Yield response to water. FAO irrigation and drainage. Rome: Food and Agriculture Organization of the United Nations.
FAO (Food and Agriculture Organization of the United Nations). 2010. “Crop calendar—An informational tool for seed security.” Accessed September 1, 2021. https://www.fao.org/agriculture/seed/cropcalendar/welcome.do.
FAO-UNESCO. 1988. Soil map of the world, revised legend. Wageningen, Netherlands: Food and Agricutlure Organization of the United Nations.
Funk, C. C., P. J. Peterson, M. F. Landsfeld, D. H. Pedreros, J. P. Verdin, J. D. Rowland, B. E. Romero, G. J. Husak, J. C. Michaelsen, and A. P. Verdin. 2014. “A quasi-global precipitation time series for drought monitoring: U.S. Geological Survey data.” Accessed September 29, 2021. https://pubs.usgs.gov/ds/832/.
Harris, I., T. J. Osborn, P. Jones, and D. Lister. 2020. “Version 4 of the CRU TS monthly high-resolution gridded multivariate climate dataset.” Sci. Data 7 (5): 109. https://doi.org/10.1038/s41597-020-0453-3.
Hirvonen, K., A. S. Taffesse, and I. Worku. 2015. Seasonality and household diets in Ethiopia. Washington, DC: International Food Policy Research Institute.
King, R., and D. Byerlee. 1978. “Factor intensities and locational linkages of rural consumption patterns in Sierra Leone.” Am. J. Agric. Econ. 60 (2): 197–206. https://doi.org/10.2307/1240048.
Lala, J., S. Tilahun, and P. Block. 2020. “Predicting rainy season onset in the Ethiopian highlands for agricultural planning.” J. Hydrometeorol. 21 (7): 1675–1688. https://doi.org/10.1175/JHM-D-20-0058.1.
Lala, J., M. Yang, G. Wang, and P. Block. 2021. “Utilizing rainy season onset predictions to enhance maize yields in Ethiopia.” Environ. Res. Lett. 16 (Apr): 054035. https://doi.org/10.1088/1748-9326/abf9c9.
MacLeod, D. 2018. “Seasonal predictability of onset and cessation of the east African rains.” Weather Clim. Extremes 21 (8): 27–35. https://doi.org/10.1016/j.wace.2018.05.003.
Meza, F. J., J. W. Hansen, and D. Osgood. 2008. “Economic value of seasonal climate forecasts of agriculture: Review of ex-ante assessments and recommendations for future research.” J. Appl. Meteorol. Climatol. 47 (5): 1269–1286. https://doi.org/10.1175/2007JAMC1540.1.
Neglo, K. A. W., T. Gebrekidan, and K. Lyu. 2021. “The role of agriculture and non-farm economy in addressing food security in Ethiopia: A review.” Sustainability 13 (8): 3874. https://doi.org/10.3390/su13073874.
Philip, S., et al. 2018. “Attribution analysis of the Ethiopian drought of 2015.” J. Clim. 31 (2): 2465–2486. https://doi.org/10.1175/JCLI-D-17-0274.1.
Rosell, S. 2011. “Regional perspective on rainfall change and variability in the central highlands of Ethiopia, 1978–2007.” Appl. Geogr. 31 (Apr): 329–338. https://doi.org/10.1016/j.apgeog.2010.07.005.
Segele, Z. T., M. B. Richman, L. M. Leslie, and P. J. Lamb. 2015. “Seasonal-to-interannual variability of Ethiopia/Horn of Africa monsoon. Part II: Statistical multimodel ensemble rainfall predictions.” J. Climate 28 (6): 3511–3536. https://doi.org/10.1175/JCLI-D-14-00476.1.
Soares, M. B., M. Daly, and S. Dessai. 2018. “Assessing the value of seasonal climate forecasts for decision-making.” WIREs Clim. Change 9 (4): e523. https://doi.org/10.1002/wcc.523.
Tafere, K., A. S. Taffesse, S. Tamiru, N. Tefera, and Z. Paulos. 2010. Food demand elasticities in Ethiopia: Estimates using household income consumption expenditure (HICE) survey data. Washington, DC: International Food Policy Research Institute.
Taffesse, A. S., P. Dorosh, and S. Asrat. 2012. Crop production in Ethiopia: Regional patterns and trends. ESSP Working Paper 16. Washington, DC: International Food Policy Research Institute.
Temam, D., V. Uddameri, G. Mohammadi, E. A. Hernandez, and S. Ekwaro-Osire. 2019. “Long-term drought trends in Ethiopia with implications for dryland agriculture.” Water 11 (12): 2571. https://doi.org/10.3390/w11122571.
Teshome, A., and J. Zhang. 2019. “Increase of extreme drought over Ethiopia under climate warming.” Adv. Meteorol. 2019 (1): 12–24. https://doi.org/10.1155/2019/5235429.
Vitart, F., and A. W. Robertson. 2018. “The sub-seasonal to seasonal prediction project (S2S) and the prediction of extreme events.” NPJ Clim. Atmos. Sci. 1 (Mar). https://doi.org/10.1038/s41612-018-0013-0.
Yami, M., F. Meyer, and R. Hassan. 2020. “The impact of production shocks on maize markets in Ethiopia: Implications for regional trade and food security.” Agric. Food Econ. 8 (Feb). https://doi.org/10.1186/s40100-020-0153-5.
Zhang, Y., L. You, D. Lee, and P. Block. 2020. “Integrating climate prediction and regionalization into an agro-economic model to guide agricultural planning.” Clim. Change 158 (3): 435–451. https://doi.org/10.1007/s10584-019-02559-7.

Information & Authors

Information

Published In

Go to Journal of Water Resources Planning and Management
Journal of Water Resources Planning and Management
Volume 149Issue 2February 2023

History

Received: Mar 20, 2022
Accepted: Oct 19, 2022
Published online: Dec 15, 2022
Published in print: Feb 1, 2023
Discussion open until: May 15, 2023

Permissions

Request permissions for this article.

ASCE Technical Topics:

Authors

Affiliations

Dept. of Civil and Environmental Engineering, Univ. of Wisconsin-Madison, Madison, WI 53706 (corresponding author). ORCID: https://orcid.org/0000-0001-6531-4762. Email: [email protected]
Center for Development Research, Univ. of Bonn, Bonn 53113, Germany. ORCID: https://orcid.org/0000-0002-3515-4769. Email: [email protected]
Ying Zhang, M.ASCE [email protected]
Joint Global Change Research Institute, Pacific Northwest National Laboratory, College Park, MD 20740. Email: [email protected]
Liangzhi You [email protected]
International Food Policy Research Institute, 1201 I St. NW, Washington, DC 20005. Email: [email protected]
Professor, Dept. of Civil and Environmental Engineering, Univ. of Wisconsin-Madison, Madison, WI 53706. ORCID: https://orcid.org/0000-0003-1993-7496. Email: [email protected]

Metrics & Citations

Metrics

Citations

Download citation

If you have the appropriate software installed, you can download article citation data to the citation manager of your choice. Simply select your manager software from the list below and click Download.

Cited by

View Options

Get Access

Access content

Please select your options to get access

Log in/Register Log in via your institution (Shibboleth)
ASCE Members: Please log in to see member pricing

Purchase

Save for later Information on ASCE Library Cards
ASCE Library Cards let you download journal articles, proceedings papers, and available book chapters across the entire ASCE Library platform. ASCE Library Cards remain active for 24 months or until all downloads are used. Note: This content will be debited as one download at time of checkout.

Terms of Use: ASCE Library Cards are for individual, personal use only. Reselling, republishing, or forwarding the materials to libraries or reading rooms is prohibited.
ASCE Library Card (5 downloads)
$105.00
Add to cart
ASCE Library Card (20 downloads)
$280.00
Add to cart
Buy Single Article
$35.00
Add to cart

Get Access

Access content

Please select your options to get access

Log in/Register Log in via your institution (Shibboleth)
ASCE Members: Please log in to see member pricing

Purchase

Save for later Information on ASCE Library Cards
ASCE Library Cards let you download journal articles, proceedings papers, and available book chapters across the entire ASCE Library platform. ASCE Library Cards remain active for 24 months or until all downloads are used. Note: This content will be debited as one download at time of checkout.

Terms of Use: ASCE Library Cards are for individual, personal use only. Reselling, republishing, or forwarding the materials to libraries or reading rooms is prohibited.
ASCE Library Card (5 downloads)
$105.00
Add to cart
ASCE Library Card (20 downloads)
$280.00
Add to cart
Buy Single Article
$35.00
Add to cart

Media

Figures

Other

Tables

Share

Share

Copy the content Link

Share with email

Email a colleague

Share