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Accounting for Weather Variability in Farm Management Resource Allocation in Northern Ghana: An Integrated Modeling Approach

Author

Listed:
  • Opeyemi Obafemi Adelesi

    (Leibniz Centre for Agricultural Landscape Research (ZALF), 15374 Müncheberg, Germany)

  • Yean-Uk Kim

    (Leibniz Centre for Agricultural Landscape Research (ZALF), 15374 Müncheberg, Germany)

  • Heidi Webber

    (Leibniz Centre for Agricultural Landscape Research (ZALF), 15374 Müncheberg, Germany)

  • Peter Zander

    (Leibniz Centre for Agricultural Landscape Research (ZALF), 15374 Müncheberg, Germany)

  • Johannes Schuler

    (Leibniz Centre for Agricultural Landscape Research (ZALF), 15374 Müncheberg, Germany)

  • Seyed-Ali Hosseini-Yekani

    (Leibniz Centre for Agricultural Landscape Research (ZALF), 15374 Müncheberg, Germany)

  • Dilys Sefakor MacCarthy

    (Soil and Irrigation Research Centre, School of Agriculture, University of Ghana, Accra P.O. Box LG 68, Ghana)

  • Alhassan Lansah Abdulai

    (CSIR-Savanna Agricultural Research Institute, Tamale P.O. Box TL 52, Ghana)

  • Karin van der Wiel

    (Royal Netherlands Meteorological Institute, 3731 GA De Bilt, The Netherlands)

  • Pierre C. Sibiry Traore

    (ICRISAT-Senegal, Dakar P.O. Box 24365, Senegal
    Manobi Africa PLC, Dakar P.O. Box 25026, Senegal)

  • Samuel Godfried Kwasi Adiku

    (Department of Soil Science, University of Ghana, Accra P.O. Box LG 245, Ghana)

Abstract

Smallholder farmers in Northern Ghana face challenges due to weather variability and market volatility, hindering their ability to invest in sustainable intensification options. Modeling can help understand the relationships between productivity, environmental, and economical aspects, but few models have explored the effects of weather variability on crop management and resource allocation. This study introduces an integrated modeling approach to optimize resource allocation for smallholder mixed crop and livestock farming systems in Northern Ghana. The model combines a process-based crop model, farm simulation model, and annual optimization model. Crop model simulations are driven by a large ensemble of weather time series for two scenarios: good and bad weather. The model accounts for the effects of climate risks on farm management decisions, which can help in supporting investments in sustainable intensification practices, thereby bringing smallholder farmers out of poverty traps. The model was simulated for three different farm types represented in the region. The results suggest that farmers could increase their income by allocating more than 80% of their land to cash crops such as rice, groundnut, and soybeans. The optimized cropping patterns have an over 50% probability of increasing farm income, particularly under bad weather scenarios, compared with current cropping systems.

Suggested Citation

  • Opeyemi Obafemi Adelesi & Yean-Uk Kim & Heidi Webber & Peter Zander & Johannes Schuler & Seyed-Ali Hosseini-Yekani & Dilys Sefakor MacCarthy & Alhassan Lansah Abdulai & Karin van der Wiel & Pierre C. , 2023. "Accounting for Weather Variability in Farm Management Resource Allocation in Northern Ghana: An Integrated Modeling Approach," Sustainability, MDPI, vol. 15(9), pages 1-21, April.
    • Handle: RePEc:gam:jsusta:v:15:y:2023:i:9:p:7386-:d:1136076
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    as
    1. Wolf, Joost & Kanellopoulos, Argyris & Kros, Johannes & Webber, Heidi & Zhao, Gang & Britz, Wolfgang & Reinds, Gert Jan & Ewert, Frank & de Vries, Wim, 2015. "Combined analysis of climate, technological and price changes on future arable farming systems in Europe," Agricultural Systems, Elsevier, vol. 140(C), pages 56-73.
    2. Kamel Louhichi & Guillermo Flichman & Jean Boisson, 2010. "Bio-economic modelling of soil erosion externalities and policy options: a Tunisian case study," Journal of Bioeconomics, Springer, vol. 12(2), pages 145-167, July.
    3. McDonald, C.K. & MacLeod, N.D. & Lisson, S. & Corfield, J.P., 2019. "The Integrated Analysis Tool (IAT) – A model for the evaluation of crop-livestock and socio-economic interventions in smallholder farming systems," Agricultural Systems, Elsevier, vol. 176(C).
    4. Hans P. Binswanger-Mkhize, 2012. "Is There Too Much Hype about Index-based Agricultural Insurance?," Journal of Development Studies, Taylor & Francis Journals, vol. 48(2), pages 187-200, February.
    5. Huet, E.K. & Adam, M. & Giller, K.E. & Descheemaeker, K., 2020. "Diversity in perception and management of farming risks in southern Mali," Agricultural Systems, Elsevier, vol. 184(C).
    6. Alary, V. & Corbeels, M. & Affholder, F. & Alvarez, S. & Soria, A. & Valadares Xavier, J.H. & da Silva, F.A.M. & Scopel, E., 2016. "Economic assessment of conservation agriculture options in mixed crop-livestock systems in Brazil using farm modelling," Agricultural Systems, Elsevier, vol. 144(C), pages 33-45.
    7. Briner, Simon & Finger, Robert, "undated". "Bio-economic modelling of decisions under yield and price risk for suckler cow farms," 123rd Seminar, February 23-24, 2012, Dublin, Ireland 122547, European Association of Agricultural Economists.
    8. Barbier, Bruno, 1998. "Induced innovation and land degradation: Results from a bioeconomic model of a village in West Africa," Agricultural Economics, Blackwell, vol. 19(1-2), pages 15-25, September.
    9. Robert Aidoo & James Osei Mensah & Prosper Wie & Dadson Awunyo-vitor, 2014. "Prospects of Crop Insurance as a Risk Management Tool among Arable Crop Farmers in Ghana," Asian Economic and Financial Review, Asian Economic and Social Society, vol. 4(3), pages 341-354, March.
    10. Robert Aidoo & James Osei Mensah & Prosper Wie & Dadson Awunyo-Vitor, 2014. "Prospects of Crop Insurance as a Risk Management Tool among Arable Crop Farmers in Ghana," Asian Economic and Financial Review, Asian Economic and Social Society, vol. 4(3), pages 341-354.
    11. Mosnier, C. & Agabriel, J. & Lherm, M. & Reynaud, A., 2009. "A dynamic bio-economic model to simulate optimal adjustments of suckler cow farm management to production and market shocks in France," Agricultural Systems, Elsevier, vol. 102(1-3), pages 77-88, October.
    12. Fahad, Shah & Wang, Jianling, 2018. "Farmers’ risk perception, vulnerability, and adaptation to climate change in rural Pakistan," Land Use Policy, Elsevier, vol. 79(C), pages 301-309.
    13. Mouysset, L. & Doyen, L. & Jiguet, F. & Allaire, G. & Leger, F., 2011. "Bio economic modeling for a sustainable management of biodiversity in agricultural lands," Ecological Economics, Elsevier, vol. 70(4), pages 617-626, February.
    14. ALHASSAN, Hamdiyah & KWAKWA, Paul Adjei & ADZAWLA, William, . "Farmers Choice Of Adaptation Strategies To Climate Change And Variability In Arid Region Of Ghana," Review of Agricultural and Applied Economics (RAAE), Faculty of Economics and Management, Slovak Agricultural University in Nitra, vol. 22(01).
    15. Anslem Bawayelaazaa Nyuor & Emmanuel Donkor & Robert Aidoo & Samuel Saaka Buah & Jesse B. Naab & Stephen K. Nutsugah & Jules Bayala & Robert Zougmoré, 2016. "Economic Impacts of Climate Change on Cereal Production: Implications for Sustainable Agriculture in Northern Ghana," Sustainability, MDPI, vol. 8(8), pages 1-17, August.
    16. Lê, Sébastien & Josse, Julie & Husson, François, 2008. "FactoMineR: An R Package for Multivariate Analysis," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 25(i01).
    17. Bisrat Haile Gebrekidan & Thomas Heckelei & Sebastian Rasch, 2020. "Characterizing Farmers and Farming System in Kilombero Valley Floodplain, Tanzania," Sustainability, MDPI, vol. 12(17), pages 1-21, August.
    18. Webber, Heidi & Gaiser, Thomas & Ewert, Frank, 2014. "What role can crop models play in supporting climate change adaptation decisions to enhance food security in Sub-Saharan Africa?," Agricultural Systems, Elsevier, vol. 127(C), pages 161-177.
    19. John T. Scott & Chester B. Baker, 1972. "A Practical Way to Select an Optimum Farm Plan Under Risk," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 54(4_Part_1), pages 657-660.
    20. Mustapha A. Sadiq & John K. M. Kuwornu & Ramatu M. Al-Hassan & Suhiyini I. Alhassan, 2019. "Assessing Maize Farmers’ Adaptation Strategies to Climate Change and Variability in Ghana," Agriculture, MDPI, vol. 9(5), pages 1-17, April.
    21. Wolfram Laube & Benjamin Schraven & Martha Awo, 2012. "Smallholder adaptation to climate change: dynamics and limits in Northern Ghana," Climatic Change, Springer, vol. 111(3), pages 753-774, April.
    22. C. Deser & F. Lehner & K. B. Rodgers & T. Ault & T. L. Delworth & P. N. DiNezio & A. Fiore & C. Frankignoul & J. C. Fyfe & D. E. Horton & J. E. Kay & R. Knutti & N. S. Lovenduski & J. Marotzke & K. A., 2020. "Publisher Correction: Insights from Earth system model initial-condition large ensembles and future prospects," Nature Climate Change, Nature, vol. 10(8), pages 791-791, August.
    23. Holden, Stein & Shiferaw, Bekele, 2004. "Land degradation, drought and food security in a less-favoured area in the Ethiopian highlands: a bio-economic model with market imperfections," Agricultural Economics, Blackwell, vol. 30(1), pages 31-49, January.
    24. Jimah, Kipo & Kolavalli, Shashidhara & Ngeleza, Guyslain K. & Owusua, Rebecca, 2011. "Cropping practices and labor requirements in field operations for major crops in Ghana: What needs to be mechanized?," IFPRI discussion papers 1074, International Food Policy Research Institute (IFPRI).
    25. C. Deser & F. Lehner & K. B. Rodgers & T. Ault & T. L. Delworth & P. N. DiNezio & A. Fiore & C. Frankignoul & J. C. Fyfe & D. E. Horton & J. E. Kay & R. Knutti & N. S. Lovenduski & J. Marotzke & K. A., 2020. "Insights from Earth system model initial-condition large ensembles and future prospects," Nature Climate Change, Nature, vol. 10(4), pages 277-286, April.
    26. Tang, Kai & Hailu, Atakelty, 2020. "Smallholder farms’ adaptation to the impacts of climate change: Evidence from China’s Loess Plateau," Land Use Policy, Elsevier, vol. 91(C).
    27. Bruno Barbier, 1998. "Induced innovation and land degradation: Results from a bioeconomic model of a village in West Africa," Agricultural Economics, International Association of Agricultural Economists, vol. 19(1-2), pages 15-25, September.
    28. Luz Maria Castro & Fabian Härtl & Santiago Ochoa & Baltazar Calvas & Leonardo Izquierdo & Thomas Knoke, 2018. "Integrated bio-economic models as tools to support land-use decision making: a review of potential and limitations," Journal of Bioeconomics, Springer, vol. 20(2), pages 183-211, July.
    29. Jules N. Pretty, 1997. "The sustainable intensification of agriculture," Natural Resources Forum, Blackwell Publishing, vol. 21(4), pages 247-256, November.
    30. Luisa Menapace & Gregory Colson & Roberta Raffaelli, 2013. "Risk Aversion, Subjective Beliefs, and Farmer Risk Management Strategies," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 95(2), pages 384-389.
    31. Hansen, James & Hellin, Jon & Rosenstock, Todd & Fisher, Eleanor & Cairns, Jill & Stirling, Clare & Lamanna, Christine & van Etten, Jacob & Rose, Alison & Campbell, Bruce, 2019. "Climate risk management and rural poverty reduction," Agricultural Systems, Elsevier, vol. 172(C), pages 28-46.
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