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Opportunities in farming research from an operations management perspective

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  • Sushil Gupta
  • Hossein Rikhtehgar Berenji
  • Manish Shukla
  • Nagesh N. Murthy

Abstract

We review and analyze the farming (upstream agribusiness supply chain) research literature since 1965 to identify farming research opportunities for operations management (OM) researchers. A majority of reviewed papers in our corpus, until the turn of the 21st century, primarily focus on improving operational efficiency and effectiveness of farming using optimization techniques. However, during the last two decades, farmers’ welfare and the interests of other stakeholders have drawn OM researchers’ attention. This expanded focus on farming research has become possible due to the proliferation of mobile communication devices and the Internet as well as advancements in information technology platforms and social media. Our review also shows that there is a paucity of OM literature that leverages increased data availability from the emergence of precision agriculture and blockchain to address major challenges for the farming sector emanating from climate change, natural disasters, food security, and sustainable and equitable agriculture, among others. Big data, in conjunction with opportunities for field‐based experimentation, artificial intelligence and machine learning, and integration of predictive and prescriptive analytics, can be leveraged by OM scholars engaged in farming research. We zero in on specific questions, issues, and opportunities for research in farming.

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  • Sushil Gupta & Hossein Rikhtehgar Berenji & Manish Shukla & Nagesh N. Murthy, 2023. "Opportunities in farming research from an operations management perspective," Production and Operations Management, Production and Operations Management Society, vol. 32(6), pages 1577-1596, June.
  • Handle: RePEc:bla:popmgt:v:32:y:2023:i:6:p:1577-1596
    DOI: 10.1111/poms.13967
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    1. Coble, Keith & Griffin, Terry & Ahearn, Mary & Ferrell, Shannon & McFadden, Jonathan & Sonka, Steve & Fulton, John, 2016. "Advancing U.S. Agricultural Competitiveness with Big Data and Agricultural Economic Market Information, Analysis, and Research," C-FARE Reports 249847, Council on Food, Agricultural, and Resource Economics (C-FARE).
    2. Mariana Escallón-Barrios & Daniel Castillo-Gomez & Jorge Leal & Carlos Montenegro & Andrés L. Medaglia, 2022. "Improving harvesting operations in an oil palm plantation," Annals of Operations Research, Springer, vol. 314(2), pages 411-449, July.
    3. Konstantina Spanaki & Uthayasankar Sivarajah & Masoud Fakhimi & Stella Despoudi & Zahir Irani, 2022. "Disruptive technologies in agricultural operations: a systematic review of AI-driven AgriTech research," Annals of Operations Research, Springer, vol. 308(1), pages 491-524, January.
    4. Niu, Baozhuang & Jin, Delong & Pu, Xujin, 2016. "Coordination of channel members’ efforts and utilities in contract farming operations," European Journal of Operational Research, Elsevier, vol. 255(3), pages 869-883.
    5. Burer, Samuel & Jones, Philip C. & Lowe, Timothy J., 2008. "Coordinating the supply chain in the agricultural seed industry," European Journal of Operational Research, Elsevier, vol. 185(1), pages 354-377, February.
    6. Heikkinen, T. & Pietola, K., 2009. "Investment and the dynamic cost of income uncertainty: The case of diminishing expectations in agriculture," European Journal of Operational Research, Elsevier, vol. 192(2), pages 634-646, January.
    7. Ayouba, Kassoum & Boussemart, Jean-Philippe & Lefer, Henri-Bertrand & Leleu, Hervé & Parvulescu, Raluca, 2019. "A measure of price advantage and its decomposition into output- and input-specific effects," European Journal of Operational Research, Elsevier, vol. 276(2), pages 688-698.
    8. Duygu Akkaya & Kostas Bimpikis & Hau Lee, 2021. "Government Interventions to Promote Agricultural Innovation," Manufacturing & Service Operations Management, INFORMS, vol. 23(2), pages 437-452, March.
    9. Minviel, Jean Joseph & De Witte, Kristof, 2017. "The influence of public subsidies on farm technical efficiency: A robust conditional nonparametric approach," European Journal of Operational Research, Elsevier, vol. 259(3), pages 1112-1120.
    10. Nicolas Brulard & Van-Dat Cung & Nicolas Catusse & Cyril Dutrieux, 2019. "An integrated sizing and planning problem in designing diverse vegetable farming systems," International Journal of Production Research, Taylor & Francis Journals, vol. 57(4), pages 1018-1036, February.
    11. Assa, Hirbod & Sharifi, Hossein & Lyons, Andrew, 2021. "An examination of the role of price insurance products in stimulating investment in agriculture supply chains for sustained productivity," European Journal of Operational Research, Elsevier, vol. 288(3), pages 918-934.
    12. Wang, Haiyan & Zhan, Sha-lei & Ng, Chi To & Cheng, T.C.E., 2020. "Coordinating quality, time, and carbon emissions in perishable food production: A new technology integrating GERT and the Bayesian approach," International Journal of Production Economics, Elsevier, vol. 225(C).
    13. S Elfkih & M L Feijoo & C Romero, 2009. "Agricultural sustainable management: a normative approach based on goal programming," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 60(4), pages 534-543, April.
    14. Yi Qing & Moyu Chen & Yu Sheng & Jikun Huang, 2019. "Mechanization services, farm productivity and institutional innovation in China," China Agricultural Economic Review, Emerald Group Publishing Limited, vol. 11(3), pages 536-554, June.
    15. Colin, Emerson C., 2009. "Mathematical programming accelerates implementation of agro-industrial sugarcane complex," European Journal of Operational Research, Elsevier, vol. 199(1), pages 232-235, November.
    16. Saed Alizamir & Foad Iravani & Hamed Mamani, 2019. "An Analysis of Price vs. Revenue Protection: Government Subsidies in the Agriculture Industry," Management Science, INFORMS, vol. 65(1), pages 32-49, January.
    17. Serra, Teresa & Chambers, Robert G. & Oude Lansink, Alfons, 2014. "Measuring technical and environmental efficiency in a state-contingent technology," European Journal of Operational Research, Elsevier, vol. 236(2), pages 706-717.
    18. Chen-Nan Liao & Ying-Ju Chen & Christopher S. Tang, 2019. "Information Provision Policies for Improving Farmer Welfare in Developing Countries: Heterogeneous Farmers and Market Selection," Manufacturing & Service Operations Management, INFORMS, vol. 21(2), pages 254-270, May.
    19. Qian, Xiaoyan, 2021. "Production planning and equity investment decisions in agriculture with closed membership cooperatives," European Journal of Operational Research, Elsevier, vol. 294(2), pages 684-699.
    20. Tang, Christopher S. & Sodhi, ManMohan S. & Formentini, Marco, 2016. "An analysis of partially-guaranteed-price contracts between farmers and agri-food companies," European Journal of Operational Research, Elsevier, vol. 254(3), pages 1063-1073.
    21. Amores, Antonio F. & Contreras, Ignacio, 2009. "New approach for the assignment of new European agricultural subsidies using scores from data envelopment analysis: Application to olive-growing farms in Andalusia (Spain)," European Journal of Operational Research, Elsevier, vol. 193(3), pages 718-729, March.
    22. Awi Federgruen & Upmanu Lall & A. Serdar Şimşek, 2019. "Supply Chain Analysis of Contract Farming," Manufacturing & Service Operations Management, INFORMS, vol. 21(2), pages 361-378, April.
    23. Wijngaard, Peter J. M., 1988. "A heuristic for scheduling problems, especially for scheduling farm operations," European Journal of Operational Research, Elsevier, vol. 37(1), pages 127-135, October.
    24. Ying-Ju Chen & Christopher S. Tang, 2015. "The Economic Value of Market Information for Farmers in Developing Economies," Production and Operations Management, Production and Operations Management Society, vol. 24(9), pages 1441-1452, September.
    25. Junjie Zhou & Xiaoshuai Fan & Ying-Ju Chen & Christopher S. Tang, 2021. "Information Provision and Farmer Welfare in Developing Economies," Manufacturing & Service Operations Management, INFORMS, vol. 23(1), pages 230-245, 1-2.
    26. Huizhen Zhang & Miguel Constantino & André Falcão, 2011. "Modeling forest core area with integer programming," Annals of Operations Research, Springer, vol. 190(1), pages 41-55, October.
    27. Zhong-Zhong Jiang & Na He & Song Huang, 2022. "Contracting with asymmetric information under government subsidy programmes in a bioenergy supply chain," International Journal of Production Research, Taylor & Francis Journals, vol. 60(18), pages 5571-5594, September.
    28. Ming Hu & Yan Liu & Wenbin Wang, 2019. "Socially Beneficial Rationality: The Value of Strategic Farmers, Social Entrepreneurs, and For-Profit Firms in Crop Planting Decisions," Management Science, INFORMS, vol. 65(8), pages 3654-3672, August.
    29. Graça Gonçalves & Luís Gouveia & Margarida Pato, 2014. "An improved decomposition-based heuristic to design a water distribution network for an irrigation system," Annals of Operations Research, Springer, vol. 219(1), pages 141-167, August.
    30. Harish Guda & Milind Dawande & Ganesh Janakiraman & Tharanga Rajapakshe, 2021. "An Economic Analysis of Agricultural Support Prices in Developing Economies," Production and Operations Management, Production and Operations Management Society, vol. 30(9), pages 3036-3053, September.
    31. Álvarez-Miranda, Eduardo & Garcia-Gonzalo, Jordi & Ulloa-Fierro, Felipe & Weintraub, Andrés & Barreiro, Susana, 2018. "A multicriteria optimization model for sustainable forest management under climate change uncertainty: An application in Portugal," European Journal of Operational Research, Elsevier, vol. 269(1), pages 79-98.
    32. Viaggi, Davide & Raggi, Meri & Gomez y Paloma, Sergio, 2010. "An integer programming dynamic farm-household model to evaluate the impact of agricultural policy reforms on farm investment behaviour," European Journal of Operational Research, Elsevier, vol. 207(2), pages 1130-1139, December.
    33. Graça Gonçalves & Margarida Vaz Pato, 2000. "A three‐phase procedure for designing an irrigation system's water distribution network," Annals of Operations Research, Springer, vol. 94(1), pages 163-179, January.
    34. Nikolaos E. Petridis & Georgios Digkas & Leonidas Anastasakis, 2020. "Factors affecting innovation and imitation of ICT in the agrifood sector," Annals of Operations Research, Springer, vol. 294(1), pages 501-514, November.
    35. Bruno Basso & John Antle, 2020. "Digital agriculture to design sustainable agricultural systems," Nature Sustainability, Nature, vol. 3(4), pages 254-256, April.
    36. Sushil Gupta & Martin K. Starr & Reza Zanjirani Farahani & Niki Matinrad, 2016. "Disaster Management from a POM Perspective: Mapping a New Domain," Production and Operations Management, Production and Operations Management Society, vol. 25(10), pages 1611-1637, October.
    37. Teich, Jeffrey E. & Wallenius, Hannele & Kuula, Markku & Zionts, Stanley, 1995. "A decision support approach for negotiation with an application to agricultural income policy negotiations," European Journal of Operational Research, Elsevier, vol. 81(1), pages 76-87, February.
    38. Owsinski, J. W. & Romanowicz, T., 1985. "Sensitivity analysis of an agricultural linear programming model," European Journal of Operational Research, Elsevier, vol. 22(3), pages 370-376, December.
    39. Jim (Junmin) Shi & Yao Zhao & Rose B. Karimi Kiwanuka & Jasmine (Aichih) Chang, 2019. "Optimal Selling Policies for Farmer Cooperatives," Production and Operations Management, Production and Operations Management Society, vol. 28(12), pages 3060-3080, December.
    40. Yi Qing & Moyu Chen & Yu Sheng & Jikun Huang, 2019. "Mechanization services, farm productivity and institutional innovation in China," China Agricultural Economic Review, Emerald Group Publishing Limited, vol. 11(3), pages 536-554, June.
    41. Timothy J. Lowe & Paul V. Preckel, 2004. "Decision Technologies for Agribusiness Problems: A Brief Review of Selected Literature and a Call for Research," Manufacturing & Service Operations Management, INFORMS, vol. 6(3), pages 201-208.
    42. R. Ranga Prabodanie & John Raffensperger & E. Read & Mark Milke, 2014. "LP models for pricing diffuse nitrate discharge permits," Annals of Operations Research, Springer, vol. 220(1), pages 87-109, September.
    43. Wishon, C. & Villalobos, J.R. & Mason, N. & Flores, H. & Lujan, G., 2015. "Use of MIP for planning temporary immigrant farm labor force," International Journal of Production Economics, Elsevier, vol. 170(PA), pages 25-33.
    44. Puchalsky, Weslly & Ribeiro, Gabriel Trierweiler & da Veiga, Claudimar Pereira & Freire, Roberto Zanetti & Santos Coelho, Leandro dos, 2018. "Agribusiness time series forecasting using Wavelet neural networks and metaheuristic optimization: An analysis of the soybean sack price and perishable products demand," International Journal of Production Economics, Elsevier, vol. 203(C), pages 174-189.
    45. Christopher S. Tang & Yulan Wang & Ming Zhao, 2015. "The Implications of Utilizing Market Information and Adopting Agricultural Advice for Farmers in Developing Economies," Production and Operations Management, Production and Operations Management Society, vol. 24(8), pages 1197-1215, August.
    46. Rodolfo Carvajal & Miguel Constantino & Marcos Goycoolea & Juan Pablo Vielma & Andrés Weintraub, 2013. "Imposing Connectivity Constraints in Forest Planning Models," Operations Research, INFORMS, vol. 61(4), pages 824-836, August.
    47. Chris Parker & Kamalini Ramdas & Nicos Savva, 2016. "Is IT Enough? Evidence from a Natural Experiment in India’s Agriculture Markets," Management Science, INFORMS, vol. 62(9), pages 2481-2503, September.
    48. Ridier, Aude & Chaib, Karim & Roussy, Caroline, 2016. "A Dynamic Stochastic Programming model of crop rotation choice to test the adoption of long rotation under price and production risks," European Journal of Operational Research, Elsevier, vol. 252(1), pages 270-279.
    49. Eliane Gomes & João Soares de Mello & Geraldo Souza & Lidia Angulo Meza & João Mangabeira, 2009. "Efficiency and sustainability assessment for a group of farmers in the Brazilian Amazon," Annals of Operations Research, Springer, vol. 169(1), pages 167-181, July.
    50. Jinyan Zhan & Fan Zhang & Zhihui Li & Yue Zhang & Wei Qi, 2020. "Evaluation of food security based on DEA method: a case study of Heihe River Basin," Annals of Operations Research, Springer, vol. 290(1), pages 697-706, July.
    51. Ranjeet Rajput & Sri Vanamalla Venkataraman, 2022. "A violent market price contract for agribusiness supply chain," Annals of Operations Research, Springer, vol. 315(2), pages 1971-1996, August.
    52. dos Santos, Lana Mara R. & Costa, Alysson M. & Arenales, Marcos N. & Santos, Ricardo Henrique S., 2010. "Sustainable vegetable crop supply problem," European Journal of Operational Research, Elsevier, vol. 204(3), pages 639-647, August.
    53. Cherchye, Laurens & Van Puyenbroeck, Tom, 2007. "Profit efficiency analysis under limited information with an application to German farm types," Omega, Elsevier, vol. 35(3), pages 335-349, June.
    54. Constantino, Miguel & Martins, Isabel, 2018. "Branch-and-cut for the forest harvest scheduling subject to clearcut and core area constraints," European Journal of Operational Research, Elsevier, vol. 265(2), pages 723-734.
    55. Víctor M. Albornoz & Marcelo I. Véliz & Rodrigo Ortega & Virna Ortíz-Araya, 2020. "Integrated versus hierarchical approach for zone delineation and crop planning under uncertainty," Annals of Operations Research, Springer, vol. 286(1), pages 617-634, March.
    56. Sueyoshi, Toshiyuki & Hasebe, Tadashi & Ito, Fusao & Sakai, Junichi & Ozawa, Wataru, 1998. "DEA-Bilateral Performance Comparison: an Application to Japan Agricultural Co-operatives (Nokyo)," Omega, Elsevier, vol. 26(2), pages 233-248, April.
    57. Serra, Teresa & Poli, Elena, 2015. "Shadow prices of social capital in rural India, a nonparametric approach," European Journal of Operational Research, Elsevier, vol. 240(3), pages 892-903.
    58. Qiao†Chu He & Ying†Ju Chen & Zuo†Jun Shen, 2018. "On the Formation of Producers’ Information†Sharing Coalitions," Production and Operations Management, Production and Operations Management Society, vol. 27(5), pages 917-927, May.
    59. Jiguang Chen & Ying‐Ju Chen, 2021. "The Impact of Contract Farming on Agricultural Product Supply in Developing Economies," Production and Operations Management, Production and Operations Management Society, vol. 30(8), pages 2395-2419, August.
    60. Natascha Klocker & Olivia Dun & Lesley Head & Ananth Gopal, 2020. "Exploring migrants’ knowledge and skill in seasonal farm work: more than labouring bodies," Agriculture and Human Values, Springer;The Agriculture, Food, & Human Values Society (AFHVS), vol. 37(2), pages 463-478, June.
    61. Gemma Berenguer & Pinar Keskinocak & J. George Shanthikumar & Jayashankar M. Swaminathan & Luk Van Wassenhove & Chen-Nan Liao & Ying-Ju Chen, 2017. "Farmers' Information Management in Developing Countries—A Highly Asymmetric Information Structure," Production and Operations Management, Production and Operations Management Society, vol. 26(6), pages 1207-1220, June.
    62. Jaehyung An & Soo-Haeng Cho & Christopher S. Tang, 2015. "Aggregating Smallholder Farmers in Emerging Economies," Production and Operations Management, Production and Operations Management Society, vol. 24(9), pages 1414-1429, September.
    63. Xiaoyan Qian & Tava Lennon Olsen, 2020. "Operational and Financial Decisions Within Proportional Investment Cooperatives," Manufacturing & Service Operations Management, INFORMS, vol. 22(3), pages 545-561, May.
    64. Ryan, Michael J., 1999. "Intervening duality and bargaining with a farmer-landowner example," European Journal of Operational Research, Elsevier, vol. 113(3), pages 688-699, March.
    65. James C. Wade & Earl O. Heady, 1978. "A Spatial Equilibrium Model for Evaluating Alternative Policies for Controlling Sediment from Agriculture," Management Science, INFORMS, vol. 24(6), pages 633-644, February.
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