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Patterns of Inequalities in Digital Agriculture: A Systematic Literature Review

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  1. Qirui Zhang & Xinhui Feng & Wangfang Xu & Longbao Wei, 2025. "Digitalization’s Role in Shaping Sustainable Agriculture—Evidence from Chinese Provincial Panel Data Using the Baidu Index," Agriculture, MDPI, vol. 15(12), pages 1-23, June.
  2. Sarah-Louise Ruder & Hannah Wittman & Emily Duncan & Terre Satterfield, 2025. "Sociotechnical imaginaries for Canadian agri-food futures: a farmer survey," Agriculture and Human Values, Springer;The Agriculture, Food, & Human Values Society (AFHVS), vol. 42(3), pages 1439-1456, September.
  3. Dongkai Lin & Bingsheng Fu & Kexiao Xie & Wanhe Zheng & Linjie Chang & Jinke Lin, 2023. "Research on the Improvement of Digital Literacy for Moderately Scaled Tea Farmers under the Background of Digital Intelligence Empowerment," Agriculture, MDPI, vol. 13(10), pages 1-26, September.
  4. Harika Meesala & Gianluca Brunori, 2025. "Dynamics of Using Digital Technologies in Agroecological Settings: A Case Study Approach," Agriculture, MDPI, vol. 15(15), pages 1-22, July.
  5. Jinying Li & Ananda Maiti, 2025. "Applying Large Language Model Analysis and Backend Web Services in Regulatory Technologies for Continuous Compliance Checks," Future Internet, MDPI, vol. 17(3), pages 1-34, February.
  6. John Strauser & William P. Stewart, 2024. "Moving beyond production: community narratives for good farming," Agriculture and Human Values, Springer;The Agriculture, Food, & Human Values Society (AFHVS), vol. 41(3), pages 1195-1210, September.
  7. Xinxin Zhou & Tong Chen & Bangbang Zhang, 2023. "Research on the Impact of Digital Agriculture Development on Agricultural Green Total Factor Productivity," Land, MDPI, vol. 12(1), pages 1-20, January.
  8. Nelė Jurkėnaitė, 2025. "Towards Better Understanding of Socioeconomic Resilience Challenges in Food Systems of the Baltic States: Focus on Agriculture," Agriculture, MDPI, vol. 15(18), pages 1-28, September.
  9. Nasiphi Vusokazi Bontsa & Abbyssinia Mushunje & Saul Ngarava, 2023. "Factors Influencing the Perceptions of Smallholder Farmers towards Adoption of Digital Technologies in Eastern Cape Province, South Africa," Agriculture, MDPI, vol. 13(8), pages 1-16, July.
  10. Michael Carolan, 2024. "Who and what gets recognized in digital agriculture: agriculture 4.0 at the intersectionality of (Dis)Ableism, labor, and recognition justice," Agriculture and Human Values, Springer;The Agriculture, Food, & Human Values Society (AFHVS), vol. 41(4), pages 1465-1480, December.
  11. Ollendorf, Franziska & Sieber, Stefan & Löhr, Katharina, 2023. "Societal dynamics of sustainability certification in Ghanaian cocoa producing communities: Assessing social cohesion effects and their implications for collective action," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 47(2), pages 212-238.
  12. Ruiqing Miao & Recep Ulucak & David Zilberman, 2024. "Public agricultural research, political economy, and climate change: A literature review," Applied Economic Perspectives and Policy, John Wiley & Sons, vol. 46(3), pages 954-982, September.
  13. Putthiphan Hirunyatrakul, 2025. "Hybrid Intersection: Navigating Context and Constraint in AI for Social Good Among Thailand’s Smallholder Farmers," Sustainability, MDPI, vol. 17(13), pages 1-37, June.
  14. Metta, Matteo & Ciliberti, Stefano & Obi, Chinedu & Bartolini, Fabio & Klerkx, Laurens & Brunori, Gianluca, 2022. "An integrated socio-cyber-physical system framework to assess responsible digitalisation in agriculture: A first application with Living Labs in Europe," Agricultural Systems, Elsevier, vol. 203(C).
  15. Nicolae Bobitan & Diana Dumitrescu & Valentin Burca, 2023. "Agriculture’s Efficiency in the Context of Sustainable Agriculture—A Benchmarking Analysis of Financial Performance with Data Envelopment Analysis and Malmquist Index," Sustainability, MDPI, vol. 15(16), pages 1-27, August.
  16. Matthew Canfield & Barbara Ntambirweki, 2024. "Datafying African Agriculture: From Data Governance to Farmers’ Rights," Development, Palgrave Macmillan;Society for International Deveopment, vol. 67(1), pages 5-13, June.
  17. Thomas Lee & Daniel Ramp & Anja Bless, 2025. "Unlocking digital twin planning for grazing industries with farmer centred design," Agriculture and Human Values, Springer;The Agriculture, Food, & Human Values Society (AFHVS), vol. 42(3), pages 2055-2075, September.
  18. McGuire, Erin & Leeuwis, Cees & Rietveld, Anne M. & Teeken, Béla, 2024. "Anticipating social differentiation and unintended consequences in scaling initiatives using GenderUp, a method to support responsible scaling," Agricultural Systems, Elsevier, vol. 215(C).
  19. Passarelli, Mariacarmela & Bongiorno, Giuseppe & Cucino, Valentina & Cariola, Alfio, 2023. "Adopting new technologies during the crisis: An empirical analysis of agricultural sector," Technological Forecasting and Social Change, Elsevier, vol. 186(PA).
  20. Steinke, Jonathan & Schumann, Charlotte & Langan, Simon & Müller, Anna & Opola, Felix Ouko & Ortiz-Crespo, Berta & van Etten, Jacob, 2024. "Fostering social inclusion in development-oriented digital food system interventions," Agricultural Systems, Elsevier, vol. 215(C).
  21. Giagnocavo, Cynthia & Duque-Acevedo, Mónica & Terán-Yépez, Eduardo & Herforth-Rahmé, Joelle & Defossez, Emeline & Carlesi, Stefano & Delalieux, Stephanie & Gkisakis, Vasileios & Márton, Aliz & Molina-, 2025. "A multi-stakeholder perspective on the use of digital technologies in European organic and agroecological farming systems," Technology in Society, Elsevier, vol. 81(C).
  22. McGuire, Erin & Al-Zu'bi, Maha & Boa-Alvarado, Maria & Luu, Thi Thu Giang & Sylvester, Janelle M. & Leñero, Eva Marina Valencia, 2024. "Equity principles: Using social theory for more effective social transformation in agricultural research for development," Agricultural Systems, Elsevier, vol. 218(C).
  23. Loi, Nguyen Thi Ngoc, . "Digital Agriculture in Viet Nam: Conditions and Prospect of Development," AGRIS on-line Papers in Economics and Informatics, Czech University of Life Sciences Prague, Faculty of Economics and Management, vol. 14(3).
  24. Richard Lynch & Maeve Henchion & John J. Hyland & José A. Gutiérrez, 2022. "Creating a Rainbow for Sustainability: The Case of Sustainable Beef," Sustainability, MDPI, vol. 14(8), pages 1-24, April.
  25. MacPherson, Joseph & Rosman, Anna & Helming, Katharina & Burkhard, Benjamin, 2025. "A participatory impact assessment of digital agriculture: A Bayesian network-based case study in Germany," Agricultural Systems, Elsevier, vol. 224(C).
  26. Sukoluhle Mazwane & Moraka N. Makhura & Mmapatla P. Senyolo, 2022. "Important Policy Parameters for the Development of Inclusive Digital Agriculture: Implications for the Redistributive Land Reform Program in South Africa," Agriculture, MDPI, vol. 12(12), pages 1-15, December.
  27. Yihui Chen & Minjie Li, 2024. "How does the digital transformation of agriculture affect carbon emissions? Evidence from China’s provincial panel data," Humanities and Social Sciences Communications, Palgrave Macmillan, vol. 11(1), pages 1-17, December.
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