The Role of ICT in Advancing Farmer Welfare: A Systematic Literature Review of Multidimensional Outcomes

DOI 10.7160/aol.2026.180207
No 2/2026, June
pp. 103-120

Noor, A. Y. M., Kiloes, A. M., Wahyuningtyas, A. S. H. and Wibowo, W. (2026) "The Role of ICT in Advancing Farmer Welfare: A Systematic Literature Review of Multidimensional Outcomes", AGRIS on-line Papers in Economics and Informatics, Vol. 18, No. 2, pp. 103-120. ISSN 1804-1930. DOI 10.7160/aol.2026.180207.

Abstract

Existing studies on the role of Information and Communication Technology (ICT) in agriculture often reduce farmer welfare to economic outcomes, overlooking its social, psychological, and environmental dimensions. This narrow perspective limits a comprehensive understanding of how ICT contributes to rural development. To address this gap, this study systematically reviews peer-reviewed articles published between 2014 and 2024 using the PRISMA protocol. The results map the types of ICT interventions, welfare indicators, and pathways through which ICT influences farmer welfare. The findings show that ICT adoption through mobile communication, digital platforms, and internet-based services enhances not only income and productivity but also social capital, livelihood assets, and subjective well-being. These positive outcomes are more pronounced when ICT adoption is accompanied by extension services, credit access, and capacity-building programs. However, the analysis reveals that infrastructural limitations, digital illiteracy, and financial barriers hinder ICT’s full potential, especially among marginalized farmers. The evidence also shows regional imbalances, with research concentrated in a few countries, limiting generalization. By developing a conceptual framework, this review advances a multidimensional understanding of ICT’s role in improving farmer welfare. The results provide actionable insights for policymakers and development practitioners to design inclusive and context-sensitive ICT interventions for sustainable rural transformation.

Keywords

Information and communication technology, ICT, farmer welfare, rural development, systematic literature review, digital agriculture, livelihood resilience.

References

  1. Abdulai, A. (2022) "Toward digitalization futures in smallholder farming systems in Sub-Sahara Africa: a social practice proposal", Frontiers in Sustainable Food Systems, Vol. 6, p. 866331. ISSN 2571-581X. DOI 10.3389/fsufs.2022.866331.
  2. Abubakari, K., Dagunga, G., Tetteh Anang, B., Yevu, M. and Galyuon, R. M. (2023) "Toward e-agriculture in Ghana: effect of mobile phone access and usage on household crop income", Cogent Food & Agriculture, Vol. 9, p. 2202893. ISSN 2331-1932. DOI 10.1080/23311932.2023.2202893.
  3. Aker, J. C. and Ksoll, C. (2016) "Can mobile phones improve agricultural outcomes? Evidence from a randomized experiment in Niger", Food Policy, Vol. 60, pp. 44-51. ISSN 0306-9192. DOI 10.1016/j.foodpol.2015.03.006.
  4. Alant, B. P. and Bakare, O. (2021) "A case study of the relationship between smallholder farmers’ ICT literacy levels and demographic data w.r.t. their use and adoption of ICT for weather forecasting", Heliyon, Vol. 7, p. e06403. ISSN 2405-8440. DOI 10.1016/j.heliyon.2021.e06403.
  5. Aldosari, F., Shunaifi, M. S. A., Ullah, M. A., Muddassir, M. and Noor, M. A. (2019) "Farmers’ perceptions regarding the use of information and communication technology (ICT) in Khyber Pakhtunkhwa, Northern Pakistan", Journal of the Saudi Society of Agricultural Sciences, Vol. 18, pp. 211-217. ISSN 1658-077X. DOI 10.1016/j.jssas.2017.05.004.
  6. Anadozie, C., Fonkam, M., Cleron, J. P. and Kah, M. M. O. (2021) "The impact of mobile phone use on farmers’ livelihoods in post-insurgency Northeast Nigeria", Information Development, Vol. 37, pp. 6-20. ISSN 0266-6669. DOI 10.1177/0266666919886904.
  7. Anam, M. Z., Islam, M. H., Islam, M. T., Bari, A. B. M. M. and Raihan, A. (2025) "A Fermatean fuzzy approach to analyze the drivers of digital transformation in the agricultural production sector: a pathway to sustainability for emerging economies", Green Technologies and Sustainability, Vol. 3, p. 100197. ISSN 2949-7361. DOI 10.1016/j.grets.2025.100197.
  8. Bounkham, P., Ahmad, M. M. and Yaseen, M. (2022) "Determinants and benefits of using smartphone-based information for vegetable production and marketing: a case of Lao farmers", Development in Practice, Vol. 32, pp. 981-994. ISSN 0961-4524. DOI 10.1080/09614524.2022.2038086.
  9. Budiastuti, E., Ritchi, H. and Deliana, Y. (2023) "Usability analysis of digital-based agricultural product marketing platform at farmers level in Region V, Bogor Regency", Scientific Journal of Informatics, Vol. 10, No. 3, pp. 297-312. ISSN 2407-7658. DOI 10.15294/sji.v10i3.44605.
  10. Byamukama, W., Businge, P. M. and Kalibwani, R. (2023) "Re-examining the factors influencing the adoption of ICT for agricultural information dissemination in Uganda (Rubanda, Mayuge Districts, and Mbarara City)", International Journal of Agriculture Extension and Social Development, Vol. 6, No. 2, pp. 15-18. ISSN 2618-0723. DOI 10.33545/26180723.2023.v6.i2a.187.
  11. Camacho, A. and Conover, E. (2019) "The impact of receiving SMS price and weather information on small scale farmers in Colombia", World Development, Vol. 123, p. 104596. ISSN 0305-750X. DOI 10.1016/j.worlddev.2019.06.020.
  12. Castle, S., Miller, D. C., Ordoñez, P. J., Baylis, K. and Hughes, K. (2021) "The impacts of agroforestry interventions on agricultural productivity, ecosystem services, and human well-being in low- and middle-income countries: a systematic review", Campbell Systematic Reviews, Vol. 17, p. e1167. ISSN 1891-1803. DOI 10.1002/cl2.1167.
  13. Chao, F. and Yu, G. (2023) "Causal inference using regression-based statistical control: confusion in econometrics", Journal of Data and Information Science, Vol. 8, pp. 21-28. ISSN 2096-157X. DOI 10.2478/jdis-2023-0006.
  14. Chen, F., Jiao, J., Wu, Z. and Zhang, C. (2023) "ICT use, environmental quality perception and farmers’ participation in domestic waste separation: micro-survey data from China", Systems, Vol. 11, No. 6, pp. 295. ISSN 2079-8954. DOI 10.3390/systems11060295.
  15. Dzanku, F. M. (2015) "Transient rural livelihoods and poverty in Ghana", Journal of Rural Studies, Vol. 40, pp. 102-110. ISSN 0743-0167. DOI 10.1016/j.jrurstud.2015.06.009.
  16. El Bilali, H. and Allahyari, M. S. (2018) "Transition towards sustainability in agriculture and food systems: role of information and communication technologies", Information Processing in Agriculture, Vol. 5, pp. 456-464. ISSN 2097-0153. DOI 10.1016/j.inpa.2018.06.006.
  17. Finger, R. (2023) "Digital innovations for sustainable and resilient agricultural systems", European Review of Agricultural Economics, Vol. 50, pp. 1277-1309. ISSN 0165-1587. DOI 10.1093/erae/jbad021.
  18. Gangopadhyay, P., Khatri-Chhetri, A., Shirsath, P. and Aggarwal, P. (2019) "Spatial targeting of ICT-based weather and agro-advisory services for climate risk management in agriculture", Climatic Change, Vol. 154, No. 1-2, pp. 241-256. ISSN 0165-0009. DOI 10.1007/s10584-019-02426-5.
  19. Guo, J., Jin, S., Chen, L. and Zhao, J. (2018) "Impacts of distance education on agricultural performance and household income: micro-evidence from Peri-Urban Districts in Beijing", Sustainability, Vol. 10, No. 11, pp. 1-19. ISSN 2071-1050. DOI 10.3390/su10113945.
  20. Hossain, M., Mendiratta, V. and Savastano, S. (2024) "Agricultural and rural development interventions and poverty reduction: global evidence from 16 impact assessment studies", Global Food Security, Vol. 43, pp. 100806. ISSN 2211-9124. DOI 10.1016/j.gfs.2024.100806.
  21. Hoang, H. G. and Tran, H. D. (2023) "Smallholder farmers’ perception and adoption of digital agricultural technologies: an empirical evidence from Vietnam", Outlook on Agriculture, Vol. 52, pp. 457-468. ISSN 0030-7270. DOI 10.1177/00307270231197825.
  22. Jennifer, I. F. C. and Enwelu, I. A. (2023) "Utilization of information and communication technologies among rural women and youth in agriculture in Abia State, Nigeria", Asian Journal of Agricultural Extension, Economics & Sociology, Vol. 41, No. 8, pp. 198-208. ISSN 2320-7027. DOI 10.9734/ajaees/2023/v41i81997.
  23. Kalita, R. and Deka, N. (2024) "Knowledge and utilisation of information and communication technology (ICT) in agricultural sector, its problems and prospects: a study in Upper Brahmaputra Valley Zone of Assam, India", Asian Journal of Agricultural Extension, Economics & Sociology, Vol. 42, No. 22, pp. 24-30. ISSN 2320-7027. DOI 10.9734/ajaees/2024/v42i22360.
  24. Li, B., Ni, Z., Ji, C. and Zhu, Q. (2022) "Influence of smartphone-based digital extension service on farmers’ sustainable agricultural technology adoption in China", International Journal of Environmental Research and Public Health, Vol. 19, No. 15, pp. 9639. ISSN 1660-4601. DOI 10.3390/ijerph19159639.
  25. Lopez-Ridaura, S., Frelat, R., van Wijk, M. T., Valbuena, D., Krupnik, T. J. and Jat, M. L. (2018) "Climate smart agriculture, farm household typologies and food security: an ex-ante assessment from Eastern India", Agricultural Systems, Vol. 159, pp. 57-68. ISSN 0308-521X. DOI 10.1016/j.agsy.2017.09.007.
  26. Ma, W., Grafton, R. Q. and Renwick, A. (2020) "Smartphone use and income growth in rural China: empirical results and policy implications", Electronic Commerce Research, Vol. 20, pp. 713-736. ISSN 1389-5753. DOI 10.1007/s10660-018-9323-x.
  27. Mtega, W. P. (2021) "Communication channels for exchanging agricultural information among Tanzanian farmers: a meta-analysis", IFLA Journal, Vol. 47, pp. 570-579. ISSN 0340-0352. DOI 10.1177/03400352211023837.
  28. Oparinde, L. O. (2023) "ICTs use, agroforestry technologies’ adoption and crop farmers’ welfare: an empirical evidence from Southwest, Nigeria", AGRIS on-line Papers in Economics and Informatics, Vol. 15, pp. 79-95. ISSN 1804-1930. DOI 10.7160/AOL.2023.150406..
  29. Oyelami, L.O., Sofoluwe, N. A. and Ajeigbe, O. M. (2022) "ICT and agricultural sector performance: empirical evidence from Sub-Saharan Africa", Future Business Journal, Vol. 8, No. 1, pp. 1-13. ISSN 2314-7202. DOI 10.1186/s43093-022-00130-y.
  30. Page, M. J., McKenzie, J. E., Bossuyt, P. M., Boutron, I., Hoffmann, T. C., Mulrow, C. D., Shamseer, L., Tetzlaff, J. M., Akl, E. A., Brennan, S. E., Chou, R., Glanville, J., Grimshaw, J. M., Hróbjartsson, A., Lalu, M. M., Li, T., Loder, E. W., Mayo-Wilson, E., McDonald, S., McGuinness, L. A., Stewart, L. A., Thomas, J., Tricco, A. C., Welch, V. A., Whiting, P. and Moher, D. (2021) "The PRISMA 2020 statement: an updated guideline for reporting systematic reviews", BMJ, Vol. 372, p. n71. ISSN 0959-8138. DOI 10.1136/bmj.n71.
  31. Polyakov, V. V. (2021) "Agriculture 4.0: the theoretical concept and its practical implementation", E3S Web of Conferences, Vol. 273, p. 08073. ISSN 2267-1242. DOI 10.1051/e3sconf/202127308073.
  32. Pogonyshev, V. A., Torikov, В. Е., Pogonyševa, Da. A., Seraya, G.V. and Khvostenko, T.M. (2022) "Digitalization issues of the agro-industrial complex", IOP Conference Series: Earth and Environmental Science, Vol. 979, No. 1, p. 012024. ISSN 1755-1315. DOI 10.1088/1755-1315/979/1/012024.
  33. Rahut, D. B., Mottaleb, K. A. and Ali, A. (2018) "Rural livelihood diversification strategies and household welfare in Bhutan", European Journal of Development Research, Vol. 30, pp. 718-748. ISSN 0957-8811. DOI 10.1057/s41287-017-0120-5.
  34. Rajkhowa, P. and Qaim, M. (2021) "Personalized digital extension services and agricultural performance: evidence from smallholder farmers in India", PLOS ONE, Vol. 16, p. e0259319. ISSN 1932-6203. DOI 10.1371/journal.pone.0259319.
  35. Sarkar, K., Deb, S. and Hazari, S. (2022) "The impact of ICT on rural livelihood of farmers in West Bengal, India", AGRIS on-line Papers in Economics and Informatics, Vol. 14, pp. 109-119. ISSN 1804-1930. DOI 10.7160/aol.2022.140409.
  36. Shaibu, A. F., Hudu, Z. and Israel, M. (2018) "Digital technology and rural livelihood - a study of peasant communities in Pru district", AGRIS on-line Papers in Economics and Informatics, Vol. 10, pp. 71-78. ISSN 1804-1930. DOI 10.7160/aol.2018.100408.
  37. Thanh, D. and Ancev, T. (2021) "Impacts of off-farm employment on welfare, food security and poverty: evidence from rural Vietnam", International Journal of Social Welfare, Vol. 30, No. 1, pp. 84-96. ISSN 1369-6866; 1468-2397. DOI 10.1111/ijsw.12424.
  38. Wossen, T., Abdoulaye, T., Alene, A. D., Haile, M. G., Feleke, S., Olanrewaju, A. S. and Manyong, V. M. (2017) "Impacts of extension access and cooperative membership on technology adoption and household welfare", Journal of Rural Studies, Vol. 54, pp. 223-233. ISSN 0743-0167. DOI 10.1016/j.jrurstud.2017.06.022.
  39. Zhu, Q., Zhu, C., Peng, C. and Bai, J. (2022) "Can information and communication technologies boost rural households’ income and narrow the rural income disparity in China?", China Economic Quarterly International, Vol. 2, pp. 202-214. ISSN 2666-9331. DOI 10.1016/j.ceqi.2022.08.003.
  40. Zhu, Z., Ma, W. and Leng, C. (2020) "ICT adoption, individual income and psychological health of rural farmers in China", Applied Research in Quality of Life, Vol. 17, pp. 71-91. ISSN 1871-2584. DOI 10.1007/s11482-020-09879-2.
  41. Zhu, Q., van der Voort, M., de Mey, Y. and Bai, J. (2024) "How can information and communication technologies influence farmers’ agricultural income and labor productivity? Micro evidence from China", Applied Economics, Vol. 57, No. 28, pp. 3901-3914. ISSN 0003-6846. DOI 10.1080/00036846.2024.2386845.

Full paper

  Full paper (.pdf, 7.6 MB).