Digital Technology Use for Agricultural Extension Information among Rural Leaders in Tel Kayf District


223 / 175

Authors

https://doi.org/10.48165/IJEE.2026.62336

Keywords:

Digital technology, Extension communication, ICT adoption, Internet access, Mobile phone use, Rural leaders

Abstract

Digital technology has become increasingly important as an extension support tool, facilitating access to current agricultural information. The current research evaluated the utilisation of digital technology by rural leaders to obtain agricultural information in Tel Kayf District, Nineveh Governorate, Iraq. A multi-stage sampling method was applied and 101 rural leaders were selected from three villages. The data were collected in June 2024 via face-to-face interviews employing a structured questionnaire. The use of digital technology was evaluated using 20 statements on a five-point rating scale. Mean, standard deviation, relative importance, frequency, percentage and random forest regression were applied for the analysis. The findings showed mean item scores exceeded 4.0 on a five-point scale across all twenty statements. The random forest regression model achieved a test R² of 0.3920 in the utilisation of digital technology. Age was the most influential variable, followed by education and information sources. The high prices of modern mobile phones and Internet charges were the main barriers. The findings imply that the existing favourable use of digital technology among rural leaders can be leveraged through affordable Internet access, practical skill enhancement and locally relevant digital extension content to strengthen agricultural information dissemination in rural communities.

References

1. Al-Daudee, R. H., & Masso, W. Y. (2025). Knowledge of rural women in Nineveh towards environmental crisis management and its relationship with some variables. Mesopotamia Journal of Agriculture, 53(2), 160–173. https://doi.org/10.33899/mja.2025.161440.1623

2. Amran, A., Syahid, R., & Mustafa, M. Y. (2024). Digital leadership impacts on a village-owned enterprise performance: A moderation effect of artificial intelligence. South Asian Journal of Social Studies and Economics, 21(11), 74–80. https://doi.org/10.9734/sajsse/2024/v21i11902

3. Barman B., Singh R. , Padaria R N , Nain M. S. , Quader S. W. & Praveen K. V. (2026). A qualitative synthesis of barriers to agriculture 4.0 adoption: evidence from a systematic literature review. Discover Agriculture (2026) 4, 34 https://doi.org/10.1007/s44279-026-00505-7

4. Breiman, L. (2001). Random forests. Machine Learning, 45, 5–32. https://doi.org/10.1023/A:1010933404324

5. Cárdenas Alonso, G., & Nieto Masot, A. (2022). Mapping the optimal rural areas to invest in through the LEADER approach: Case study-Extremadura (SW Spain). Land, 11(8), Article 1191. https://doi.org/10.3390/land11081191

6. Chandra, S., Ghadei, K., Chennamadhava, M., & Ali, W. (2024). Development and validation of a farmer’s focused digital literacy scale. Indian Journal of Extension Education, 60(1), 111-115. https://doi.org/10.48165/IJEE.2024.601RT

7. Chaturvedi, P., & Vatta, L. (2025). Exploring the Strategies, Utilisation and Limitations of Digital Tool Adoption in Sugarcane Farming. Indian Journal of Extension Education, 61(1), 118-122. https://doi.org/10.48165/IJEE.2025.611RN05

8. Dibbern, T., Romani, L. A. S., & Massruhá, S. M. F. S. (2024). Main drivers and barriers to the adoption of Digital Agriculture technologies. Smart Agricultural Technology, 8, Article 100459. https://doi.org/10.1016/j.atech.2024.100459

9. Karikari, A. F., Boateng, P. A., & Ocansey, E. O. N. D. (2015). The role of human resource information system in the process of manpower activities. American Journal of Industrial and Business Management, 5(6), 424–431. https://doi.org/10.4236/ajibm.2015.56042

10. Liu, M., Wan Abas, W. A. B., & Mamat, R. (2023). The effect of digital technology development on rural agricultural enterprises in China: A survey of Laicun Network. International Journal of Academic Research in Business and Social Sciences, 13(8), 19–32. https://doi.org/10.6007/IJARBSS/v13-i8/17524

11. Lundberg, S. M., & Lee, S.-I. (2017). A unified approach to interpreting model predictions. Advances in Neural Information Processing Systems, 30, 4765–4774.

12. Mukherjee, S., & Jha, S. K. (2024). Utilization pattern of information and communication technologies among the farming community of West Bengal. Indian Journal of Extension Education, 60(1), 7-13. https://doi.org/10.48165/IJEE.2024.60102

13. Olalekan, O. O. (2024). Rural entrepreneurship in the digital age: A systematic review. International Journal of Sustainable Rural Development, 1(1), 1–5. https://doi.org/10.54536/ijsrd.v1i1.2586

14. Panda. S., Modak. S., Devi Y. L., Das. L., Pal P.K., & Nain M. S. (2019). Access and usage of Information and Communication Technology (ICT) to accelerate farmers’ income. Journal of Community Mobilization and Sustainable Development, 14(1), 200-205.

15. Pradhan, S. K., Prusty, A. K., Das, S., Ghosh, M., Chandra, Y. B., & Nayak, S. (2025). Empowering small-scale agriculture: Effective strategies for technology transfer. International Journal of Advanced Biochemistry Research, 9(3), 118–125. https://doi.org/10.33545/26174693.2025.v9.i3b.3902

16. Prusty, A. K., Saha, P., Das, N., & Suman, S. (2025). Implementation and adoption of smart technologies in agri-allied sectors. Plant Science Today, 11(sp2), 1–8. https://doi.org/10.14719/pst.3467

17. Ram, A., Aziz, F., Razali, F., & Yusof, M. R. (2020). Leadership and ICTs implementation for rural development. http://psasir.upm.edu.my/id/eprint/89557/

18. Rushchitskaya, O., Kulikova, E., Kot, E. M., Kruzhkova, T., & Durandina, O. (2024). Digital technologies in rural marketing: A systematic review. Research of Economic and Financial Problems, 2024(1), Article 2. https://doi.org/10.31279/2782-6414-2024-1-2

19. Saha, P., Prusty, A. K., & Nanda, C. (2024). Extension strategies for bridging gender digital divide. Journal of Applied Biology & Biotechnology, 12(4), 76–80. https://doi.org/10.7324/JABB.2024.159452

20. Sahoo, S., Parasar, B., & Jayasingh, D. K. (2025). Towards digitally enabled extension services: ICT training directions in coastal Odisha. Indian Journal of Extension Education, 61(4), 66–71. https://doi.org/10.48165/IJEE.2025.61411

21. Satapathy, G. P., Das, S., & Tripathy, M. (2024). Factors influencing ICT accessibility among the farming community of Odisha. Indian Journal of Extension Education, 60(2), 38–42. https://doi.org/10.48165/IJEE.2024.60207

22. Sen, L. T. H., Chou, P., Dacuyan, F. B., & Nyberg, Y. (2024). Barriers and enablers of digital extension services’ adoption among smallholder farmers: The case of Cambodia, the Philippines and Vietnam. International Journal of Agricultural Sustainability, 22, Article 2368351. https://doi.org/10.1080/14735903.2024.2368351

23. Sher, A., Mazhar, S., Rahut, D. B., & Yuan, H. (2025). Leveraging internet use for sustainable agriculture: The impact of digital training on adoption of energy-smart agricultural practices and welfare. Scientific Reports, 15, Article 30946. https://doi.org/10.1038/s41598-025-16804-w

24. Shitu, A. G., Anafi, S. K., Tulagha, I., Nain, M. S., Ojobola, F. B., Olaniyan, O. M., Alabi, O. O., Ayegbusi, O. O., Bamigboye, O. T., Olatunji, O. C., Fanu, A. T., Ayotunde, K. O., Makinde, O. O., Shitu, M. V., Gabriel, G. O., Dandara, G. B., Adewoyin, O. B., & Mkpadom M. (2025). Use of generative AI by small-scale farmers in Nigeria: An empirical study. Indian Journal of Extension Education, 61(4),148-152. https://doi.org/10.48165/IJEE.2025.61424

25. Sondarva, Y. M., Nain M.S., Singh R., Mishra J.R., Singh D.R., & Parsad R. (2023). E-readiness assessment of national agricultural research system. Indian Journal of Extension Education, 59(4),82-85. https://doi.org/10.48165/IJEE.2023.59417.

26. Wilmot, A.-M. (2024). Rural school leadership and digital technologies: Understandings, applications, challenges, and solutions. In Rural school leadership and digital technologies (pp. 77–104). Springer. https://doi.org/10.1007/978-3-031-51575-0_5

27. Yu, X., Sheng, G., Sun, D., & He, R. (2024). Effect of digital multimedia on the adoption of agricultural green production technology among farmers in Liaoning Province, China. Scientific Reports, 14, Article 13092. https://doi.org/10.1038/s41598-024-64049-w

28. Zhang, X., Yang, Q., Al Mamun, A., Masukujjaman, M., & Masud, M. M. (2024). Acceptance of new agricultural technology among small rural farmers. Humanities and Social Sciences Communications, 11, Article 1641. https://doi.org/10.1057/s41599-024-04163-2

Downloads

Published

24.06.2026

How to Cite

Masso, W. Y. A., & Prusty, A. K. (2026). Digital Technology Use for Agricultural Extension Information among Rural Leaders in Tel Kayf District. Indian Journal of Extension Education, 62(3), 241-246. https://doi.org/10.48165/IJEE.2026.62336
Citation