The Role of Financial Inclusion and Technology on Farmers' Attitude and Income
Department of Management, Fakultas Ekonomi dan Bisnis, Universitas Muhammadiyah, Parepare 91111, Indonesia
Department of Manajemen, Institut Teknologi Bachruddin Jusu Habibie, Parepare 91111, Indonesia
Department of Manajemen, Fakultas Ekonomi Dan Bisnis Universitas Muhammadiyah, Parepare 91111, Indonesia
Department of Manajemen, Fakultas Ekonomi Dan Bisnis Universitas Muhammadiyah, Parepare 91111, Indonesia
Department of Manajemen, Fakultas Ekonomi dan Bisnis Universitas Muhammadiyah, Makassar 90111, Indonesia
Department of Accounting, Fakultas Ekonomi dan Bisnis Universitas Muhammadiyah, Palopo 91911, Indonesia
DOI: https://doi.org/10.36956/rwae.v6i3.2118
Received: 5 May 2025 | Revised: 12 June 2025 | Accepted: 20 June 2025 | Published Online: 4 August 2025
Copyright © 2025 Syarifuddin Yusuf, Abdullah Bora, Irwan, Andi Bahri Soi, Muh Rum, Junaidi. Published by Nan Yang Academy of Sciences Pte. Ltd.
This is an open access article under the Creative Commons Attribution-NonCommercial 4.0 International (CC BY-NC 4.0) License.
Abstract
Interacting in a dynamic society and the demands of a modern lifestyle demand fast movement in meeting complex financial needs. This study aims to investigate how financial inclusion and technology influence farmers’ financial attitudes and income in the Sulawesi Selatan district, Indonesia―a total of 657 participants who filled out the questionnaire and joined this study. Structural equation modelling (SEM) was used to examine the research hypotheses. This study confirms that financial inclusion has a greater effect on farmers’ financial attitude. Whereas, financial technology does not have a positive effect on farmers’ financial attitude. Furthermore, farmers’ financial attitude has a positive and significant effect on farmers’ income. Interestingly, farmers’ financial attitude partially mediates the role of financial inclusion and technology on farmers’ income. This study contributes to the understanding of the impact of financial inclusion and technology on farmers' financial attitudes and income in Sulawesi Selatan, Indonesia. It reveals that financial inclusion significantly enhances farmers' financial attitudes, while technology does not have a positive effect. Additionally, farmers' financial attitudes have a positive influence on their income and partially mediate the relationship between financial inclusion, technology, and income. These findings highlight the importance of policies that not only improve access to financial services but also promote financial literacy and positive attitudes. This research serves as a valuable reference for policymakers and educational institutions aiming to foster entrepreneurship among rural populations.
Keywords: Financial Inclusion; Financial Technology; Farmers’ Attitude; Farmers’ Income; Indonesia
References
[1] Fatkhu, R., Tanti, N., Lukytawati, A., 2023. Factors influencinng unemployment in Indonesia. Journal of Scientific Researc, Education, and Technology. 2(1), 122–131. DOI: https://doi.org/10.58526/jsret.v2i1.51
[2] Rukmani, P., Shavarebi, K., 2021. Project management skills in Malaysian economic sectors. Asian Journal of Interdisciplinary Research. 4(4), 10–16. DOI: https://doi.org/10.54392/ajir2142
[3] Suryaningsih, Y., Aripin, I., 2022. Ecopreneurship biology learning with local resources to raise high school student entrepreneurial interest. International Journal of Educational Innovation and Research. 1(1), 27–33. DOI: https://doi.org/10.31949/ijeir.v1i1.1864
[4] Akbari, T.T., Muljadi, B.P., Maulana, D., et al., 2024. The role of higher education leadership in developing human capital and future of jobs in ASEAN: a study on Indonesia’s universities. Journal of Higher Education Policy and Leadership Studies. 5(2), 36–51. DOI: https://doi.org/10.61186/johepal.5.2.36
[5] Hermawan, A., Gunardi, A., Sari, L.M., 2022. Intention to use digital finance MSMEs: the impact of financial literacy and financial inclusion. Jurnal Ilmiah Akuntansi Dan Bisnis. 17(1), 171–182. DOI: https://doi.org/10.24843/jiab.2022.v17.i01.p12
[6] Lu, Z., Li, H., Wu, J., 2024. Exploring the impact of financial literacy on predicting credit default among farmers: an analysis using a hybrid machine learning model. Borsa Istanbul Review. 24(2), 352–362. DOI: https://doi.org/10.1016/j.bir.2024.01.006
[7] Junaidi, J., Anwar, S.M., Sahrir, S., et al., 2025. The role of religious social capital on students’ entrepreneurial motivation: a self-determinant theory perspective. Journal of Entrepreneurship and Public Policy. DOI: https://doi.org/10.1108/JEPP-08-2024-0126
[8] Wahyuni, S.F., Radiman, Hafiz, M.S., et al., 2023. Financial literacy and financial attitude on financial management behavior: An examination of the mediating role of the behavioral intention of students at private universities in Indonesia. Investment Management and Financial Innovations. 20(3), 239–250. DOI: https://doi.org/10.21511/imfi.20(3).2023.20
[9] Ahmad, N.A., Zahid, E.S.B.M., Halim, I.B.A., et al., 2022. Financial literacy among investors. International Journal of Academic Research in Business and Social Sciences. 12(4), 676–681. DOI: https://doi.org/10.6007/ijarbss/v12-i4/13120
[10] Singh, S., 2022. A study on financial inclusion for rural development in India with reference to tourism sectors. International Journal of Multidisciplinary. 7(2), 33–39. DOI: https://doi.org/10.31305/rrijm.2022.v07.i02.006
[11] Lee, S., 2025. Consumer attitudes and purchase intentions toward eco-friendly agricultural and food packaging: A case study in Chungnam Province, South Korea. Journal of Environmental and Earth Sciences. 7(3), 47–57. DOI: https://doi.org/10.30564/jees.v7i3.8289
[12] Rathi, N., Jain, P., 2024. Impact of meme marketing on consumer purchase intention: Examining the mediating role of consumer engagement. Innovative Marketing. 20(1), 1–16. DOI: https://doi.org/10.21511/im.20(1).2024.01
[13] Louyindoula, H.Z., Bouity, C.A., Owonda, F., 2023. Impact of agricultural credit on productivity. Theoretical Economics Letters. 13(6), 1434–1462. DOI: https://doi.org/10.4236/tel.2023.136081
[14] Zafeiriou, E., Chatzissavvidis, C., Antonopoulou, C., et al., 2022. Sweet chestnut and agricultural development: A farmers’ perspective for Northern Greece. International Journal of Agricultural Sustainability. 20(2), 199–215. DOI: https://doi.org/10.1080/14735903.2021.1923912
[15] AlHadid, I., Abu-Taieh, E., Alkhawaldeh, R.S., et al., 2022. Predictors for E-government adoption of SANAD app services integrating UTAUT, TPB, TAM, trust, and perceived risk. International Journal of Environmental Research and Public Health. 19(14), 8281. DOI: https://doi.org/10.3390/ijerph19148281
[16] Binaluyo, J.P., Santos, A.R., Agustin, N., 2024. Challenges and opportunities for digital transformation in Philippine microfinance institutions. International Journal of Economics and Financial Issues. 14(5), 269–278. DOI: https://doi.org/10.32479/ijefi.16526
[17] Jayasingh, S., Sivakumar, A., Vanathaiyan, A.A., 2025. Artificial intelligence influencers’ credibility effect on consumer engagement and purchase intention. Journal of Theoretical and Applied Electronic Commerce Research. 20(1), 17. DOI: https://doi.org/10.3390/jtaer20010017
[18] Thomas, G.N., Nur, S.M.R., Indriaty, L., 2024. The impact of financial literacy, social capital, and financial technology on financial inclusion of Indonesian students. arXiv. DOI: https://doi.org/10.48550/ARXIV.2405.06570
[19] Liu, C.M., Shen, Y., Mu, F., et al., 2025. Detection of surface defects in soybean seeds based on improved Yolov9. Scientific Reports. 15(1), 12631. DOI: https://doi.org/10.1038/s41598-025-92429-3
[20] Li, H., Wei, X., Chen, W., 2025. Digital financial inclusion's impact on farmers' income and spatial spillover effects: Evidence from Inner Mongolia, China. Heliyon. 11(3), e42155. DOI: https://doi.org/10.1016/j.heliyon.2025.e42155
[21] Sharma, A., Mohan, A., Johri, A., et al., 2025. Determinants of financial technology (FinTech) adoption by the farmers in agrarian economy. Social Sciences & Humanities Open. 11, 101370. DOI: https://doi.org/10.1016/j.ssaho.2025.101370
[22] Alazzabi, W.Y.E., Mustafa, H., Karage, A.I., 2020. Risk management, top management support, internal audit activities and fraud mitigation. Journal of Financial Crime. 30(2), 569–582. DOI: https://doi.org/10.1108/jfc-11-2019-0147
[23] Chen, C.C., Liang, C., 2020. Evoking agriculture entrepreneurship: how younger and older farmers differ. Sustainability. 12(17), 7005. DOI: https://doi.org/10.3390/su12177005
[24] Li, J., Liu, G., Chen, Y., et al., 2023. Study on the influence mechanism of adoption of smart agriculture technology behavior. Scientific Reports. 13(1), 8554. DOI: https://doi.org/10.1038/s41598-023-35091-x
[25] Endris, E., 2022. Loan repayment performance of micro and small-scale enterprise: evidence from North Wollo Zone, Ethiopia. Heliyon. 8(12), e12085. DOI: https://doi.org/10.1016/j.heliyon.2022.e12085
[26] Stanslaus, V., Mmari, F.W., 2021. Financial inclusion and youth agriculture involvement in Tanzania: a case of Misenyi District, Kagera Region. International Journal of Academic Research in Business and Social Sciences. 11(2), 436–449. DOI: https://doi.org/10.6007/ijarbss/v11-i2/8848
[27] Yastika, R.D.R., Rita, M.R., Sakti, I.M., 2020. The moderating role of capital adequacy in the effect of liquidity on the profitability of Islamic banking. RELEVANCE Journal of Management and Business. 3(2), 115–125. DOI: https://doi.org/10.22515/relevance.v3i2.2849
[28] Marus, E., Mwosi, F., Mary, E.L., et al., 2020. Financial inclusion: is it a precursor to agricultural commercialization amongst smallholder farmers in Uganda? A comparative analysis between Lango and Buganda sub-regions. Journal of Economics and International Finance. 13(1), 1–12. DOI: https://doi.org/10.5897/jeif2020.1093
[29] Ilieva, G., Yankova, T., Ruseva, M., et al., 2024. Social media influencers: customer attitudes and impact on purchase behaviour. Information. 15(6), 359. DOI: https://doi.org/10.3390/info15060359
[30] Stougiannidou, D., Zafeiriou, E., Iliadis, G., et al., 2024. The socioeconomic impact of a wildfire based on farmers’ perception: a case study for the island of Thassos. Euro-Mediterranean Journal for Environmental Integration. 10, 575–596. DOI: https://doi.org/10.1007/s41207-024-00501-7
[31] Akande, J.O.D., Hosu, Y.S., Kabiti, H.M., et al., 2023. Financial literacy and inclusion for rural agrarian change and sustainable livelihood in the Eastern Cape, South Africa. Heliyon. 9(6), e16330. DOI: https://doi.org/10.1016/j.heliyon.2023.e16330
[32] Lone, U.M., Bhat, S.A., 2022. Impact of financial literacy on financial well-being: a mediational role of financial self-efficacy. Journal of Financial Services Marketing. 29(1), 122–137. DOI: https://doi.org/10.1057/s41264-022-00183-8
[33] Ferreira, B., Morais, D.B., Jakes, S., et al., 2022. Self-efficacy mechanism in farm tourism microentrepreneurship. Frontiers in Psychology. 13, 875096. DOI: https://doi.org/10.3389/fpsyg.2022.875096
[34] Huang, C., Xiaodong, Z., 2023. Social and emotional development of disadvantaged students and its relationship with academic performance: evidence from China. Frontiers in Psychology. 14, 1170656. DOI: https://doi.org/10.3389/fpsyg.2023.1170656
[35] Pan, M., Blut, M., Ghiassaleh, A., et al., 2024. Influencer marketing effectiveness: a meta-analytic review. Journal of the Academy of Marketing Science. 53, 52–78. DOI: https://doi.org/10.1007/s11747-024-01052-7
[36] Anders, S., Malzoni, M., An, H., 2023. Altruism and anti-anthropocentrism shape individual choice intentions for pro-environmental and ethical meat credence attributes. PLoS ONE. 18(11), e0294531. DOI: https://doi.org/10.1371/journal.pone.0294531
[37] Kim, N.L., Shin, D.C., Kim, G., 2021. Determinants of consumer attitudes and re-purchase intentions toward direct-to-consumer (DTC) brands. Fashion and Textiles. 8(1), 8. DOI: https://doi.org/10.1186/s40691-020-00224-7
[38] Ahmed, I., 2022. Linking self-efficacy, entrepreneurial fit, family support, and entrepreneurial intentions: An explanatory mechanism. Frontiers in Psychology. 13, 959444. DOI: https://doi.org/10.3389/fpsyg.2022.959444
[39] Junaidi, J., Anwar, S.M., Sahrir, S., 2023. The role of religion and social capital on entrepreneurship self-efficacy and motivation among students in Indonesia. Cogent Business & Management. 10(3), 2265091. DOI: https://doi.org/10.1080/23311975.2023.2265091
[40] Bojuwon, M., Olaleye, B.R., Ojebode, A.A., 2023. Financial inclusion and financial condition: the mediating effect of financial self-efficacy and financial literacy. Vision. 0(0). DOI: https://doi.org/10.1177/09722629231166200
[41] Mindra, R., Moya, M., 2017. Financial self-efficacy: A mediator in advancing financial inclusion. Equality, Diversity and Inclusion. 36(2), 128–149. DOI: https://doi.org/10.1108/EDI-05-2016-0040
[42] Fauzi, F.A., Zulkefli, N.A.M., Baharom, A., 2023. Aggressive behavior in adolescent: the importance of biopsychosocial predictors among secondary school students. Frontiers in Public Health. 11, 992159. DOI: https://doi.org/10.3389/fpubh.2023.992159
[43] Eichhorn, B.R., 2014. Common method variance techniques. Cleveland State University: Cleveland, OH, USA.
[44] Jo, H., 2025. Interplay among collaborative culture, empowerment leadership, and IT work environment in the public sector: a mixed methods study. International Journal of Information Management. 82, 102883. DOI: https://doi.org/10.1016/j.ijinfomgt.2025.102883
[45] Hair, Jr J.F., Black, W.C., Babin, B.J., Anderson, R.E. 2019. Multivariate Data Analysis 8th edition. Cengage Learning EMEA, Hampshire: UK
[46] Rufaidah, F., Karyani, T., Wulandari, E., et al., 2023. A review of the implementation of financial technology (Fintech) in the Indonesian agricultural sector: issues, access, and challenges. International Journal of Financial Studies. 11(3), 108. DOI: https://doi.org/10.3390/ijfs11030108
[47] Sharma, A., Mohan, A., Johri, A., et al., 2025. Determinants of financial technology (FinTech) adoption by the farmers in agrarian economy. Social Sciences & Humanities Open. 11, 101370. DOI: https://doi.org/10.1016/j.ssaho.2025.101370
[48] Marus, E., Mwosi, F., Mary, E.L., et al., 2020. Financial inclusion: is it a precursor to agricultural commercialization amongst smallholder farmers in Uganda? A comparative analysis between Lango and Buganda sub-regions. Journal of Economics and International Finance. 13(1), 1–12. DOI: https://doi.org/10.5897/jeif2020.1093
[49] Noreen, M., Mia, M.S.A., Ghazali, Z., et al., 2022. Role of government policies to fintech adoption and financial inclusion: a study in Pakistan. Universal Journal of Accounting and Finance. 10(1), 37–46. DOI: https://doi.org/10.13189/ujaf.2022.100105
[50] Owuor, G., 2021. Filling the niche—A synthesis of financial inclusion among smallholder farmers in Africa, the case for Kenya. Modern Economy. 12(12), 1864–1882. DOI: https://doi.org/10.4236/me.2021.1212097
[51] Ntakyo, R.P., Johnny, M., Robert, B., et al., 2021. Influence of informal financial literacy training on financial knowledge and behavior of rural farmers: evidence from Uganda. Journal of Development and Agricultural Economics. 13(3), 192–204. DOI: https://doi.org/10.5897/jdae2021.1290
[52] Dare, S.E., van Dijk, W.W., van Dijk, E., et al., 2023. How executive functioning and financial self-efficacy predict subjective financial well-being via positive financial behaviors. Journal of Family Economic Issues. 44, 232–248. DOI: https://doi.org/10.1007/s10834-022-09845-0
[53] Fowowe, B., 2020. The effects of financial inclusion on agricultural productivity in Nigeria. Journal of Economics and Development. 22(1), 61–79. DOI: https://doi.org/10.1108/jed-11-2019-0059
[54] Thapa, A., Nishad, S., Biswas, D., et al., 2023. A comprehensive review on artificial intelligence assisted technologies in food industry. Food Bioscience. 56, 103231. DOI: https://doi.org/10.1016/j.fbio.2023.103231
[55] Wang, X., He, G., 2020. Digital financial inclusion and farmers’ vulnerability to poverty: Evidence from rural China. Sustainability. 12(4), 1668. DOI: https://doi.org/10.3390/su12041668