The Invisible Utility: Non-Monetary Drivers in Agricultural Household Economics
DOI:
https://doi.org/10.31004/riggs.v5i1.7561Keywords:
agricultural household model, invisible utility, non-monetary drivers, farm persistence, rural livelihoodsAbstract
Why do farm households persist in agriculture when monetary returns are often low, uncertain, or inferior to non-farm alternatives? This paper challenges the prevailing income-centered interpretation in agricultural household economics by introducing the concept of invisible utility, referring to non-monetary benefits that are behaviorally consequential yet largely overlooked in conventional models. Drawing on a structured and concept-driven synthesis of recent empirical and theoretical studies, the paper identifies key non-monetary drivers shaping farm household decisions across diverse contexts. The findings show that identity, autonomy, socio-cultural attachment to land, and psychological security are not peripheral influences, but integral components of household utility that interact dynamically with income, risk, and resource constraints. These dimensions are organized into a coherent typology and conceptually integrated into the agricultural household framework, demonstrating that farm persistence can be understood as a rational outcome within a multidimensional utility structure rather than as a consequence of inefficiency or constraint alone. By reframing utility beyond monetary metrics, this study advances agricultural household economics toward a more behaviorally grounded and theoretically complete framework. The paper further highlights methodological implications for incorporating non-monetary dimensions into empirical analysis and calls for more context-sensitive rural development policies that recognize the full spectrum of values underpinning farming livelihoods.
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References
F. Chen, Q. Ma, and W. Huang, “Farm Households’ Rice Production Behavior in China Under a Separability Assumption: A Metaheuristic Optimization Approach,” Nat. Resour. Model., vol. 32, no. 3, 2019, doi: 10.1111/nrm.12221.
O. Schulte, J. Mumber, and T. T. Nguyễn, “Agricultural Commercialisation, Asset Growth and Poverty in Rural Vietnam,” Australian Journal of Agricultural and Resource Economics, vol. 67, no. 3, pp. 388–416, 2023, doi: 10.1111/1467-8489.12517.
D. J. O’Brien, “A New Institutional Approach to Entrepreneurship and Inequality in Rural Russian Villages: Survey Findings From 1991 to 2006” Journal of Eurasian Studies, vol. 3, no. 1, pp. 41–48, 2012, doi: 10.1016/j.euras.2011.10.005.
E. Yitbarek and W. M. Tesfaye, “Climate-Smart Agriculture, Non-Farm Employment and Welfare: Exploring Impacts and Options for Scaling Up,” Sustainability, vol. 14, no. 23, p. 15981, 2022, doi: 10.3390/su142315981.
S. Khosla, “Regenerative Agriculture Practices and Multidimensional Poverty in Eastern Rural India,” Sci. Rep., vol. 15, no. 1, 2025, doi: 10.1038/s41598-025-18461-5.
M. Fauzan, Y. Syaukat, N. Kusnadi, and L. M. Baga, “Adoption of sandy coastal farming technology in Indonesia: A household economics analysis,” AGRARIS: Journal of Agribusiness and Rural Development Research, vol. 11, no. 2, pp. 295–316, Dec. 2025, doi: 10.18196/agraris.v11i2.814.
C. Nakajima, Subjective Equilibrium Theory of The Farm Household. Amsterdam: Elsevier Science Publisher, 1986.
J. E. Taylor and I. Adelman, “Agricultural household models: genesis, evolution, and extensions,” Rev. Econ. Househ., vol. 1, pp. 33–58, 2003.
I. Singh, L. Squire, and J. Strauss, Agricultural Household Models: Extensions, Applications, and Policy. Johns Hopkins University Press, 1986.
E. Seewald, S. Baerthel, and T. T. Nguyễn, “Land Rental Markets as a Poverty Reduction Strategy: Evidence From Southeast Asia,” Journal of Economics and Development, vol. 25, no. 2, pp. 102–119, 2023, doi: 10.1108/jed-10-2022-0217.
M. Fauzan, Marbudi, R. A. Nugrahapsari, H. Tandra, and N. K. Mawardi, “Technology adoption and economic exit in coastal farming: A household model approach from Yogyakarta, Indonesia,” in E3S Web of Conferences, Purwokerto: EDP Sciences, 2025, p. 01037. doi: 10.1051/e3sconf/202566501037.
S. Leki, “Several factors that influence household economic decisions of rice farmers in Indonesia,” Russ. J. Agric. Socioecon. Sci., vol. 61, no. 1, pp. 172–179, 2017, doi: 10.18551/rjoas.2017-01.17.
Heriyanto and Asrol, “Simultaneous equation model for economic calculation of households of independent rubber farmers in mineral land in Kampar Regency, Riau Province,” Journal of Geoscience, Engineering, Environment, and Technology, vol. 5, no. 2, pp. 67–74, 2020, doi: 10.25299/jgeet.2020.5.2.3791.
M. Fauzan, Y. Syaukat, N. Kusnadi, and L. M. Baga, “Labor allocation under income surplus: A coastal farming case in Yogyakarta, Indonesia,” in E3S Web of Conferences, Purwokerto: EDP Sciences, 2025, p. 01036. doi: 10.1051/e3sconf/202566501036.
M. Authelet, J. Subervie, P. Meyfroidt, N. Asquith, and D. Ezzine-de-Blas, “Economic, Pro-Social and Pro-Environmental Factors Influencing Participation in an Incentive-Based Conservation Program in Bolivia,” World Dev., vol. 145, p. 105487, 2021, doi: 10.1016/j.worlddev.2021.105487.
C. A. L. Herpacio and I. Irham, “Multidimensional Poverty Across Agroecology in Occidental Mindoro, Philippines,” Int. J. Adv. Sci. Eng. Inf. Technol., vol. 13, no. 4, pp. 1323–1332, 2023, doi: 10.18517/ijaseit.13.4.18981.
L. Zheng, “Does Off-Farm Work Induce Farmland Abandonment? Evidence from China,” China Agricultural Economic Review, vol. 16, no. 4, pp. 664–682, 2024, doi: 10.1108/caer-07-2023-0203.
A. Endiris, Z. Brehanie, and Z. Ayalew, “The Impact of Off-Farm Activities on Rural Households’ Food Security Status in Western Ethiopia: The Case of Dibatie District,” Cogent Food Agric., vol. 7, no. 1, 2021, doi: 10.1080/23311932.2021.1879425.
S. K. Wegren, “The Development of Agrarian Capitalism in Post-Soviet Russia,” Journal of Agrarian Change, vol. 11, no. 2, pp. 138–163, 2011, doi: 10.1111/j.1471-0366.2010.00298.x.
M. Fauzan, “Modelling economic behavior of smallholder households in coastal areas of Yogyakarta Indonesia,” Electronic Journal of Education, Social Economics and Technology, vol. 6, no. 1, 2025.
Y. Liang, M. W. Feldman, S. Li, and G. C. Daily, “Asset Endowments, Non‐farm Participation and Local Separability in Remote Rural China,” China Agricultural Economic Review, vol. 5, no. 1, pp. 66–88, 2013, doi: 10.1108/17561371311294766.
A. T. Terefe, M. Ketema, A. M. Workagegnehu, and W. M. Tesfaye, “Interdependence of Rural Household Welfare Measurement in the Context of Climate Variability in Ethiopia,” Heliyon, vol. 10, no. 10, p. e30973, 2024, doi: 10.1016/j.heliyon.2024.e30973.
D. Giwa-Daramola and H. S. James, “COVID-19 and Microeconomic Resilience in Sub-Saharan Africa: A Study on Ethiopian and Nigerian Households,” Sustainability, vol. 15, no. 9, p. 7519, 2023, doi: 10.3390/su15097519.
S. K. Weldearegay, M. M. Tefera, and S. T. Feleke, “Impact of Urban Expansion to Peri-Urban Smallholder Farmers’ Poverty in Tigray, North Ethiopia,” Heliyon, vol. 7, no. 6, p. e07303, 2021, doi: 10.1016/j.heliyon.2021.e07303.
M. Fauzan and G. W. Tuga, “Strategies for sustainable livelihoods of shallot picking workers households in Brebes Regency,” Enrichment: Journal of Management, vol. 13, no. 4, pp. 2561–5268, 2023, doi: https://doi.org/10.35335/enrichment.v13i4.1619.
D. LaFave and D. Thomas, “Farms, Families, and Markets: New Evidence on Completeness of Markets in Agricultural Settings,” Econometrica, vol. 84, no. 5, pp. 1917–1960, 2016, doi: 10.3982/ecta12987.
E. Giannakis, S. Efstratoglou, and A. Antoniades, “Off-Farm Employment and Economic Crisis: Evidence From Cyprus,” Agriculture, vol. 8, no. 3, p. 41, 2018, doi: 10.3390/agriculture8030041.
S. F. A. Dedehouanou, A. Araar, A. Ousseini, A. L. Harouna, and M. Jabir, “Spillovers From Off-Farm Self-Employment Opportunities in Rural Niger,” World Dev., vol. 105, pp. 428–442, 2018, doi: 10.1016/j.worlddev.2017.12.005.
K. T. Sibhatu and M. Qaim, “Farm Production Diversity and Dietary Quality: Linkages and Measurement Issues,” Food Secur., vol. 10, no. 1, pp. 47–59, 2018, doi: 10.1007/s12571-017-0762-3.
S. Lovo, “Market Imperfections, Liquidity, and Farm Household Labor Allocation: The Case of Rural South Africa,” Agricultural Economics, vol. 43, no. 4, pp. 417–428, 2012, doi: 10.1111/j.1574-0862.2012.00593.x.
K. Kuipers and E. B. P. d. Jong, “Resilient Livelihood Styles: An Enriched Perspective on Household Livelihood Resilience in the Sensitive Natural Environments of Indonesia,” Reg. Environ. Change, vol. 23, no. 4, 2023, doi: 10.1007/s10113-023-02155-7.
M. Hong, D. Zhou, and L. Lou, “Study of the Impact of Rural Land Transfer on the Status of Women in Rural Households,” Land (Basel)., vol. 13, no. 1, p. 107, 2024, doi: 10.3390/land13010107.
E. Birol, P. Koundouri, and Y. Kountouris, “Assessing the Economic Viability of Alternative Water Resources in Water-Scarce Regions: Combining Economic Valuation, Cost-Benefit Analysis and Discounting,” Ecological Economics, vol. 69, no. 4, pp. 839–847, 2010, doi: 10.1016/j.ecolecon.2009.10.008.
H. H. Shaga, T. L. Mega, and M. Senapathy, “Determinants of Rural Household Poverty: The Case of Sodo Zuria Woreda, Wolaita Zone, Southern Ethiopia,” European Journal of Sustainable Development Research, vol. 5, no. 2, p. em0157, 2021, doi: 10.21601/ejosdr/10844.
G. D. Glass and D. J. O’Brien, “The Role of Household Social Organization in the Structure of Rural Economies: Comparing Forest Resource Dependent and Agriculturally Dependent Regions in Russia,” Rural Sociol., vol. 81, no. 4, pp. 635–654, 2016, doi: 10.1111/ruso.12109.
H. Zhou et al., “Willingness and Driving Factors of Rural Homestead Withdrawal in China’s Major Grain Producing Areas From the New Quality Productivity Perspective,” Sci. Rep., vol. 15, no. 1, 2025, doi: 10.1038/s41598-025-08020-3.
G. Selvananthan, S. Amaratunge, F. P.J.S., and R. R.M.A.K, “Decoding the Nexus Between Socioeconomic Factors and Poverty Alleviation in the Northern Province of Sri Lanka,” Sri Lankan Journal of Business Economics, vol. 12, no. 1, 2023, doi: 10.31357/sljbe.v12.6438.
S. Leki, N. Hanani, R. Dwiastuti, and B. Setiawan, “Household economic decisions of corn farmers at West Timor Indonesia,” Current Agriculture Research Journal, vol. 4, no. 1, pp. 74–83, Jun. 2016, doi: 10.12944/carj.4.1.08.
A. Abdulai and P. P. Regmi, “Estimating Labor Supply of Farm Households Under Nonseparability: Empirical Evidence From Nepal,” Agricultural Economics, vol. 22, no. 3, pp. 309–320, 2000, doi: 10.1111/j.1574-0862.2000.tb00077.x.
D. Christopoulos, M. Genius, and V. Tzouvelekas, “Farm and Non-Farm Labor Decisions and Household Efficiency,” Journal of Productivity Analysis, vol. 56, no. 1, pp. 15–31, 2021, doi: 10.1007/s11123-021-00602-3.
H. Kazianga and C. Udry, “Consumption Smoothing? Livestock, Insurance and Drought in Rural Burkina Faso,” J. Dev. Econ., vol. 79, no. 2, pp. 413–446, 2006, doi: 10.1016/j.jdeveco.2006.01.011.
M. Fauzan, “Beyond the village gate: Commercializing smallholder agriculture in Indonesia,” RIGGS: Journal of Artificial Intelligence and Digital Business, vol. 3, no. 3, pp. 10–21, Oct. 2024, doi: 10.31004/riggs.v3i3.400.
Susanawati, M. Fauzan, and I. M. C. Fanestia, “Supply Chain Resources of Red Chili Based on Food Supply Chain Network in Kulonprogo Indonesia,” in Proceedings of the 6th International Conference of Food, Agriculture, and Natural Resource (IC-FANRES 2021), Atlantis Press, 2022, pp. 174–183. doi: 10.2991/absr.k.220101.023.
K. Damayanti, Susanawati, and M. Fauzan, “Flexibility of Red Chili Supply Chain in Panjatan District Kulon Progo Regency,” in Proceedings of the International Conference on Sustainable Innovation Track Accounting and Management Sciences (ICOSIAMS 2021), Atlantis Press, 2022, pp. 269–275. doi: 10.2991/aebmr.k.211225.037.
Susanawati, Y. T. N. Sari, M. Fauzan, and J. Sharifuddin, “Supply chain management of red chili based on the food supply chain network in Yogyakarta Indonesia,” in E3S Web of Conferences, EDP Sciences, Nov. 2021. doi: 10.1051/e3sconf/202131601010.
S. P. Susanawati and M. Fauzan, “Risk of shallot supply chain: An analytical hierarchy process (AHP) model in Brebes Java, Indonesia,” Int. J Sup. Chain. Mgt, vol. 8, no. 1, pp. 124–131, 2019, [Online]. Available: http://excelingtech.co.uk/
M. Fauzan, “Pendapatan, risiko dan efisiensi ekonomi usahatani bawang merah di Kabupaten Bantul,” AGRARIS: Journal of Agribusiness and Rural Development Research, vol. 2, no. 2, pp. 107–117, 2016, doi: 10.18196/agr.2231.
T. D. Saputri, M. Fauzan, T. Resiana, and D. R. Kamardiani, “Technical Efficiency Analysis of Environmentally Friendly Shallot Farming Based on the Planting Season in Bantul District,” in BIO Web of Conferences, EDP Sciences, Nov. 2024. doi: 10.1051/bioconf/202414405005.
M. Fauzan, H. Akhmadi, K. S. R. Thach, and N. Dwi Maulidiawati, “Technical efficiency and corn farming productivity: A stochastic frontier analysis of small-scale farmer in Indonesia,” in E3S Web of Conferences, EDP Sciences, Nov. 2023. doi: 10.1051/e3sconf/202344402026.
Triyono, M. Fauzan, J. Mu’awanah, and M. Sedek, “Production factor efficiency of shallot farming in Pati, Central Java, Indonesia,” E3S Web of Conferences, vol. 316, p. 02036, 2021, doi: 10.1051/e3sconf/202131602036.
Y. Shen, “The Impact of Scientific Research on Economic Growth: An Empirical Study Based on Data From 20 Countries in 2000-2018,” Advances in Economics Management and Political Sciences, vol. 21, no. 1, pp. 311–316, 2023, doi: 10.54254/2754-1169/21/20230267.
M. R. Bellon, B. H. Kotu, C. Azzarri, and F. Caracciolo, “To Diversify or Not to Diversify, That Is the Question. Pursuing Agricultural Development for Smallholder Farmers in Marginal Areas of Ghana,” World Dev., vol. 125, p. 104682, 2020, doi: 10.1016/j.worlddev.2019.104682.
L. V Rasmussen et al., “Joint Environmental and Social Benefits From Diversified Agriculture,” Science (1979)., vol. 384, no. 6691, pp. 87–93, 2024, doi: 10.1126/science.adj1914.
D. Race, A. P. Suka, S. N. Oktalina, A. R. H. Bisjoe, N. Muin, and N. Arianti, “Modern Smallholders: Creating Diversified Livelihoods and Landscapes in Indonesia,” Small-Scale Forestry, vol. 21, no. 2, pp. 203–227, 2022
S. Anderson and M. Eswaran, “What Determines Female Autonomy? Evidence From Bangladesh,” J. Dev. Econ., vol. 90, no. 2, pp. 179–191, 2009, doi: 10.1016/j.jdeveco.2008.10.004.
J. Devine, L. Camfield, and I. Gough, “Autonomy or Dependence – Or Both?: Perspectives From Bangladesh,” J. Happiness Stud., vol. 9, no. 1, pp. 105–138, 2006, doi: 10.1007/s10902-006-9022-5.
H. Li, Y. Chen, and W.-Y. Chang, “Place Attachment, Self-Efficacy, and Farmers’ Farmland Quality Protection Behavior: Evidence From China,” Land (Basel)., vol. 12, no. 9, p. 1711, 2023, doi: 10.3390/land12091711.
J. Laitner and D. Silverman, “Estimating Life-Cycle Parameters From Consumption Behavior at Retirement,” SSRN Electronic Journal, 2005, doi: 10.2139/ssrn.1093714.
R. Blundell, L. Pistaferri, and I. S. Eksten, “Children, Time Allocation and Consumption Insurance,” SSRN Electronic Journal, 2018, doi: 10.2139/ssrn.3097335.
T. Yagihashi and J. Du, “Intertemporal Elasticity of Substitution With Leisure Margin,” Rev. Econ. Househ., vol. 21, no. 4, pp. 1473–1504, 2023, doi: 10.1007/s11150-022-09639-1.
C. L. Ambrey, C. M. Fleming, and M. Manning, “The Social Cost of the Black Saturday Bushfires,” Australian Journal of Social Issues, vol. 52, no. 4, pp. 298–312, 2017, doi: 10.1002/ajs4.21.
R. Blundell, L. Pistaferri, and I. S. Eksten, “Consumption Inequality and Family Labor Supply,” SSRN Electronic Journal, 2014, doi: 10.2139/ssrn.2404858.
C. B. Barrett, T. Reardon, and P. Webb, “Non-farm Income Diversification and Household Livelihoods in Rural Africa: A Review of the Evidence,” Food Policy, vol. 26, no. 4, pp. 315–331, 2001.
M. Fauzan, “Household Economic of Shallot Farmers in Central Java Province, Indonesia,” PESHUM : Jurnal Pendidikan, Sosial dan Humaniora, vol. 4, no. 3, pp. 4740–4748, Apr. 2025, doi: 10.56799/peshum.v4i3.9057.
K. B. Hanrahan, “Living Care-Fully: The Potential for an Ethics of Care in Livelihoods Approaches,” World Dev., vol. 72, pp. 381–393, 2015, doi: 10.1016/j.worlddev.2015.03.014.
K. Jansen, M. Vicol, and L. J. Nikol, “Autonomy and Repeasantization: Conceptual, Analytical, and Methodological Problems,” Journal of Agrarian Change, vol. 22, no. 3, pp. 489–505, 2021, doi: 10.1111/joac.12468.
H. Keller, “Psychological Autonomy and Hierarchical Relatedness as Organizers of Developmental Pathways,” Philosophical Transactions of the Royal Society B Biological Sciences, vol. 371, no. 1686, p. 20150070, 2016, doi: 10.1098/rstb.2015.0070.
N. Rao, “Assets, Agency and Legitimacy: Towards a Relational Understanding of Gender Equality Policy and Practice,” World Dev., vol. 95, pp. 43–54, 2017, doi: 10.1016/j.worlddev.2017.02.018.
D. Glover and J. Sumberg, “Youth and Food Systems Transformation,” Front. Sustain. Food Syst., vol. 4, 2020, doi: 10.3389/fsufs.2020.00101.
N. Menon, Y. van der M. Rodgers, and H. T. L. Nguyễn, “Women’s Land Rights and Children’s Human Capital in Vietnam,” World Dev., vol. 54, pp. 18–31, 2014, doi: 10.1016/j.worlddev.2013.07.005.
Z. Mumtaz and S. Salway, “Understanding Gendered Influences on Women’s Reproductive Health in Pakistan: Moving Beyond the Autonomy Paradigm,” Soc. Sci. Med., vol. 68, no. 7, pp. 1349–1356, 2009, doi: 10.1016/j.socscimed.2009.01.025.
H. Welsch and J. Kühling, “Using Happiness Data for Environmental Valuation: Issues and Applications,” J. Econ. Surv., vol. 23, no. 2, pp. 385–406, 2009, doi: 10.1111/j.1467-6419.2008.00566.x.
C. L. Ambrey, C. M. Fleming, and A. Y. Chan, “Estimating the Cost of Air Pollution in South East Queensland: An Application of the Life Satisfaction Non-Market Valuation Approach,” Ecological Economics, vol. 97, pp. 172–181, 2014, doi: 10.1016/j.ecolecon.2013.11.007.
S. F. A. Dedehouanou, J. Swinnen, and M. Maertens, “Does Contracting Make Farmers Happy? Evidence From Senegal,” Review of Income and Wealth, vol. 59, no. S1, 2013, doi: 10.1111/roiw.12041.
W. Kinati, E. C. Temple, D. Baker, and D. Najjar, “Pathways to Empowerment:Case Studies of Positive Deviances in Gender Relations in Ethiopia,” Gender Issues, vol. 40, no. 1, pp. 86–118, 2022, doi: 10.1007/s12147-022-09305-x.
L. Njogu, R. Adam, and C. R. Farnworth, “Assessing Women’s Empowerment, Participation, and Engagement in Aquaculture in Bangladesh,” Aquaculture International, vol. 32, no. 5, pp. 6303–6331, 2024, doi: 10.1007/s10499-024-01467-7.
D. R. Kamardiani, M. Fauzan, and K. S. Riansyah, “The feasibility of environmentally friendly and conventional shallot farming in Bantul Regency,” IOP Conf. Ser. Earth Environ. Sci., vol. 883, no. 1, p. 012070, 2021, doi: 10.1088/1755-1315/883/1/012070.
O. Wijaya, D. Mufti Agung, N. Man, and M. Fauzan, “The Relationship Between Entrepreneurial Characteristics of Farmers and The Performance of Shallots Farming in The Bantul Regency,” in E3S Web of Conferences, EDP Sciences, Nov. 2024. doi: 10.1051/e3sconf/202459501017.
V. Gramm, C. D. Torre, and A. Membretti, “Farms in Progress-Providing Childcare Services as a Means of Empowering Women Farmers in South Tyrol, Italy,” Sustainability, vol. 12, no. 2, p. 467, 2020, doi: 10.3390/su12020467.
N. Yang, Y. Ding, S. Min, and J. Bai, “Does Rubber Expansion Hinder the Migration of Rural Labor? Evidence From Southwest China?,” Rev. Dev. Econ., vol. 26, no. 2, pp. 1108–1131, 2022, doi: 10.1111/rode.12865.
H. Malapit, C. Ragasa, E. Martínez, D. Rubin, G. Seymour, and A. Quisumbing, “Empowerment in Agricultural Value Chains: Mixed Methods Evidence From the Philippines,” 2019, doi: 10.2499/p15738coll2.133456.
E. Bryan and E. Garner, “Understanding the Pathways to Women’s Empowerment in Northern Ghana and the Relationship With Small-Scale Irrigation,” Agric. Human Values, vol. 39, no. 3, pp. 905–920, 2022, doi: 10.1007/s10460-021-10291-1.
J. Twyman, E. F. Talsma, K. Togka, C. Ferraboschi, and I. D. Brouwer, “Gender Equity Considerations in Food Environments of Low and Middle Income Countries: A Scoping Review,” 2020, doi: 10.2499/p15738coll2.134225.
A. Galiè et al., “Women’s Empowerment in Livestock Index,” 2019, doi: 10.1037/t72245-000.
P. Rajkhowa and M. Qaim, “Personalized Digital Extension Services and Agricultural Performance: Evidence From Smallholder Farmers in India,” PLoS One, vol. 16, no. 10, p. e0259319, 2021, doi: 10.1371/journal.pone.0259319.
K. Raghunathan, S. Kannan, and A. Quisumbing, “Can Women’s Self‐help Groups Improve Access to Information, Decision‐making, and Agricultural Practices? The Indian Case,” Agricultural Economics, vol. 50, no. 5, pp. 567–580, 2019, doi: 10.1111/agec.12510.
M. Ryan, S. v. d. Burg, and M. J. Bogaardt, “Identifying Key Ethical Debates for Autonomous Robots in Agri-Food: A Research Agenda,” Ai and Ethics, vol. 2, no. 3, pp. 493–507, 2021, doi: 10.1007/s43681-021-00104-w.
I. Omondi et al., “Gender Relations and Women’s Empowerment in Small-Scale Irrigated Forage Production in Ethiopia,” PLoS One, vol. 19, no. 12, p. e0309927, 2024, doi: 10.1371/journal.pone.0309927.
H. Galiwango, R. F. Miiro, N. Turyahabwe, and A. Egeru, “Does the Climate-Smart Village Extension Model Enhance Farmer Empowerment?,” Outlook Agric., vol. 51, no. 3, pp. 281–292, 2022, doi: 10.1177/00307270221113600.
M. Fauzan, “Spending Smart: The Role of Government Expenditure in Boosting Provincial Economic Performance in Indonesia,” RIGGS, vol. 4, no. 1, pp. 150–156, Apr. 2025, doi: 10.31004/riggs.v4i1.389.
M. Fauzan, “A strategy for development of shallot Agribusiness Sub Terminal (STA) in Brebes,” in IOP Conference Series: Earth and Environmental Science, IOP Publishing Ltd, Sep. 2020. doi: 10.1088/1755-1315/518/1/012048.
F. M. M. Namayengo, J. A. C. v. Ophem, and G. Antonides, “A Comparative Study on the Role of Microcredit on Agricultural Production Improvement Among Resource-Poor Rural Women,” Front. Sustain. Food Syst., vol. 7, 2023, doi: 10.3389/fsufs.2023.1083660.
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