Main Article Content
Abstract
Participating in nonfarm employment as a diversification strategy increases the probability of farm households becoming less vulnerable to income shocks and improves rural household welfare. This study aims to fill the research gap about the impact of nonfarm participation on rural household educational investment using nationally representative data for Indonesia. Using topographical characteristics in each district as the instrumental variable (IV). This study reveals that participating in nonfarm employment significantly contributes to enhancing household educational expenditure in rural farming households. The OLS specification without controls yields a negative and insignificant coefficient for nonfarm participation. With household and district controls, the estimate becomes positive but remains small at 0.11 percentage points. The IV estimate is larger at 3.39 percentage points, indicating possible downward bias in the OLS results, likely related to unobserved factors that jointly affect nonfarm participation and educational spending with negative bias. There is substantial heterogeneity in the impacts of nonfarm participation across subsamples. The role of nonfarming is relatively higher in male-headed households and in households that run their own farm business assisted by temporary or unpaid workers. Nonfarm employment plays an essential role and is more prominent in eastern Indonesia. Income diversification to nonfarm sectors can potentially increase educational investment, particularly in relatively lagging regions, thereby reducing inequality in rural education.
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References
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- Kumari, R., & Ramana Murthy, R. V. (2022). Determinants of Livelihood Diversification of Farm Households in Rural India: Evidence from National Sample Survey. Journal of Asian and African Studies, 59(4), 1036-1053. https://doi.org/10.1177/00219096221130343
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- Lei, L., Desai, S., & Vanneman, R. (2019). The Impact of Transportation Infrastructure on Women’s Employment in India. Feminist Economics, 25(4), 94–125. https://doi.org/10.1080/13545701.2019.1655162
- Ma, S., Man, H., Li, X., Xu, X., Sun, M., Xie, M., & Zhang, L. (2023). How nonfarm employment drives the households’ energy transition: Evidence from rural China. Energy, 267, 126486. https://doi.org/10.1016/j.energy.2022.126486
- Ma, W., Vatsa, P., Zheng, H., & Rahut, D. B. (2022). Nonfarm employment and consumption diversification in rural China. Economic Analysis and Policy, 76, 582-598. https://doi.org/ 10.1016/j.eap.2022.09.010
- Mahmud, M., & Sawada, Y. (2018). Infrastructure and Well-being: Employment Effects of Jamuna Bridge in Bangladesh. Journal of Development Effectiveness, 10(3), 327–340. https://doi.org/10.1080/19439342.2018.1483415
- Mishra, A. K., Mottaleb, K. A., & Mohanty, S. (2015). Impact of Off-farm Income on Food Expenditures in Rural Bangladesh: An Unconditional Quantile Regression Approach. Agricultural Economics (United Kingdom), 46(2), 139-148. https://doi.org/10.1111/agec.12146
- Nkegbe, P. K., Araar, A., Abu, B. M., Alhassan, H., Ustarz, Y., Setsoafia, E. D., & Abdul-Wahab, S. (2022). Nonfarm Activity and Market Participation by Farmers in Ghana. Agricultural and Food Economics, 10(1), 4. https://doi.org/10.1186/s40100022-00210-1
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- Porzio, T., Rossi, F., & Santangelo, G. (2022). The Human Side of Structural Transformation. American Economic Review, 112(8), 2774–2814. https://doi.org/10.1257/aer.20201157
- Race, D., Suka, A. P., Oktalina, S. N., Bisjoe, A. R., Muin, N., & Arianti, N. (2022). Modern Smallholders: Creating Diversified Livelihoods and Landscapes in Indonesia. Small-Scale Forestry, 21(2), 203–227. https://doi.org/10.1007/s11842-021-09495-4
- Rahman, A., & Mishra, S. (2020). Does Non-farm Income Affect Food Security? Evidence from India. The Journal of Development Studies, 56(6), 1190–1209. https://doi.org/10.1080/00220388.2019.1640871
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- Tilak, J. B. G. (2002). Elasticity of Household Expenditure on Education in Rural India. South Asia Economic Journal, 3(2), 217-226. https://doi.org/10.1177/139156140200300206
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- Wahdat, A. Z., Gunderson, M. A., & Lusk, J. L. (2021). Farm Producers’ Household Consumption and Individual Risk Behavior after Natural Disasters. Agricultural and Resource Economics Review, 50(1), 127–149. https://doi.org/10.1017/age.2021.2
- Yuliani, E., & Nasrudin, R. (2024). The Effects of the Indonesian Conditional Cash Transfer Program on Transition Out of Agriculture. World Development, 173, 106425. https://doi.org/10.1016/j.worlddev.2023.106425
References
Addai, I. (2022). A Contribution to the Determinants of Annual Household Education Expenditure in Ghana. Social Sciences & Humanities Open, 6(1), 100349. https://doi.org/10.1016/j.ssaho.2022.100349
Adzawla, W., Azumah, S. B., Anani, P. Y., & Donkoh, S. A. (2020). Analysis of Farm Households’ Perceived Climate Change Impacts, Vulnerability and Resilience in Ghana. Scientific African, 8, e00397. https://doi.org/10.1016/j.sciaf.2020.e00397
Ahmed, M. R. (2024). Climate Shocks’ Impact on Agricultural Income and Household Food Security in Bangladesh: An implication of the Food Insecurity Experience Scale. Heliyon, 10(4), e25687. https://doi.org/10.1016/j.heliyon.2024.e25687
Asher, S., & Novosad, P. (2020). Rural roads and local economic development. American Economic Review, 110(3), 797–823. https://doi.org/10.1257/aer.20180268
Barham, V., Boadway, R., Marchand, M., & Pestieau, P. (1995). Education and the poverty trap. European Economic Review, 39(7), 1257-1275. https://doi.org/10.1016/0014-2921(94)00040-7
BPS-Statistics Indonesia. (2021). Consumption Expenditure of Population of Indonesia Based on The March 2021 Susenas. BPS-Statistics Indonesia.
Bui, L. K., & Hoang, H. (2021). Non-farm Employment, Food Poverty and Vulnerability in Rural Vietnam. Environment, Development and Sustainability, 23(5), 7326–7357. https://doi.org/10.1007/s10668-020-00919-3
Cameron, L. A., & Worswick, C. (2001). Education Expenditure Responses to Crop Loss in Indonesia: A Gender Bias. Economic Development and Cultural Change, 49(2), 351-363. https://doi.org/10.1086/452506
Chuang, Y. (2019). Climate variability, rainfall shocks, and farmers’ income diversification in India. Economics Letters, 174, 55-61. https://doi.org/10.1016/j.econlet.2018.10.015
Dimova, R., Gangopadhyay, S., Michaelowa, K., & Weber, A. (2014). Off-farm Labor Supply and Correlated Shocks: New Theoretical Insights and Evidence from Malawi. Economic Development and Cultural Change, 63(2), 361-391. https://doi.org/10.1086/679193
Dinkelman, T. (2011). The Effects of Rural Electrification on Employment: New Evidence from South Africa. American Economic Review, 101(7), 3078–3108. https://doi.org/10.1257/aer. 101.7.3078
Do, T. L., Nguyen, T. T., & Grote, U. (2019). Nonfarm Employment and Household Food Security: Evidence from Panel Data for Rural Cambodia. Food Security, 11(3), 703–718. https://doi.org/10.1007/s12571-019-00929-8
Emran, M. S., Ferreira, F., Jiang, Y., & Sun, Y. (2020). Occupational Dualism and Intergenerational Educational Mobility in the Rural Economy: Evidence from China and India. Policy Research Working Paper No. 9316. World Bank, Washington, DC. https://doi.org/10.1596/1813-9450-9316
Fang, Y., Fan, J., Shen, M., & Song, M. (2012). Gradient Effect on Farmers’ Income in the Mountain Areas and its Implication for Poverty Alleviation Strategies: Empirical Analysis from the Upper Reach of Minjiang River, China. Journal of Mountain Science, 9(6), 869–878. https://doi.org/10.1007/s11629-012-2364-z
Gibson, J., & Olivia, S. (2010). The Effect of Infrastructure Access and Quality on Non-farm Enterprises in Rural Indonesia. World Development, 38(5), 717–726. https://doi.org/10.1016/j.worlddev. 2009.11.010
Hedges, S., Borgerhoff Mulder, M., James, S., & Lawson, D. W. (2016). Sending Children to School: Rural Livelihoods and Parental Investment in Education in Northern Tanzania. Evolution and Human Behavior, 37(2), 142-151. https://doi.org/10.1016/j.evolhumbehav.2015.10.001
Hoang, T. X., Pham, C. S., & Ulubaşoǧlu, M. A. (2014). Non-farm Activity, Household Expenditure, and Poverty Reduction in Rural Vietnam: 2002-2008. World Development, 64, 554-568. https://doi.org/10.1016/j.worlddev.2014.06.027
Hussain, A., Memon, J. A., & Hanif, S. (2020). Weather Shocks, Coping Strategies and Farmers’ Income: A Case of Rural Areas of District Multan, Punjab. Weather and Climate Extremes, 30, 100288. https://doi.org/10.1016/j.wace.2020.100288
Janssens, C., Van den Broeck, G., Maertens, M., & Lambrecht, I. (2019). What if Mothers are Entrepreneurs? Non-farm Businesses and Child Schooling in Rural Ghana. Journal of Rural Studies, 66, 95-103. https://doi.org/10.1016/j.jrurstud.2019.01.004
Jenkins, G. P., Amala Anyabolu, H., & Bahramian, P. (2019). Family Decision-making for Educational Expenditure: New Evidence from Survey Data for Nigeria. Applied Economics, 51(52), 5663-5673. https://doi.org/10.1080/00036846.2019.1616075
Kamaludin, A. S., & Qibthiyyah, R. M. (2022). Village Road Quality and Accessibility on Transforming Rural Development. Agraris, 8(2), 160–180. https://doi.org/10.18196/agraris.v8i2.13618
Kripfganz, S., & Kiviet, J. F. (2021). Kinkyreg: Instrument-free Inference for Linear Regression Models with Endogenous Regressors. Stata Journal, 21(3), 772-813. https://doi.org/10.1177/1536867X211045575
Kumari, R., & Ramana Murthy, R. V. (2022). Determinants of Livelihood Diversification of Farm Households in Rural India: Evidence from National Sample Survey. Journal of Asian and African Studies, 59(4), 1036-1053. https://doi.org/10.1177/00219096221130343
Laborda, L., & Sotelsek, D. (2016). Development and Schooling (1st ed.). Marcial Pons, Ediciones Jurídicas y Sociales. https://doi.org/10.2307/j.ctv10qr0s1
Lei, L., Desai, S., & Vanneman, R. (2019). The Impact of Transportation Infrastructure on Women’s Employment in India. Feminist Economics, 25(4), 94–125. https://doi.org/10.1080/13545701.2019.1655162
Ma, S., Man, H., Li, X., Xu, X., Sun, M., Xie, M., & Zhang, L. (2023). How nonfarm employment drives the households’ energy transition: Evidence from rural China. Energy, 267, 126486. https://doi.org/10.1016/j.energy.2022.126486
Ma, W., Vatsa, P., Zheng, H., & Rahut, D. B. (2022). Nonfarm employment and consumption diversification in rural China. Economic Analysis and Policy, 76, 582-598. https://doi.org/ 10.1016/j.eap.2022.09.010
Mahmud, M., & Sawada, Y. (2018). Infrastructure and Well-being: Employment Effects of Jamuna Bridge in Bangladesh. Journal of Development Effectiveness, 10(3), 327–340. https://doi.org/10.1080/19439342.2018.1483415
Mishra, A. K., Mottaleb, K. A., & Mohanty, S. (2015). Impact of Off-farm Income on Food Expenditures in Rural Bangladesh: An Unconditional Quantile Regression Approach. Agricultural Economics (United Kingdom), 46(2), 139-148. https://doi.org/10.1111/agec.12146
Nkegbe, P. K., Araar, A., Abu, B. M., Alhassan, H., Ustarz, Y., Setsoafia, E. D., & Abdul-Wahab, S. (2022). Nonfarm Activity and Market Participation by Farmers in Ghana. Agricultural and Food Economics, 10(1), 4. https://doi.org/10.1186/s40100022-00210-1
Ogundari, K., & Abdulai, A. (2014). Determinants of household’s Education and Healthcare Spending in Nigeria: Evidence from Survey Data. African Development Review, 26(1), 1-14. https://doi.org/10.1111/1467-8268.12060
Owusu, V., Abdulai, A., & Abdul-Rahman, S. (2011). Non-farm work and Food Security among Farm Households in Northern Ghana. Food Policy, 36(2), 108-118. https://doi.org/10.1016/j.foodpol.2010.09.002
Porzio, T., Rossi, F., & Santangelo, G. (2022). The Human Side of Structural Transformation. American Economic Review, 112(8), 2774–2814. https://doi.org/10.1257/aer.20201157
Race, D., Suka, A. P., Oktalina, S. N., Bisjoe, A. R., Muin, N., & Arianti, N. (2022). Modern Smallholders: Creating Diversified Livelihoods and Landscapes in Indonesia. Small-Scale Forestry, 21(2), 203–227. https://doi.org/10.1007/s11842-021-09495-4
Rahman, A., & Mishra, S. (2020). Does Non-farm Income Affect Food Security? Evidence from India. The Journal of Development Studies, 56(6), 1190–1209. https://doi.org/10.1080/00220388.2019.1640871
Stock, J. H., & Yogo, M. (2005). Testing for Weak Instruments in Linear IV Regression. In D. W. K. Andrews & J. H. Stock (Eds.), Identification and Inference for Econometric Models: Essays in Honor of Thomas Rothenberg (pp. 80–108). Chapter, Cambridge: Cambridge University Press. https://doi.org/10.1017/CBO9780511614491.006
Sun, X., Xiao, S., Ren, X., & Xu, B. (2023). Time-varying impact of information and communication technology on carbon emissions. Energy Economics, 118, 106492. https://doi.org/10.1016/j.eneco.2022.106492
Tesfaye, T., & Nayak, D. (2022). Does Participation in Non-farm Activities Provide Food Security? Evidence from Rural Ethiopia. Cogent Social Sciences, 8(1), 2108230. https://doi.org/10.1080/23311886.2022.2108230
Tilak, J. B. G. (2002). Elasticity of Household Expenditure on Education in Rural India. South Asia Economic Journal, 3(2), 217-226. https://doi.org/10.1177/139156140200300206
Tran, T. Q., Vu, H. Van, & Doan, T. T. (2016). Factors Affecting the Intensity of Nonfarm Participation among Ethnic Minorities in Northwest Mountains, Vietnam. International Journal of Social Economics, 43(4), 417–430. https://doi.org/10.1108/IJSE10-2014-0217
Wahdat, A. Z., Gunderson, M. A., & Lusk, J. L. (2021). Farm Producers’ Household Consumption and Individual Risk Behavior after Natural Disasters. Agricultural and Resource Economics Review, 50(1), 127–149. https://doi.org/10.1017/age.2021.2
Yuliani, E., & Nasrudin, R. (2024). The Effects of the Indonesian Conditional Cash Transfer Program on Transition Out of Agriculture. World Development, 173, 106425. https://doi.org/10.1016/j.worlddev.2023.106425
