IDEAS home Printed from https://ideas.repec.org/a/eee/wdevel/v173y2024ics0305750x23002528.html

Adoption and intensity of agricultural mechanization and their impact on non-farm employment of rural women

Author

Listed:
  • Ma, Wanglin
  • Zhou, Xiaoshi
  • Boansi, David
  • Horlu, Godwin Seyram Agbemavor
  • Owusu, Victor

Abstract

This study analyzes the impact of the adoption of agricultural mechanization and its intensity on the non-farm employment of rural women using the 2016 China Labor-force Dynamics Survey data. The study captures mechanization adoption as a dichotomous decision and adoption intensity using three types of farming strategies: non-mechanized, semi-mechanized, and fully-mechanized. Non-farm work is categorized based on work types (self-employment or wage employment) and work locations (local or migrated non-farm work). Both inverse probability weighting with regression adjustment (IPWRA) estimator and multivalued treatment effects (MVTE) model are utilized to address selection bias. The IPWRA estimates reveal that mechanization adoption increases the probability of rural women participating in non-farm work in general and wage employment and local and migrated non-farm work in particular. The impact is greater for unmarried women than for their married counterparts. The MVTE estimates show that relative to non-mechanized farming, the adoption of semi-or fully-mechanized farming increases the probability of rural women participating in non-farm work, wage employment, and local and migrated non-farm work, with fully-mechanized farming playing a larger role. Meanwhile, relative to semi-mechanized farming, adopting fully-mechanized farming does not have a significant impact on any type of non-farm work.

Suggested Citation

  • Ma, Wanglin & Zhou, Xiaoshi & Boansi, David & Horlu, Godwin Seyram Agbemavor & Owusu, Victor, 2024. "Adoption and intensity of agricultural mechanization and their impact on non-farm employment of rural women," World Development, Elsevier, vol. 173(C).
  • Handle: RePEc:eee:wdevel:v:173:y:2024:i:c:s0305750x23002528
    DOI: 10.1016/j.worlddev.2023.106434
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0305750X23002528
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.worlddev.2023.106434?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to

    for a different version of it.

    References listed on IDEAS

    as
    1. Paltasingh, Kirtti Ranjan, 2018. "Land tenure security and adoption of modern rice technology in Odisha, Eastern India: Revisiting Besley’s hypothesis," Land Use Policy, Elsevier, vol. 78(C), pages 236-244.
    2. Mamoudou Ba & Amar Anwar & Mazhar Mughal, 2021. "Non‐farm employment and poverty reduction in Mauritania," Journal of International Development, John Wiley & Sons, Ltd., vol. 33(3), pages 490-514, April.
    3. Zereyesus, Yacob A. & Embaye, Weldensie T. & Tsiboe, Francis & Amanor-Boadu, Vincent, 2017. "Implications of Non-Farm Work to Vulnerability to Food Poverty-Recent Evidence From Northern Ghana," World Development, Elsevier, vol. 91(C), pages 113-124.
    4. Wanglin Ma & Alan Renwick & Quentin Grafton, 2018. "Farm machinery use, off†farm employment and farm performance in China," Australian Journal of Agricultural and Resource Economics, Australian Agricultural and Resource Economics Society, vol. 62(2), pages 279-298, April.
    5. Yukichi Mano & Kazushi Takahashi & Keijiro Otsuka, 2020. "Mechanization in land preparation and agricultural intensification: The case of rice farming in the Cote d'Ivoire," Agricultural Economics, International Association of Agricultural Economists, vol. 51(6), pages 899-908, November.
    6. Fangbin Qiao & Scott Rozelle & Linxiu Zhang & Yi Yao & Jian Zhang, 2015. "Impact of Childcare and Eldercare on Off-farm Activities in Rural China," China & World Economy, Institute of World Economics and Politics, Chinese Academy of Social Sciences, vol. 23(2), pages 100-120, March.
    7. Adebayo Abass & Paul Amaza & Beatrice Bachwenkizi & Bamidele Alenkhe & Ivor Mukuka & Nicolaus Cromme, 2017. "Adding value through the mechanization of post-harvest cassava processing, and its impact on household poverty in north-eastern Zambia," Applied Economics Letters, Taylor & Francis Journals, vol. 24(9), pages 579-583, May.
    8. Belton, Ben & Win, Myat Thida & Zhang, Xiaobo & Filipski, Mateusz, 2021. "The rapid rise of agricultural mechanization in Myanmar," Food Policy, Elsevier, vol. 101(C).
    9. Aryal, Jeetendra Prakash & Rahut, Dil Bahadur & Maharjan, Sofina & Erenstein, Olaf, 2019. "Understanding factors associated with agricultural mechanization: A Bangladesh case," World Development Perspectives, Elsevier, vol. 13(C), pages 1-9.
    10. Aryal, Jeetendra Prakash & Rahut, Dil Bahadur & Thapa, Ganesh & Simtowe, Franklin, 2021. "Mechanisation of small-scale farms in South Asia: Empirical evidence derived from farm households survey," Technology in Society, Elsevier, vol. 65(C).
    11. Cattaneo, Matias D., 2010. "Efficient semiparametric estimation of multi-valued treatment effects under ignorability," Journal of Econometrics, Elsevier, vol. 155(2), pages 138-154, April.
    12. Wanglin Ma & Alan Renwick & Kathryn Bicknell, 2018. "Higher Intensity, Higher Profit? Empirical Evidence from Dairy Farming in New Zealand," Journal of Agricultural Economics, Wiley Blackwell, vol. 69(3), pages 739-755, September.
    13. Zhao, Yaohui, 1999. "Labor Migration and Earnings Differences: The Case of Rural China," Economic Development and Cultural Change, University of Chicago Press, vol. 47(4), pages 767-782, July.
    14. Linh Khac Bui & Huyen Hoang, 2021. "Non-farm employment, food poverty and vulnerability in rural Vietnam," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 23(5), pages 7326-7357, May.
    15. John K.M. Kuwornu & Evelyn Osei & Yaw B. Osei-Asare & Mohamed Porgo, 2018. "Off-farm work and food security status of farming households in Ghana," Development in Practice, Taylor & Francis Journals, vol. 28(6), pages 724-740, August.
    16. Manda, J. & Gardebroek, C. & Kuntashula, E. & Alene, A.D., 2018. "Impact of Improved Maize Varieties on Food Security in Eastern Zambia: a doubly robust analysis," 2018 Conference, July 28-August 2, 2018, Vancouver, British Columbia 277004, International Association of Agricultural Economists.
    17. Ma, Wanglin & Renwick, Alan & Grafton, Quentin, 2018. "Farm machinery use, off-farm employment and farm performance in China," Australian Journal of Agricultural and Resource Economics, Australian Agricultural and Resource Economics Society, vol. 62(2), April.
    18. Pierotti, Rachael S. & Friedson-Ridenour, Sophia & Olayiwola, Olubukola, 2022. "Women farm what they can manage: How time constraints affect the quantity and quality of labor for married women’s agricultural production in southwestern Nigeria," World Development, Elsevier, vol. 152(C).
    19. Florencia Lopez Boo & Lucia Madrigal & Carmen Pages, 2010. "Part-Time Work, Gender and Job Satisfaction: Evidence from a Developing Country," Journal of Development Studies, Taylor & Francis Journals, vol. 46(9), pages 1543-1571.
    20. Simon Jetté-Nantel & Wuyang Hu & Yumei Liu, 2020. "Economies of scale and mechanization in Chinese corn and wheat production," Applied Economics, Taylor & Francis Journals, vol. 52(25), pages 2751-2765, May.
    21. Cao, Yueming & Bai, Yunli & Zhang, Linxiu, 2020. "The impact of farmland property rights security on the farmland investment in rural China," Land Use Policy, Elsevier, vol. 97(C).
    22. Zhou, Xiaoshi & Ma, Wanglin & Li, Gucheng & Qiu, Huanguang, 2020. "Farm machinery use and maize yields in China: an analysis accounting for selection bias and heterogeneity," Australian Journal of Agricultural and Resource Economics, Australian Agricultural and Resource Economics Society, vol. 64(04), January.
    23. Jing Zhang & Jianhua Wang & Xiaoshi Zhou, 2019. "Farm Machine Use and Pesticide Expenditure in Maize Production: Health and Environment Implications," IJERPH, MDPI, vol. 16(10), pages 1-13, May.
    24. Pham Bao Duong & Pham Tien Thanh & Tihomir Ancev, 2021. "Impacts of off‐farm employment on welfare, food security and poverty: Evidence from rural Vietnam," International Journal of Social Welfare, John Wiley & Sons, vol. 30(1), pages 84-96, January.
    25. Fangbin Qiao, 2023. "The impact of mechanization on crop production in China," Applied Economics, Taylor & Francis Journals, vol. 55(15), pages 1728-1741, March.
    26. Qian, Long & Lu, Hua & Gao, Qiang & Lu, Hualiang, 2022. "Household-owned farm machinery vs. outsourced machinery services: The impact of agricultural mechanization on the land leasing behavior of relatively large-scale farmers in China," Land Use Policy, Elsevier, vol. 115(C).
    27. Adebayo Abass & Paul Amaza & Beatrice Bachwenkizi & Kelly Wanda & Ambrose Agona & Nicolaus Cromme, 2017. "The impact of mechanized processing of cassava on farmers’ production efficiency in Uganda," Applied Economics Letters, Taylor & Francis Journals, vol. 24(2), pages 102-106, January.
    28. Tambo, Justice A. & Matimelo, Mathews & Ndhlovu, Mathias & Mbugua, Fredrick & Phiri, Noah, 2021. "Gender-differentiated impacts of plant clinics on maize productivity and food security: Evidence from Zambia," World Development, Elsevier, vol. 145(C).
    29. Glynn, Adam N. & Quinn, Kevin M., 2010. "An Introduction to the Augmented Inverse Propensity Weighted Estimator," Political Analysis, Cambridge University Press, vol. 18(1), pages 36-56, January.
    30. Julius Manda & Cornelis Gardebroek & Elias Kuntashula & Arega D. Alene, 2018. "Impact of improved maize varieties on food security in Eastern Zambia: A doubly robust analysis," Review of Development Economics, Wiley Blackwell, vol. 22(4), pages 1709-1728, November.
    31. Go Shimada & Tetsushi Sonobe, 2021. "Impacts of management training on workers: Evidence from Central America and the Caribbean region," Review of Development Economics, Wiley Blackwell, vol. 25(3), pages 1492-1514, August.
    32. Thomas Daum & Filippo Capezzone & Regina Birner, 2021. "Using smartphone app collected data to explore the link between mechanization and intra-household allocation of time in Zambia," Agriculture and Human Values, Springer;The Agriculture, Food, & Human Values Society (AFHVS), vol. 38(2), pages 411-429, June.
    33. Thomas Reardon & J. Edward Taylor & Kostas Stamoulis & Peter Lanjouw & Arsenio Balisacan, 2000. "Effects of Non‐Farm Employment on Rural Income Inequality in Developing Countries: An Investment Perspective," Journal of Agricultural Economics, Wiley Blackwell, vol. 51(2), pages 266-288, May.
    34. Adu-Baffour, Ferdinand & Daum, Thomas & Birner, Regina, 2019. "Can small farms benefit from big companies’ initiatives to promote mechanization in Africa? A case study from Zambia," Food Policy, Elsevier, vol. 84(C), pages 133-145.
    35. Xiaoshi Zhou & Wanglin Ma, 2021. "Does agricultural mechanization reduce vulnerable employment? Evidence from cross-country panel data," Economics Bulletin, AccessEcon, vol. 41(2), pages 294-303.
    36. Adu-Baffour, Ferdinand & Daum, Thomas & Birner, Regina, "undated". "Can Big Companies’ Initiatives to Promote Mechanization Benefit Small Farms in Africa? A Case Study from Zambia," Discussion Papers 273521, University of Bonn, Center for Development Research (ZEF).
    37. Majlesi, Kaveh, 2016. "Labor market opportunities and women's decision making power within households," Journal of Development Economics, Elsevier, vol. 119(C), pages 34-47.
    38. Ahmed, Mansur & Goodwin, Barry, 2016. "Agricultural Mechanization and Non-Farm Labor Supply of Farm Households: Evidence from Bangladesh," 2016 Annual Meeting, July 31-August 2, Boston, Massachusetts 236131, Agricultural and Applied Economics Association.
    39. Matias D. Cattaneo, 2010. "multi-valued treatment effects," The New Palgrave Dictionary of Economics,, Palgrave Macmillan.
    40. Farzana Afridi & Monisankar Bishnu & Kanika Mahajan, 2023. "Gender and mechanization: Evidence from Indian agriculture," American Journal of Agricultural Economics, John Wiley & Sons, vol. 105(1), pages 52-75, January.
    41. Van Loon, Jelle & Woltering, Lennart & Krupnik, Timothy J. & Baudron, Frédéric & Boa, Maria & Govaerts, Bram, 2020. "Scaling agricultural mechanization services in smallholder farming systems: Case studies from sub-Saharan Africa, South Asia, and Latin America," Agricultural Systems, Elsevier, vol. 180(C).
    42. Goedele Van den Broeck & Miet Maertens, 2017. "Does Off-Farm Wage Employment Make Women in Rural Senegal Happy?," Feminist Economics, Taylor & Francis Journals, vol. 23(4), pages 250-275, October.
    43. M. J. Hossain & A. K. M. Abdullah Al-Amin, 2019. "Non-farm Income and Consumption Expenditures in Rural Bangladesh: Empirical Evidence from Multilevel Regression Modelling," Journal of Quantitative Economics, Springer;The Indian Econometric Society (TIES), vol. 17(2), pages 377-396, June.
    44. Margitta Minah, 2022. "What is the influence of government programs on farmer organizations and their impacts? Evidence from Zambia," Annals of Public and Cooperative Economics, Wiley Blackwell, vol. 93(1), pages 29-53, March.
    45. Idelphonse O. Saliou & Afio Zannou & Augustin K. N. Aoudji & Albert N. Honlonkou, 2020. "Drivers of Mechanization in Cotton Production in Benin, West Africa," Agriculture, MDPI, vol. 10(11), pages 1-13, November.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Mahzab, Moogdho & Bakhtiar, M. Mehrab & Karim, Md. Aminul & Quisumbing, Agnes R. & Roy, Shalini, 2025. "Labor market and gender impacts of agricultural mechanization: Evidence from Bangladesh's combine harvester subsidy program," Project notes 178946, International Food Policy Research Institute (IFPRI).
    2. Huwei Wen & Zisong Zeng, 2024. "Impact of Non-Agricultural Employment on Food Security in China’s Old Revolutionary Base Areas," Agriculture, MDPI, vol. 14(6), pages 1-20, May.
    3. Xiance Sang & Wanglin Ma & Aya Suzuki & Hepei Zhang, 2026. "Access to Credit and Mechanisation Service Expenditure: An Analysis Considering Access, Sources, Purposes and Amounts of Credit," Australian Journal of Agricultural and Resource Economics, Australian Agricultural and Resource Economics Society, vol. 70(1), pages 112-131, January.
    4. Mohapatra, Souryabrata & Paltasingh, Kirtti Ranjan & Sahoo, Dukhabandhu & Mohanty, Pritisudha, 2026. "Changing Climate, Mechanization, and Gender Wages in Indian Agriculture," MPRA Paper 128469, University Library of Munich, Germany.
    5. Zheng, Hongyun & Ma, Wanglin, 2025. "Decision-making in credit access and household welfare: A gender perspective," Economic Modelling, Elsevier, vol. 152(C).
    6. Sanjaya Fernando & Elena Garnevska & Thiagarajah Ramilan & Nicola Shadbolt, 2025. "Cooperatives’ level of vertical integration and farm financial performance amongst smallholder farmer‐members in Sri Lanka," Annals of Public and Cooperative Economics, Wiley Blackwell, vol. 96(1), pages 149-170, March.
    7. Jianghong Xu & Chenguang Wang & Xukang Yin & Weixin Wang, 2024. "Digital economy and rural household resilience: Evidence from China," Agricultural Economics, Czech Academy of Agricultural Sciences, vol. 70(5), pages 244-263.
    8. Qianqian Zhang & Apurv Maru & Chengji Yang & Hongdong Guo, 2024. "Can Internet Use Increase Rural Women’s Income? Evidence from Underdeveloped Areas of China," Sustainability, MDPI, vol. 16(23), pages 1-22, December.
    9. Papadopoulos, Georgios, 2026. "The effect of external assurance on corporate carbon disclosures: Empirical evidence from Europe," Energy Economics, Elsevier, vol. 153(C).
    10. Yangxiao Lu & Suhao Wei, 2024. "Outsourcing of Agricultural Machinery Operation Services and the Sustainability of Farmland Transfer Market: Promoting or Inhibiting?," Sustainability, MDPI, vol. 16(22), pages 1-19, November.
    11. Zheng, Hongyun & Ma, Wanglin & Rahut, Dil Bahadur, 2025. "Fuel choices for cooking and heating and gender empowerment: Implications for promoting gender equality and sustainable rural development," Energy Economics, Elsevier, vol. 141(C).
    12. Wang, Fangyi & Zhou, Lihua, 2026. "Impact of sustainable land management on household resilience gaps: Evidence from China's marginalized farmers," Ecological Economics, Elsevier, vol. 243(C).
    13. Wanglin Ma & Junpeng Li & Amaka Precious Nnaji & Edinam Dope Setsoafia, 2026. "The role of agricultural cooperatives in improving mechanization levels: Differences between outsourcing machinery services and household‐owned machines," Annals of Public and Cooperative Economics, Wiley Blackwell, vol. 97(2), pages 225-245, June.
    14. Meng, Meng & Zhang, Wuke & Zhu, Xi & Shi, Qinghua, 2024. "Agricultural mechanization and rural worker mobility: Evidence from the Agricultural Machinery Purchase Subsidies programme in China," Economic Modelling, Elsevier, vol. 139(C).
    15. Yuan Hu & Ziyang Zhou & Li Zhou & Caiming Liu, 2024. "Self-Owned or Outsourced? The Impact of Farm Machinery Adoption Decisions on Chinese Farm Households’ Operating Income," Agriculture, MDPI, vol. 14(11), pages 1-26, October.
    16. Fang, Dan & Chen, Jiangqiang & Wang, Saige & Chen, Bin, 2024. "Can agricultural mechanization enhance the climate resilience of food production? Evidence from China," Applied Energy, Elsevier, vol. 373(C).
    17. Tefera, Yared Deribe & Awoke, Bisrat G. & Daum, Thomas, 2025. "What factors are inducing or impeding the adoption of agricultural mechanization? Revisiting farm scale, overhead capital and spatial divergence," World Development Perspectives, Elsevier, vol. 38(C).
    18. Feng, Hao & Liang, Jie & Yan, Zhen, 2025. "Meteorological disasters and labor allocation in rural China: A gendered perspective," World Development, Elsevier, vol. 195(C).
    19. Winarno, Kodrad & Sustiyo, Joko & Aziz, Ammar Abdul & Permani, Risti, 2025. "Unlocking agricultural mechanisation potential in Indonesia: Barriers, drivers, and pathways for sustainable agri-food systems," Agricultural Systems, Elsevier, vol. 226(C).
    20. Shuokai Wang & Bo Zeng & Yong Feng & Fangping Cao, 2024. "How Does Agricultural Land Lease Policy Affect Agricultural Carbon Emission? Evidence of Carbon Reduction Through Decreasing Transaction Costs in the Context of Heterogeneous Efficiency," Land, MDPI, vol. 13(12), pages 1-19, December.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Hang Thi Thuy Nguyen & Thi Quynh Anh Le & Pham Xuan Hung & Nguyen Thai Phan, 2026. "Non-farm employment and agricultural mechanisation adoption: A reciprocal relationship," Agricultural Economics, Czech Academy of Agricultural Sciences, vol. 72(1), pages 37-55.
    2. Zhou, Xiaoshi & Ma, Wanglin, 2021. "Effects of Agricultural Mechanization on Land Productivity: Evidence from China," 2021 Conference, August 17-31, 2021, Virtual 315143, International Association of Agricultural Economists.
    3. Xin Wang & Yanping Song & Wei Huang, 2026. "The effects of agricultural machinery services and land fragmentation on farmers' straw returning behavior," Agribusiness, John Wiley & Sons, Ltd., vol. 42(1), pages 104-126, January.
    4. Meng, Meng & Zhang, Wuke & Zhu, Xi & Shi, Qinghua, 2024. "Agricultural mechanization and rural worker mobility: Evidence from the Agricultural Machinery Purchase Subsidies programme in China," Economic Modelling, Elsevier, vol. 139(C).
    5. Hongyun Zheng & Wanglin Ma, 2023. "Smartphone-based information acquisition and wheat farm performance: insights from a doubly robust IPWRA estimator," Electronic Commerce Research, Springer, vol. 23(2), pages 633-658, June.
    6. Weiwei Wang & Zhihai Yang & Xiangqun Gu & Amin Mugera & Ning Yin, 2024. "How Farm Machinery Rental Services and Off-Farm Work Affect Household Income in China," Agriculture, MDPI, vol. 14(10), pages 1-16, September.
    7. Edinam Dope Setsoafia & Wanglin Ma & Alan Renwick, 2022. "Effects of sustainable agricultural practices on farm income and food security in northern Ghana," Agricultural and Food Economics, Springer;Italian Society of Agricultural Economics (SIDEA), vol. 10(1), pages 1-15, December.
    8. Xi Yu & Xiyang Yin & Yuying Liu & Dongmei Li, 2021. "Do Agricultural Machinery Services Facilitate Land Transfer? Evidence from Rice Farmers in Sichuan Province, China," Land, MDPI, vol. 10(5), pages 1-14, April.
    9. Qian, Long & Lu, Hua & Gao, Qiang & Lu, Hualiang, 2022. "Household-owned farm machinery vs. outsourced machinery services: The impact of agricultural mechanization on the land leasing behavior of relatively large-scale farmers in China," Land Use Policy, Elsevier, vol. 115(C).
    10. Ma, Wanglin & Vatsa, Puneet & Zheng, Hongyun & Rahut, Dil Bahadur, 2022. "Nonfarm employment and consumption diversification in rural China," Economic Analysis and Policy, Elsevier, vol. 76(C), pages 582-598.
    11. Zhi Li & Ming Zhu & Huang Huang & Yu Yi & Jingyi Fu, 2022. "Influencing Factors and Path Analysis of Sustainable Agricultural Mechanization: Econometric Evidence from Hubei, China," Sustainability, MDPI, vol. 14(8), pages 1-19, April.
    12. Tefera, Yared Deribe & Awoke, Bisrat G. & Daum, Thomas, 2025. "What factors are inducing or impeding the adoption of agricultural mechanization? Revisiting farm scale, overhead capital and spatial divergence," World Development Perspectives, Elsevier, vol. 38(C).
    13. Xue Shen & Quanyu Yang & Ting Qiu & Rongjun Ao, 2023. "Off-Farm Employment, Outsourced Machinery Services, and Farmers’ Ratoon Rice Production Behavior: Evidence from Rice Farmers in Central China," Agriculture, MDPI, vol. 13(10), pages 1-19, September.
    14. Ma, Wanglin & Zheng, Hongyun & Boansi, David & Horlu, Godwin S.A.K. & Owusu, Victor, 2025. "Types of employment and well-being of rural residents: A multinomial endogenous switching regression application," Economic Modelling, Elsevier, vol. 147(C).
    15. Zhou, Xiaoshi & Ma, Wanglin & Li, Gucheng & Qiu, Huanguang, 2020. "Farm machinery use and maize yields in China: an analysis accounting for selection bias and heterogeneity," Australian Journal of Agricultural and Resource Economics, Australian Agricultural and Resource Economics Society, vol. 64(04), January.
    16. Wanglin Ma & Junpeng Li & Amaka Precious Nnaji & Edinam Dope Setsoafia, 2026. "The role of agricultural cooperatives in improving mechanization levels: Differences between outsourcing machinery services and household‐owned machines," Annals of Public and Cooperative Economics, Wiley Blackwell, vol. 97(2), pages 225-245, June.
    17. Charles Yaw Okyere & Ama Asantewah Ahene-Codjoe, 2022. "Irrigated Agriculture and Welfare: Panel Data Evidence from Southern Ghana," The European Journal of Development Research, Palgrave Macmillan;European Association of Development Research and Training Institutes (EADI), vol. 34(2), pages 583-610, April.
    18. Stephen Prah & Bright Owusu Asante & John N. Ng’ombe, 2026. "Who Manages Better? Gendered Perspectives on Food Security and Subjective Wellbeing in Ghana," Journal of Happiness Studies, Springer, vol. 27(2), pages 1-34, February.
    19. Koomson, Isaac & Orkoh, Emmanuel & Ahmad, Shabbir, 2023. "Non-farm entrepreneurship, caste, and energy poverty in rural India," Energy Economics, Elsevier, vol. 127(PA).
    20. Xiang Li & Xiaoqin Guo, 2023. "Can Policy Promote Agricultural Service Outsourcing? Quasi-Natural Experimental Evidence from China," Sustainability, MDPI, vol. 15(2), pages 1-18, January.

    More about this item

    Keywords

    ;
    ;
    ;
    ;
    ;
    ;

    JEL classification:

    • C21 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Cross-Sectional Models; Spatial Models; Treatment Effect Models
    • J16 - Labor and Demographic Economics - - Demographic Economics - - - Economics of Gender; Non-labor Discrimination
    • J21 - Labor and Demographic Economics - - Demand and Supply of Labor - - - Labor Force and Employment, Size, and Structure
    • L64 - Industrial Organization - - Industry Studies: Manufacturing - - - Other Machinery; Business Equipment; Armaments

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:wdevel:v:173:y:2024:i:c:s0305750x23002528. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/locate/worlddev .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.