References
- Abass A, Amaza P, Bachwenkizi B, Wanda K, Agona A, Cromme N. 2017. The impact of mechanized processing of cassava on farmers’ production efficiency in Uganda. Appl Econ Lett. 24(2):102–106. doi:https://doi.org/10.1080/13504851.2016.1167817.
- Adamopoulos T, Restuccia D. 2020. Land reform and productivity: a Quantitative analysis with micro data. Am Econ J Macroecon. 12(3):1–39. doi:https://doi.org/10.1257/mac.20150222.
- Adekunle A, Osazuwa P, Raghavan V. 2016. Socio-economic determinants of agricultural mechanisation in Africa: a research note based on cassava cultivation mechanisation. Technol Forecast Soc Change. 112:313–319. doi:https://doi.org/10.1016/j.techfore.2016.09.003.
- Adu-Baffour F, Daum T, Birner R. 2019. Can small farms benefit from big companies’ initiatives to promote mechanization in Africa? A case study from Zambia. Food Policy. 84(May 2018):133–145. doi:https://doi.org/10.1016/j.foodpol.2019.03.007.
- Ahmed MH. 2022. Impact of improved seed and inorganic fertilizer on maize yield and welfare: evidence from Eastern Ethiopia. J Agric Food Res. 7(November 2021):100266. doi:https://doi.org/10.1016/j.jafr.2021.100266.
- Amoozad-Khalili M, Rostamian R, Esmaeilpour-Troujeni M, Kosari-Moghaddam A. 2020. Economic modeling of mechanized and semi-mechanized rainfed wheat production systems using multiple linear regression model. Inf Process Agric. 7(1):30–40.
- Aryal JP, Rahut DB, Maharjan S, Erenstein O. 2019. Understanding factors associated with agricultural mechanization: a Bangladesh case. World Dev Perspect. 13(February):1–9. doi:https://doi.org/10.1016/j.wdp.2019.02.002.
- Asfaw A, Simane B, Hassen A, Bantider A. 2017. Determinants of non-farm livelihood diversification: evidence from rainfed-dependent smallholder farmers in northcentral Ethiopia (Woleka sub-basin). Dev Stud Res. 4(1):22–36. doi:https://doi.org/10.1080/21665095.2017.1413411.
- Bado BV, Whitbread A, Sanoussi Manzo ML. 2021. Improving agricultural productivity using agroforestry systems: performance of millet, cowpea, and ziziphus-based cropping systems in West Africa Sahel. Agric Ecosyst Environ. 305(September 2020):107175. doi:https://doi.org/10.1016/j.agee.2020.107175.
- Benin S. 2015. Impact of Ghana’s agricultural mechanization services center program. Agric Econ. 46(S1):103–117. doi:https://doi.org/10.1111/agec.12201.
- Benin S, Johnson M, Abokyi E, Ahorbo G, Jimah K, Nasser G, Owusu V, Taabazuing J, Tenga A. 2013. Revisiting agricultural input and farm support subsidies in Africa: the case of ghana’s mechanization, fertilizer, block farms, and marketing programs. Rome: FAO.
- Chen X, Lin C, Hou X, Wu Z, Yan G, Zhu C. 2022. The impact of land consolidation on arable land productivity: a differentiated view of soil and vegetation productivity. Agric Ecosyst Environ. 326(73):107781. doi:https://doi.org/10.1016/j.agee.2021.107781.
- Daum T, Adegbola PY, Adegbola C, Daudu C, Issa F, Kamau G, Kergna AO, Mose L, Ndirpaya Y, Fatunbi O, et al. 2022. Mechanization, digitalization, and rural youth - Stakeholder perceptions on three mega-topics for agricultural transformation in four African countries. Glob Food Sec. 32:100616. doi:https://doi.org/10.1016/j.gfs.2022.100616.
- de Brauw A, Huang J, Zhang L, Rozelle S. 2013. The feminisation of agriculture with Chinese characteristics. J Dev Stud. 49(5):689–704. doi:https://doi.org/10.1080/00220388.2012.724168.
- Diao X, Cossar F, Houssou N, Kolavalli S. 2014. Mechanization in Ghana: emerging demand, and the search for alternative supply models. Food Policy. 48:168–181. doi:https://doi.org/10.1016/j.foodpol.2014.05.013.
- Fischer G, Wittich S, Malima G, Sikumba G, Lukuyu B, Ngunga D, Rugalabam J. 2018. Gender and mechanization: exploring the sustainability of mechanized forage chopping in Tanzania. J Rural Stud. 64(September):112–122. doi:https://doi.org/10.1016/j.jrurstud.2018.09.012.
- Helfand SM, Taylor MPH. 2021. The inverse relationship between farm size and productivity: refocusing the debate. Food Policy. 99:101977. doi:https://doi.org/10.1016/j.foodpol.2020.101977.
- Hormozi MA, Asoodar MA, Abdeshahi A. 2012. Impact of mechanization on technical efficiency: a case study of rice farmers in Iran. Procedia Econ Financ. 1(12):176–185. doi:https://doi.org/10.1016/S2212-5671(12)00021-4.
- Kagin J, Taylor JE, Yúnez-Naude A. 2016. Inverse productivity or inverse efficiency? Evidence from Mexico. J Dev Stud. 52(3):396–411. doi:https://doi.org/10.1080/00220388.2015.1041515.
- Kansanga MM, Antabe R, Sano Y, Mason-Renton S, Luginaah I. 2019. A feminist political ecology of agricultural mechanization and evolving gendered on-farm labor dynamics in northern Ghana. Gend Technol Dev. 23(3):207–233. doi:https://doi.org/10.1080/09718524.2019.1687799.
- Kousar R, Abdulai A. 2016. Off-farm work, land tenancy contracts and investment in soil conservation measures in rural Pakistan. Aust J Agric Resour Econ. 60(2):307–325. doi:https://doi.org/10.1111/1467-8489.12125.
- Li J, Rodriguez D, Tang X. 2017. Effects of land lease policy on changes in land use, mechanization and agricultural pollution. Land Use Policy. 64(1):405–413. doi:https://doi.org/10.1016/j.landusepol.2017.03.008.
- Linden A, Uysal SD, Ryan A, Adams JL. 2016. Estimating causal effects for multivalued treatments: a comparison of approaches. Stat Med. 35(4):534–552. doi:https://doi.org/10.1002/sim.6768.
- Liu Y, Barrett CB, Pham T, Violette W. 2020. The intertemporal evolution of agriculture and labor over a rapid structural transformation: lessons from Vietnam. Food Policy. 94(April):101913. doi:https://doi.org/10.1016/j.foodpol.2020.101913.
- Ma W, Abdulai A, Ma C. 2018a. The effects of off-farm work on fertilizer and pesticide expenditures in China. Rev Dev Econ. 22(2):573–591. doi:https://doi.org/10.1111/rode.12354.
- Ma W, Renwick A, Grafton Q. 2018b. Farm machinery use, off-farm employment and farm performance in China. Aust J Agric Resour Econ. 62(2):279–298. doi:https://doi.org/10.1111/1467-8489.12249.
- Ma W, Zhu Z, Zhou X. 2022. Agricultural mechanization and cropland abandonment in rural China. Appl Econ Lett. 29(6):526–533. doi:https://doi.org/10.1080/13504851.2021.1875113.
- Mahasuweerachai P, Suksawat J. 2022. Incentives for mechanized cane harvesting in Thailand: a choice experiment. J Asian Econ. 78(December 2021):101434. doi:https://doi.org/10.1016/j.asieco.2021.101434.
- Mottaleb KA, Rahut DB, Ali A, Gérard B, Erenstein O. 2017. Enhancing smallholder access to agricultural machinery services: lessons from Bangladesh. J Dev Stud. 53(9):1502–1517. doi:https://doi.org/10.1080/00220388.2016.1257116.
- Mukhamedova N, Wegerich K. 2018. The feminization of agriculture in post-Soviet Tajikistan. J Rural Stud. 57(November 2017):128–139. doi:https://doi.org/10.1016/j.jrurstud.2017.12.009.
- Nakasone K, Ghimire R, Suvedi M. 2021. Trends in crop production and land productivity in northern Ghana: a case study of Tolon-Kumbung. Food Secur. 13(1):83–94. doi:https://doi.org/10.1007/s12571-020-01123-x.
- NBSC. 2021. National data. Natl Bur Stat China. https://data.stats.gov.cn/
- Park AG, McDonald AJ, Devkota M, Davis AS. 2018. Increasing yield stability and input efficiencies with cost-effective mechanization in Nepal. F Crop Res. 228(September):93–101. doi:https://doi.org/10.1016/j.fcr.2018.08.012.
- Paudel GP, DB KC, Rahut DB, Justice SE, McDonald AJ. 2019. Scale-appropriate mechanization impacts on productivity among smallholders: evidence from rice systems in the mid-hills of Nepal. Land Use Policy. 85(October 2018):104–113. doi:https://doi.org/10.1016/j.landusepol.2019.03.030.
- Pfeiffer L, López-Feldman A, Taylor JE. 2009. Is off-farm income reforming the farm? Evidence from Mexico. Agric Econ. 40(2):125–138. doi:https://doi.org/10.1111/j.1574-0862.2009.00365.x.
- Pingali P. 2007. Chapter 54 agricultural mechanization: adoption patterns and economic impact. Handb Agric Econ. 3:2779–2805.
- Qiao F. 2017. Increasing wage, mechanization, and agriculture production in China. China Econ Rev. 46(October):249–260. doi:https://doi.org/10.1016/j.chieco.2017.10.002.
- Rani L, Thapa K, Kanojia N, Sharma N, Singh S, Grewal AS, Srivastav AL, Kaushal J. 2021. An extensive review on the consequences of chemical pesticides on human health and environment. J Clean Prod. 283:124657.
- SHI M, Paudel KP, Chen F. 2021. Mechanization and efficiency in rice production in China. J Integr Agric. 20(7):1996–2008. doi:https://doi.org/10.1016/S2095-3119(20)63439-6.
- Takeshima H. 2017. Custom-hired tractor services and returns to scale in smallholder agriculture: a production function approach. Agric Econ. 48(3):363–372. doi:https://doi.org/10.1111/agec.12339.
- Takeshima H, Hatzenbuehler PL, Edeh HO. 2020. Effects of agricultural mechanization on economies of scope in crop production in Nigeria. Agric Syst. 177(October 2019):102691. doi:https://doi.org/10.1016/j.agsy.2019.102691.
- Takeshima H, Nin-Pratt A, Diao X. 2013. Mechanization and agricultural technology evolution, agricultural intensification in Sub-Saharan Africa: typology of agricultural mechanization in Nigeria. Am J Agric Econ. 95(5):1230–1236. doi:https://doi.org/10.1093/ajae/aat045.
- Tesfaye W, Blalock G, Tirivayi N. 2021. Climate-smart innovations and rural poverty in ethiopia: exploring impacts and pathways. Am J Agric Econ. 103(3):878–899. doi:https://doi.org/10.1111/ajae.12161.
- Thomine E, Mumford J, Rusch A, Desneux N. 2022. Using crop diversity to lower pesticide use: socio-ecological approaches. Sci Total Environ. 804:150156. doi:https://doi.org/10.1016/j.scitotenv.2021.150156.
- Tran D, Vu HT, Goto D. 2022. Agricultural land consolidation, labor allocation and land productivity: a case study of plot exchange policy in Vietnam. Econ Anal Policy. 73:455–473. doi:https://doi.org/10.1016/j.eap.2021.11.017.
- Van Loon J, Woltering L, Krupnik TJ, Baudron F, Boa M, Govaerts B. 2020. Scaling agricultural mechanization services in smallholder farming systems: case studies from sub-Saharan Africa, South Asia, and Latin America. Agric Syst. 180(January):102792. doi:https://doi.org/10.1016/j.agsy.2020.102792.
- Wang X, Yamauchi F, Huang J. 2016. Rising wages, mechanization, and the substitution between capital and labor: evidence from small scale farm system in China. Agric Econ. 47(3):309–317. doi:https://doi.org/10.1111/agec.12231.
- Wang X, Yamauchi F, Huang J, Rozelle S. 2018. What constrains mechanization in Chinese agriculture? Role of farm size and fragmentation. China Econ Rev.(October. 2017:1–9.
- Zhang J, Wang J, Zhou X. 2019. Farm machine use and pesticide expenditure in maize production: health and environment implications. Int J Environ Res Public Health. 16(10):1808. doi:https://doi.org/10.3390/ijerph16101808.
- Zhang X, Yang J, Thomas R. 2017. Mechanization outsourcing clusters and division of labor in Chinese agriculture. China Econ Rev. 43(April):184–195. doi:https://doi.org/10.1016/j.chieco.2017.01.012.
- Zheng H, Ma W, Guo Y, Zhou X. 2022. Interactive relationship between non-farm employment and mechanization service expenditure in rural China. China Agric Econ Rev. 14(1):84–105. doi:https://doi.org/10.1108/CAER-10-2020-0251.
- Zheng H, Ma W, Zhou X. 2021. Renting-in cropland, machinery use intensity, and land productivity in rural China. Appl Econ. 53(47):5503–5517. doi:https://doi.org/10.1080/00036846.2021.1923642.
- Zhou X, Ma W, Li G. 2018. Draft animals, farm machines and sustainable agricultural production: insight from China. Sustainability. 10(9):3015. doi:https://doi.org/10.3390/su10093015.
- Zhou X, Ma W, Li G, Qiu H. 2020. Farm machinery use and maize yields in China: an analysis accounting for selection bias and heterogeneity. Aust J Agric Resour Econ. 64(4):1282–1307. doi:https://doi.org/10.1111/1467-8489.12395.