Abstract
Adopting conservation tillage technology can promote sustainable agriculture development. There have been many studies on all farmers’ conservation tillage behaviors, but few studies are based on a farmer’s multidimensional heterogeneity perspective. Given the background, we conduct an empirical evaluation using micro survey data from 819 households in the middle and upper reaches of the Yellow River Basin. This paper uses the entropy method to classify farm households into three types: economically dominant, resource dominant, and socially dominant. Furthermore, we use the Heckman sample selection model to discuss the factors that affect the adoption of conservation tillage technology by different types of farmers. The results show that land fragmentation degree can inhibit economically dominant farmers conservation tillage technology adoption behavior. Social relations can positively influence resource dominant farmers. The share of non-farm income will positively impact socially dominant farmers. This paper further proposes policy implications, based on the findings that different types of farmers have various factors influencing conservation tillage technology adoption behavior.
Similar content being viewed by others
Data availability
The datasets used and/or analyzed during the current study are available from the corresponding author on reasonable request.
Notes
Due to the data limitation, we did not include the lower reaches of Yellow River Basin in the study area.
References
Akter S, Gathala MK, Timsina J, Islam S, Rahman M, Hassan MK, Ghosh AK (2021) Adoption of conservation agriculture-based tillage practices in the rice-maize systems in Bangladesh. World Dev Perspect 21:100297
Aravindakshan S, Rossi F, Amjath-Babu TS, Veettil PC, Krupnik TJ (2018) Application of a bias-corrected meta-frontier approach and an endogenous switching regression to analyze the technical efficiency of conservation tillage for wheat in South Asia. J Prod Anal 49(2):153–171
Aravindakshan S, AlQahtany A, Arshad M, Manjunatha AV, Krupnik TJ (2022) A metafrontier approach and fractional regression model to analyze the environmental efficiency of alternative tillage practices for wheat in Bangladesh. Environ Sci Pollut Res 29(27):41231–41246
Aryal JP, Jat ML, Sapkota TB, Khatri-Chhetri A, Kassie M, Maharjan S (2018) Adoption of multiple climate-smart agricultural practices in the Gangetic plains of Bihar, India. In J Clim Change Strat Manag 10:407–427
Asfaw S, Shiferaw B, Simtowe F, Lipper L (2012) Impact of modern agricultural technologies on smallholder welfare: evidence from Tanzania and Ethiopia. Food Policy 37(3):283–295
Belachew A, Mekuria W, Nachimuthu K (2020) Factors influencing adoption of soil and water conservation practices in the northwest Ethiopian highlands. Int Soil Water Conserv Res 8(1):80–89
Bossange AV, Knudson KM, Shrestha A, Harben R, Mitchell JP (2016) The potential for conservation tillage adoption in the San Joaquin Valley, California: a qualitative study of farmer perspectives and opportunities for extension. PLoS One 11(12):e0167612
Brown B, Nuberg I, Llewellyn R (2018) Constraints to the utilisation of conservation agriculture in Africa as perceived by agricultural extension service providers. Land Use Policy 73:331–340
Brown P, Daigneault A, Dawson J (2019) Age, values, farming objectives, past management decisions, and future intentions in New Zealand agriculture. J Environ Manag 231:110–120
Cheng Y, Hu Y, Zeng WZ, Liu ZB (2022) Farmer heterogeneity and land transfer decisions based on the dual perspectives of economic endowment and land endowment. Land 11(3):353
D’Emden FH, Llewellyn RS, Burton MP (2006) Adoption of conservation tillage in Australian cropping regions: an application of duration analysis. Technol Forecast Soc Chang 73(6):630–647
Danso-Abbeam G (2022) Do agricultural extension services promote adoption of soil and water conservation practices? Evidence from Northern Ghana. J Agric Food Res 10:100381
Daxini A, O’Donoghue C, Ryan M, Buckley C, Barnes AP, Daly K (2018) Which factors influence farmers’ intentions to adopt nutrient management planning? J Environ Manag 224:350–360
DeDecker J, Malone T, Snapp S, Thelen M, Anderson E, Tollini C, Davis A (2022) The relationship between farmer demographics, social identity and tillage behavior: evidence from Michigan soybean producers. J Rural Stud 89:378–386
Dessart FJ, Jesús BH, René VB (2019) Behavioural factors affecting the adoption of sustainable farming practices: a policy-oriented review. Eur Rev Agric Econ 46:417–471
Feng X, Qiu H, Liu M (2018) Technology adoption of farmers in different farm sizes under production risk: a case study of apple farmers’ formula fertilization technology by soil testing. J Agrotech Econ 11:120–131
Guo ZD, Chen XQ, Zhang YW (2022a) Impact of environmental regulation perception on farmers’ agricultural green production technology adoption: a new perspective of social capital. Technol Soc 71:102085
Guo XL, Cheng LH, Yu YG (2022b) Government subsidy policy for green and efficient raw materials considering farmer heterogeneity. Prod Oper Manag 31:4095–112
Han QF, Siddique KHM, Li FM (2018) Adoption of conservation tillage on the semi-arid Loess Plateau of Northwest China. Sustainability 10(8):2621
Hao JQ, Lin Y, Ren GG, Yang GH, Han XH, Xj W, Ren CJ, Feng YZ (2021) Comprehensive benefit evaluation of conservation tillage based on BP neural network in the Loess Plateau. Soil Tillage Res 205:104784
Harper JK, Roth GW, Garalejić B, Škrbić N (2018) Programs to promote adoption of conservation tillage: a Serbian case study. Land Use Policy 78:295–302
Huang YW, Tao B, Zhu XC, Yang YJ, Liang L, Wang LX, Jacinthe P-A, Tian HQ, Ren W (2021) Conservation tillage increases corn and soybean water productivity across the Ohio River Basin. Agric Water Manag 254:106962
Hunecke C, Engler A, Jara-Rojas R, Poortvliet PM (2017) Understanding the role of social capital in adoption decisions: an application to irrigation technology. Agric Syst 153:221–231
Kosmas C, Gerontidis S, Marathianou M, Detsis B, Zafiriou T, Muysen WN, Vanoost K (2001) The effects of tillage displaced soil on soil properties and wheat biomass. Soil Tillage Res 58(1–2):31–44
Lambert DM, Sullivan P, Claassen R, Foreman L (2007) Profiles of US farm households adopting conservation-compatible practices. Land Use Policy 24(1):72–88
Laukkanen M, Nauges C (2011) Environmental and production cost impacts of no-till in Finland: estimates from observed behavior. Land Econ 87(3):508–527
Lee H, Lautenbach S, Nieto APG, Bondeau A, Cramer W, Geijzendorffer IR (2019) The impact of conservation farming practices on Mediterranean agro-ecosystem services provisioning—a meta-analysis. Reg Environ Change 19(8):2187–2202
Li J, Wang YK, Guo Z, Li JB, Tian C, Hua DW, Shi CD, Wang HY, Han JC, Xu Y (2020) Effects of conservation tillage on soil physicochemical properties and crop yield in an arid Loess Plateau, China. Sci Rep 10(1):1–15
Li J, Khan AA, Abu Sufyan Ali M, Luo J (2022) Does farmers agricultural investment is impacted by green finance policies and financial constraint? From the perspective of farmers’ heterogeneity in Northwest China. Environ Sci Pollut Res 29:67242–67257
Lithourgidis AS, Damalas CA, Eleftherohorinos IG (2009) Conservation tillage: a promising perspective for sustainable agriculture in Greece. J Sustain Agric 33(1):85–95
Liu WZ, Wang XQ (2022) Agricultural water price policy reform and water saving technology adoption tendencies from the perspective of farmers’ differentiation: Based on a survey in Hebei Province. Chinese J Ecol Agric (in English and Chinese) 30(1):166–174
Liu XM, Zhao XQ (2017) An empirical analysis of farmers’ conservation tillage technology adoption behavior. Agric Econ 10:17–19 (in Chinese)
Liu L, Shangguan DY, Lei CF, Jiang ZD (2020) Based on conservation tillage technology using multi-dimensional heterogeneous farmers effect research. J Resour Environ Arid Areas 34(10):119–125 (in Chinese)
Liu HB, Wu MY, Liu XH, Gao JJ, Luo XJ, Wu Y (2021a) Simulation of policy tools’ effects on farmers’ adoption of conservation tillage technology: an empirical analysis in China. Land 10(10):1075
Liu L, Shangguan DY, Li XF, Jiang ZD (2021b) Influence of peasant household differentiation and risk perception on soil and water conservation tillage technology adoption-an analysis of moderating effects based on government subsidies. J Clean Prod 288:125092
Lu X, White H (2014) Robustness checks and robustness tests in applied economics. J Econom 178:194–206
Meili R, Mayer H (2017) Small and medium-sized towns in Switzerland: economic heterogeneity, socioeconomic performance and linkages. Erdkunde 71:313–332
Min S, Waibel H, Huang J (2017) Smallholder participation in the land rental market in a mountainous region of Southern China: impact of population aging, land tenure security and ethnicity. Land Use Policy 68:625–637
Mmbando F, Mbeyagala E, Binagwa P, Karimi R, Opie H, Ochieng J, Nair RM (2021) Adoption of improved mungbean production technologies in selected East African countries. Agriculture 11(6):528
Motalebani S, Zibaei M, Sheikhzeinoddin A (2020) Effects of conservation tillage technology adoption on wheat yield, water use and household poverty. JWSS-Isfahan Univ Technol 24(3):161–178
Nawaz A, Lal R, Shrestha RK, Farooq M (2017) Mulching affects soil properties and greenhouse gas emissions under long-term no-till and plough-till systems in Alfisol of central Ohi. Land Degrad Dev 28(2):673–681
Nazu SB, Saha SM, Hossain M, Haque S, Khan M (2022) Willingness to pay for adopting conservation tillage technologies in wheat cultivation: policy options for small-scale farmers. Environ Sci Pollut Res 29:63458–63471
Niskanen O, Tienhaara A, Haltia E, Pouta E (2021) Farmers’ heterogeneous preferences towards results-based environmental policies. Land Use Policy 102:105227
Njenga MW, Mugwe JN, Mogaka H, Nyabuga G, Kiboi M, Ngetich F, Mucheru-Muna M, Sijali I, Mugendi D (2021) Communication factors influencing adoption of soil and water conservation technologies in the dry zones of Tharaka-Nithi County, Kenya. Heliyon 7:e08236
Ogunleye A, Kehinde A, Mishra A, Ogundeji A (2021) Impacts of farmers’ participation in social capital networks on climate change adaptation strategies adoption in Nigeria. Heliyon 7:e08624
Ojo TO, Baiyegunhi LJS, Adetoro A, Abiodun A, Ogundeji, (2021) Adoption of soil and water conservation technology and its effect on the productivity of smallholder rice farmers in Southwest Nigeria. Heliyon 7:e06433
Olawuyi SO, Mushunje A (2019) Social capital and adoption of alternative conservation agricultural practices in South-Western Nigeria. Towards Sustain Global Food Syst 11(3):716
Paresys L, Malézieux E, Huat J, Kropff MJ, Rossing WAH (2018) Between all-for-one and each-for-himself: on-farm competition for labour as determinant of wetland cropping in two Beninese villages. Agric Syst 159:126–138
Peng SX, Zheng XK, Wang Y, Li KF (2019) Synergetic optimal operation of cascade reservoirs in mainstream of Yellow River responding to drought. Energy Procedia 158:6288–6295
Pittelkow CM, Liang X, Linquist BA, Van Groenigen KJ, Lee J, Lundy ME, Van Kessel C (2015) Productivity limits and potentials of the principles of conservation agriculture. Nature 517(7534):365–368
Radelyuk I, Tussupova K, Persson M, Zhapargazinova K, Yelubay M (2021) Assessment of groundwater safety surrounding contaminated water storage sites using multivariate statistical analysis and Heckman selection model: a case study of Kazakhstan. Environ Geochem Health 43(2):1029–1050
Ruttan LM (2008) Economic heterogeneity and the commons: effects on collective action and collective goods provisioning. World Dev 36(5):969–985
Ruzzante S, Labarta R, Bilton A (2021) Adoption of agricultural technology in the developing world: a meta-analysis of the empirical literature. World Dev 146:105599
Schaible GD, Mishra AK, Lambert DM, Panterov G (2015) Factors influencing environmental stewardship in US agriculture: conservation program participants vs. non-participants. Land Use Policy 46:125–141
Schoengold K, Ding Y, Headlee R (2015) The impact of AD HOC disaster and crop insurance programs on the use of risk-reducing conservation tillage practices. Am J Agr Econ 97(3):897–919
Shukla R, Agarwal A, Sachdeva K, Kurths J, Joshi PK (2019) Climate change perception: an analysis of climate change and risk perceptions among farmer types of Indian Western Himalayas. Clim Change 152(1):103–119
Si R, Lu Q, Aziz N (2021) Does the stability of farmland rental contract & conservation tillage adoption improve family welfare? Empirical insights from Zhangye, China. Land Use Policy 107:105486
Skaalsveen K, Ingram J, Urquhart J (2020) The role of farmers’ social networks in the implementation of no-till farming practices. Agric Syst 181:102824
Soule MJ, Tegene A, Wiebe KD (2000) Land tenure and the adoption of conservation practices. American Journal of Agricultural Economics 82(4):993–1005. https://doi.org/10.1111/0002-9092.00097
Takahashi K, Muraoka R, Otsuka K (2020) Technology adoption, impact, and extension in developing countries’ agriculture: a review of the recent literature. Agric Econ 51(1):31–45
Tamburini G, De Simone S, Sigura M, Boscutti F, Marini L (2016) Conservation tillage mitigates the negative effect of landscape simplification on biological control. J Appl Ecol 53(1):233–241
Teklewold H, Kassie M, Shiferaw B (2013) Adoption of multiple sustainable agricultural practices in rural Ethiopia. J Agric Econ 64(3):597–623
Tessema YM, Asafu-Adjaye J, Kassie M, Mallawaarachchi T (2016) Do neighbours matter in technology adoption? The case of conservation tillage in northwest Ethiopia. Afr J Agri Resour Econ 11(311-2016–5659):211–225
Tran DQ, Kurkalova LA (2019) Persistence in tillage decisions: aggregate data analysis. Int Soil Water Conserv Res 7(2):109–118
Varshney D, Mishra AK, Joshi PK, Roy D (2022) Social networks, heterogeneity, and adoption of technologies: evidence from India. Food Policy 112:102360
Wang XH, Li H (2022) The influence of socioeconomic status on farmers’ behavior of organic fertilizer substitution for chemical fertilizer. J Northwest Agric For Univ Sci Technol (social Science Edition) 22(02):86–97 (in Chinese)
Wang LF, Shangguan ZP (2015) Water–use efficiency of dryland wheat in response to mulching and tillage practices on the Loess Plateau. Sci Rep 5(1):1–12
Wang JX, Zhang LJ (2010) The impact of conservation tillage technology on agricultural production: an empirical study in the Yellow River Basin. Manag Rev 22(06):77–84+60 (in Chinese)
Wang T, Jim H, Kasu BB, Jacquet J, Kumar S (2019) Soil conservation practice adoption in the northern great plains: economic versus stewardship motivations. J Agric Resour Econ 44(1835-2019–1561):404–421
Wang WY, Yang M, Shen PF, Zhang RY, Qin XL, Han J, Li YJ, Wen XX, Liao YC (2019b) Conservation tillage reduces nitrous oxide emissions by regulating functional genes for ammonia oxidation and denitrification in a winter wheat ecosystem. Soil Tillage Res 194:104347
Wang WY, Yuan JC, Gao SM, Li T, Li YJ, Vinay NG, Mo F, Liao YC, Wen XX (2020) Conservation tillage enhances crop productivity and decreases soil nitrogen losses in a rainfed agroecosystem of the Loess Plateau, China. J Clean Prod 274:122854
Wang X, Zhang J, He K, Li WJ (2021) Place attachment, environmental cognition and organic fertilizer adoption of farmers: evidence from rural China. Environ Sci Pollut Res 28(30):41255–41267
Willy DK, Zhunusova E, Holm-Müller K (2014) Estimating the joint effect of multiple soil conservation practices: a case study of smallholder farmers in the Lake Naivasha basin, Kenya. Land Use Policy 39:177–187
Xie H, Huang Y (2021) Influencing factors of farmers’ adoption of pro-environmental agricultural technologies in China: meta-analysis. Land Use Policy 109:105622
Xie HL, Wu Q (2020) Farmers’ willingness to leave land fallow from the perspective of heterogeneity: a case study in ecologically vulnerable areas of Guizhou, China. Land Degrad Dev 31(14):1749–1760
Xu ZG, Zhang KR, Zhou L, Ying RY (2022) Mutual proximity and heterogeneity in peer effects of farmers’ technology adoption: evidence from China’s soil testing and formulated fertilization program. China Agric Econ Rev 14:395–415
Yaméogo TB, Fonta WM, Wünscher T (2018) Can social capital influence smallholder farmers’ climate-change adaptation decisions? Evidence from three semi-arid communities in Burkina Faso, West Africa. Soc Sci 7(3):33
Yang X, Shang GY (2020) Smallholders’ agricultural production efficiency of conservation tillage in Jianghan Plain, China—based on a three-stage DEA Model. Int J Environ Res Public Health 17(20):7470
Zhang K, Xie XH, Zhu BW, Meng SS, Yao Y (2019) Unexpected groundwater recovery with decreasing agricultural irrigation in the Yellow River Basin. Agric Water Manag 213:858–867
Zhao DD, Zhou H (2018) Study on cropping structure adjustment under the background of rural-household differentiation from Rural Fixed Watch Points in 31 provinces of China. Resour Sci 40(1):64–73
Funding
This work was supported by the National Natural Science Foundation of China (No. 72173097), National Soft Science Project of State Forestry and Grassland Administration (No. 2019131039), National Natural Science Foundation of China (No. 72141006), Soft Science Project of Ministry of Agriculture and Rural Affairs (No. rkx20221101), the Key Special Funds of Ministry of Agriculture and Ministry of Finance (Grant No. CARS-07-F-1), the Key Think Tank Research Project of Philosophy and Social Science in Shaanxi Province (Grant No. 2021ZD1038), and Annual Project of Henan Provincial Philosophy and Social Science Planning (Grant No. 2022BJJ019).
Author information
Authors and Affiliations
Contributions
Yujie Shen: conceptualization, formal analysis, methodology, investigation, writing—original draft. Wenting Kong: data curation and proofreading, methodology, writing—review, and editing. Rui Shi: formal analysis, manuscript editing. Ruirui Du: investigation, data curation, and proofreading. Minjuan Zhao: funding acquisition, project administration, and supervision.
Corresponding author
Ethics declarations
Ethical approval
Not applicable.
Consent to participate
Not applicable.
Consent for publication
Not applicable.
Competing interests
The authors declare no competing interests.
Additional information
Responsible Editor: Baojing Gu
Publisher's note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Rights and permissions
Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.
About this article
Cite this article
Shen, Y., Kong, W., Shi, R. et al. Farmers’ adoption behavior of conservation tillage technology: a multidimensional heterogeneity perspective. Environ Sci Pollut Res 30, 37744–37761 (2023). https://doi.org/10.1007/s11356-022-24716-9
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s11356-022-24716-9