IDEAS home Printed from https://ideas.repec.org/a/eee/agisys/v154y2017icp157-167.html
   My bibliography  Save this article

Resource basis, ecosystem and growth of grain family farm in China: Based on rough set theory and hierarchical linear model

Author

Listed:
  • Gao, Yang
  • Zhang, Xiao
  • Wu, Lei
  • Yin, Shijiu
  • Lu, Jiao

Abstract

Based on resource-based theory and enterprise ecosystem theory, this paper used the sample of Huang-huai-hai plain 487 grain family farms, in the basis of attribute reduction by rough set theory, introduce the important individual-level and provincial-level factors into hierarchical linear model, in order to reveal different level factors affect growth of grain family farm in structural differences and interaction. The results showed that 65.68% of the differences were caused by individual-level factors, and 34.32% were caused by provincial-level factors. The factors at the individual level, including the improvement of production equipment (IPE), education of farmers (EOF), regularization of management rules (RMR), and difficulty level of getting loans (DLL), had positive effects on growth of family farm, whereas the frequency of staff participating in training (FST) had a negative effect. At provincial level, improvement of the support policy system (IDSPS) could strengthen the positive correlation between RMR and growth of family farm. Moreover, the factor IDSPS combined with ability of agricultural cooperatives providing social services (AACPS) and spacious degree of technology access channel (SDTAC) could strengthen the positive correlation between EOF and growth of family farm, and reduced the negative correlation between FST and dependent variable. The results suggested that government should support farms to improve production equipment and financing pattern, transfer the method of re-education of grain family farmers, promote the standardization of grain family farms, establish a sound policy support system, improve the social service ability of agricultural cooperatives, and broaden the channels of technology acquisition.

Suggested Citation

  • Gao, Yang & Zhang, Xiao & Wu, Lei & Yin, Shijiu & Lu, Jiao, 2017. "Resource basis, ecosystem and growth of grain family farm in China: Based on rough set theory and hierarchical linear model," Agricultural Systems, Elsevier, vol. 154(C), pages 157-167.
  • Handle: RePEc:eee:agisys:v:154:y:2017:i:c:p:157-167
    DOI: 10.1016/j.agsy.2017.03.013
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0308521X16307636
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.agsy.2017.03.013?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 search for a different version of it.

    References listed on IDEAS

    as
    1. Fernandes, Lúcio André de O. & Woodhouse, Philip J., 2008. "Family farm sustainability in southern Brazil: An application of agri-environmental indicators," Ecological Economics, Elsevier, vol. 66(2-3), pages 243-257, June.
    2. Ping-Feng Pai & Fong-Chuan Lee, 2010. "A Rough Set Based Model in Water Quality Analysis," Water Resources Management: An International Journal, Published for the European Water Resources Association (EWRA), Springer;European Water Resources Association (EWRA), vol. 24(11), pages 2405-2418, September.
    3. Stephen W. Raudenbush, 1988. "Educational Applications of Hierarchical Linear Models: A Review," Journal of Educational and Behavioral Statistics, , vol. 13(2), pages 85-116, June.
    4. Malte Reimers & Stephan Klasen, 2013. "Revisiting the Role of Education for Agricultural Productivity," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 95(1), pages 131-152.
    5. Ito, Junichi & Bao, Zongshun & Su, Qun, 2012. "Distributional effects of agricultural cooperatives in China: Exclusion of smallholders and potential gains on participation," Food Policy, Elsevier, vol. 37(6), pages 700-709.
    6. Chen, Duan-Rung & Wen, Tzai-Hung, 2010. "Socio-spatial patterns of neighborhood effects on adult obesity in Taiwan: A multi-level model," Social Science & Medicine, Elsevier, vol. 70(6), pages 823-833, March.
    7. Rupert Friederichsen & Thai Minh & Andreas Neef & Volker Hoffmann, 2013. "Adapting the innovation systems approach to agricultural development in Vietnam: challenges to the public extension service," Agriculture and Human Values, Springer;The Agriculture, Food, & Human Values Society (AFHVS), vol. 30(4), pages 555-568, December.
    8. CHEN, Yanchun & ZHAO, Suisheng & CHENG, Gong & SHANG, Huiwen & ZHAO, Yongke, 2015. "Empirical Study on Formation Path of Family Farms in Different Environments from the Perspective of ANT," Asian Agricultural Research, USA-China Science and Culture Media Corporation, vol. 7(06), pages 1-7, June.
    9. Aziz Karimov, 2014. "Factors affecting efficiency of cotton producers in rural Khorezm, Uzbekistan: Re-examining the role of knowledge indicators in technical efficiency improvement," Agricultural and Food Economics, Springer;Italian Society of Agricultural Economics (SIDEA), vol. 2(1), pages 1-16, December.
    10. Dogliotti, S. & García, M.C. & Peluffo, S. & Dieste, J.P. & Pedemonte, A.J. & Bacigalupe, G.F. & Scarlato, M. & Alliaume, F. & Alvarez, J. & Chiappe, M. & Rossing, W.A.H., 2014. "Co-innovation of family farm systems: A systems approach to sustainable agriculture," Agricultural Systems, Elsevier, vol. 126(C), pages 76-86.
    11. Abebaw, Degnet & Haile, Mekbib G., 2013. "The impact of cooperatives on agricultural technology adoption: Empirical evidence from Ethiopia," Food Policy, Elsevier, vol. 38(C), pages 82-91.
    12. Sitakanta Panda, 2015. "Farmer education and household agricultural income in rural India," International Journal of Social Economics, Emerald Group Publishing Limited, vol. 42(6), pages 514-529, June.
    13. Ogundari, Kolawole, 2014. "The Paradigm of Agricultural Efficiency and its Implication on Food Security in Africa: What Does Meta-analysis Reveal?," World Development, Elsevier, vol. 64(C), pages 690-702.
    14. Sandhu, Harpinder S. & Crossman, Neville D. & Smith, F. Patrick, 2012. "Ecosystem services and Australian agricultural enterprises," Ecological Economics, Elsevier, vol. 74(C), pages 19-26.
    15. Jane Glover, 2010. "Capital Usage in Adverse Situations: Applying Bourdieu’s Theory of Capital to Family Farm Businesses," Journal of Family and Economic Issues, Springer, vol. 31(4), pages 485-497, December.
    16. Sudha, M. & Valarmathi, B., 2014. "Rainfall Forecast Analysis using Rough Set Attribute Reduction and Data Mining Methods," AGRIS on-line Papers in Economics and Informatics, Czech University of Life Sciences Prague, Faculty of Economics and Management, vol. 6(4), pages 1-10, December.
    17. Briones, Roehlano M., 2015. "Small Farmers in High-Value Chains: Binding or Relaxing Constraints to Inclusive Growth?," World Development, Elsevier, vol. 72(C), pages 43-52.
    18. Bing‐Sheng Teng, 2007. "Corporate Entrepreneurship Activities through Strategic Alliances: A Resource‐Based Approach toward Competitive Advantage," Journal of Management Studies, Wiley Blackwell, vol. 44(1), pages 119-142, January.
    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. Yu, Lili & Niu, Ziheng & Gao, Yang & Tian, Borui, 2019. "Support policy preferences of grain family farms: evidence from Huang-huai-hai plain of China," International Food and Agribusiness Management Review, International Food and Agribusiness Management Association, vol. 23(5), October.
    2. Huang, Yatao & Jiao, Wenxian & Wang, Kang & Li, Erling & Yan, Yutong & Chen, Jingyang & Guo, Xuanxuan, 2022. "Examining the multidimensional energy poverty trap and its determinants: An empirical analysis at household and community levels in six provinces of China," Energy Policy, Elsevier, vol. 169(C).
    3. Pan Wang & Di Liu, 2023. "Why Are Farmers Reluctant to Sell: Evidence from Rural China," Agriculture, MDPI, vol. 13(4), pages 1-12, March.
    4. Li, Qi & Li, Kai, 2020. "Rice farmers’ demands for productive services: evidence from Chinese farmers," International Food and Agribusiness Management Review, International Food and Agribusiness Management Association, vol. 23(3), September.
    5. Chaozhu Li & Xiaoliang Li & Wei Jia, 2022. "Non-Farm Employment Experience, Risk Preferences, and Low-Carbon Agricultural Technology Adoption: Evidence from 1843 Grain Farmers in 14 Provinces in China," Agriculture, MDPI, vol. 13(1), pages 1-16, December.
    6. Yu, Lili & Zhao, Duanyang & Xue, Zihao & Gao, Yang, 2020. "Research on the use of digital finance and the adoption of green control techniques by family farms in China," Technology in Society, Elsevier, vol. 62(C).
    7. Lei Luo & Dakuan Qiao & Ruixin Zhang & Chenhao Luo & Xinhong Fu & Yuying Liu, 2022. "Research on the Influence of Education of Farmers’ Cooperatives on the Adoption of Green Prevention and Control Technologies by Members: Evidence from Rural China," IJERPH, MDPI, vol. 19(10), pages 1-17, May.
    8. Yinsheng Yang & Qianwei Zhuang & Guangdong Tian & Silin Wei, 2018. "A Management and Environmental Performance Evaluation of China’s Family Farms Using an Ultimate Comprehensive Cross-Efficiency Model (UCCE)," Sustainability, MDPI, vol. 11(1), pages 1-25, December.
    9. Da Fang & Yan Guo, 2021. "Induced Agricultural Production Organizations under the Transition of Rural Land Market: Evidence from China," Agriculture, MDPI, vol. 11(9), pages 1-24, September.
    10. Wang, Xiuyuan & Shen, Lei & Liu, Tingting & Wei, Wenwen & Zhang, Shuai & Tuerti, Tayir & Li, Luhua & Zhang, Wei, 2023. "Juvenile plumcot tree can improve fruit quality and economic benefits by intercropping with alfalfa in semi-arid areas," Agricultural Systems, Elsevier, vol. 205(C).
    11. Gao, Yang & Niu, Ziheng & Yang, Haoran & Yu, Lili, 2019. "Impact of green control techniques on family farms' welfare," Ecological Economics, Elsevier, vol. 161(C), pages 91-99.
    12. Mao, Hui & Quan, Yurong & Fu, Yong & Chen, Shaojian, 2022. "Risk preferences, productive investment and straw return technology adoption by farmers in China," 2022 Annual Meeting, July 31-August 2, Anaheim, California 322087, Agricultural and Applied Economics Association.

    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. Carlos Omar Trejo-Pech & Roselia Servín-Juárez & Álvaro Reyes-Duarte, 2023. "What sets cooperative farmers apart from non-cooperative farmers? A transaction cost economics analysis of coffee farmers in Mexico," Agricultural and Food Economics, Springer;Italian Society of Agricultural Economics (SIDEA), vol. 11(1), pages 1-24, December.
    2. Hao, Jinghui & Heerink, Nico & Heijman, Wim & Bijman, Jos, 2017. "Cooperatives Membership And Smallholder Farmers’ Welfare - Evidence From Shaanxi And Shandong Provinces, China," 2017 International Congress, August 28-September 1, 2017, Parma, Italy 260914, European Association of Agricultural Economists.
    3. Bopp, Carlos & Jara-Rojas, Roberto & Bravo-Ureta, Boris & Engler, Alejandra, 2022. "Irrigation water use, shadow values and productivity: Evidence from stochastic production frontiers in vineyards," Agricultural Water Management, Elsevier, vol. 271(C).
    4. Herrera, Gabriel Paes & Lourival, Reinaldo & da Costa, Reginaldo Brito & Mendes, Dany Rafael Fonseca & Moreira, Tito Belchior Silva & de Abreu, Urbano Gomes Pinto & Constantino, Michel, 2018. "Econometric analysis of income, productivity and diversification among smallholders in Brazil," Land Use Policy, Elsevier, vol. 76(C), pages 455-459.
    5. Wanglin Ma & Hongyun Zheng & Amaka Nnaji, 2023. "Cooperative membership and adoption of green pest control practices: Insights from rice farmers," Australian Journal of Agricultural and Resource Economics, Australian Agricultural and Resource Economics Society, vol. 67(3), pages 459-479, July.
    6. Jasper GRASHUIS & Ye SU, 2019. "A Review Of The Empirical Literature On Farmer Cooperatives: Performance, Ownership And Governance, Finance, And Member Attitude," Annals of Public and Cooperative Economics, Wiley Blackwell, vol. 90(1), pages 77-102, March.
    7. Md. Sadique Rahman & Monoj Kumar Majumder, 2021. "Drivers of adoption and impacts of an eco-friendly agricultural technology in Bangladesh," SN Business & Economics, Springer, vol. 1(12), pages 1-18, December.
    8. repec:zbw:iamodp:253397 is not listed on IDEAS
    9. Yuanyuan Peng & H. Holly Wang & Yueshu Zhou, 2022. "Can cooperatives help commercial farms to access credit in China? Evidence from Jiangsu Province," Canadian Journal of Agricultural Economics/Revue canadienne d'agroeconomie, Canadian Agricultural Economics Society/Societe canadienne d'agroeconomie, vol. 70(4), pages 325-349, December.
    10. Tleubayev, Alisher & Bobojonov, Ihtiyor & Götz, Linde & Hockmann, Heinrich & Glauben, Thomas, 2017. "Determinants of productivity and efficiency of wheat production in Kazakhstan: A stochastic frontier approach [Determinanten von Produktivität und Effizienz der Weizenproduktion in Kasachstan: Ein ," IAMO Discussion Papers 160, Leibniz Institute of Agricultural Development in Transition Economies (IAMO).
    11. Medina, Gabriel & Almeida, Camila & Novaes, Evandro & Godar, Javier & Pokorny, Benno, 2015. "Development Conditions for Family Farming: Lessons From Brazil," World Development, Elsevier, vol. 74(C), pages 386-396.
    12. Ma, Wanglin & Abdulai, Awudu, 2016. "Does cooperative membership improve household welfare? Evidence from apple farmers in China," Food Policy, Elsevier, vol. 58(C), pages 94-102.
    13. Junying Lin & Songqing Jin & Hongdong Guo, 2023. "Do outsourcing services provided by agricultural cooperatives affect technical efficiency? Insights from tobacco farmers in China," Annals of Public and Cooperative Economics, Wiley Blackwell, vol. 94(3), pages 781-804, September.
    14. Wanglin Ma & Hongyun Zheng & Peng Yuan, 2022. "Impacts of cooperative membership on banana yield and risk exposure: Insights from China," Journal of Agricultural Economics, Wiley Blackwell, vol. 73(2), pages 564-579, June.
    15. Gezahegn, Tafesse & Van Passel, Steven & Berhanu, Tekeste & D'Haese, Marijke & Maertens, Miet, 2020. "Structural and Institutional Heterogeneity among Agricultural Cooperatives in Ethiopia: Does it Matter for Farmers’ Welfare?," Journal of Agricultural and Resource Economics, Western Agricultural Economics Association, vol. 46(2), August.
    16. Huma Neupane & Krishna P. Paudel & Mandeep Adhikari & Qinying He, 2022. "Impact of cooperative membership on production efficiency of smallholder goat farmers in Nepal," Annals of Public and Cooperative Economics, Wiley Blackwell, vol. 93(2), pages 337-356, June.
    17. Eric Ofori & Gabriel S Sampson & Jessie Vipham, 2019. "The effects of agricultural cooperatives on smallholder livelihoods and agricultural performance in Cambodia," Natural Resources Forum, Blackwell Publishing, vol. 43(4), pages 218-229, November.
    18. Alemu, Abebe Ejigu, 2016. "Determinants Of Smallholders’ Preference To Hybrids – Prospect For Upgrading To High-Value Food Chains," Journal of Agribusiness and Rural Development, University of Life Sciences, Poznan, Poland, vol. 41(3).
    19. Wanglin Ma & Awudu Abdulai, 2017. "The economic impacts of agricultural cooperatives on smallholder farmers in rural China," Agribusiness, John Wiley & Sons, Ltd., vol. 33(4), pages 537-551, September.
    20. Yanyuan Zhang & Xintong Wu, 2023. "Risk Management Effects of Insurance Purchase and Organization Participation: Which Is More Effective?," Agriculture, MDPI, vol. 13(10), pages 1-16, September.
    21. Iskid Jacquet & Jieyong Wang & Jianjun Zhang & Ke Wang & Sen Liang, 2022. "An Understanding of Education in Supporting Cotton Production: An Empirical Study in Benin, West Africa," Agriculture, MDPI, vol. 12(6), pages 1-16, June.

    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:agisys:v:154:y:2017:i:c:p:157-167. 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/agsy .

    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.