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农民生产公司社会资本的数据驱动分析。

Data driven analysis of social capital in Farmer Producer Companies.

作者信息

Jayaraman Aishwarya, Ramu Palaniappan, Rajan Sudhir Chella, Thole Sidhant PravinKumar

机构信息

Advanced Design, Optimization, and Probabilistic Techniques laboratory, Department of Engineering Design, Indian Institute of Technology Madras, Tamil Nadu, India.

Department of Humanities and Social Sciences, Indian Institute of Technology Madras, Tamil Nadu, India.

出版信息

Heliyon. 2023 Jun 24;9(7):e17489. doi: 10.1016/j.heliyon.2023.e17489. eCollection 2023 Jul.

Abstract

The Farmer Producer Company (FPC), a subset of the Farmer Producer Organization (FPO), is an important institutional form designed to organize farmer groups towards better coordinated farming and marketing. In the Indian context, as FPCs have emerged as new forms of members-led agribusiness, their ability to identify prevailing social ties and tap them effectively towards business growth needs to be better understood. Although social capital is studied broadly for its potential to drive organizational performance, it has been poorly researched in farmer collectives such as FPCs. The current work examines the effect of social capital on benefits and business performance at the level of member groups in FPCs. An empirical analysis was conducted in which two FPCs, which differed significantly in their mobilization strategies, farming methods, and supply chain linkages, were surveyed. Data collected from the surveys were visualized and clustering analysis was carried out using Self Organizing Maps (SOM), an unsupervised Artificial Neural Network (ANN) tool. Insights from clustering reveal the importance of pre-existing social ties, leadership, participation in group activities and the geographical affinity of groups in benefits realization and business performance of FPCs. The importance of bottom-up approaches in establishing robust supply chain linkages in emerging FPCs was keyed out through this work. The inferences through SOM, distilled strategies for FPCs' stakeholders in prioritizing interventions for member groups and in generating broader implications for policy makers accounting social capital in new institutional models.

摘要

农民生产者公司(FPC)是农民生产者组织(FPO)的一个子集,是一种重要的制度形式,旨在组织农民团体进行更好的协同耕作和营销。在印度的背景下,随着FPC作为成员主导的新型农业综合企业出现,需要更好地理解它们识别现有社会关系并有效利用这些关系促进业务增长的能力。尽管社会资本因其推动组织绩效的潜力而得到广泛研究,但在FPC等农民集体中对其研究甚少。当前的研究考察了社会资本对FPC成员团体层面的收益和业务绩效的影响。进行了一项实证分析,对两个在动员策略、耕作方法和供应链联系方面存在显著差异的FPC进行了调查。对调查收集的数据进行了可视化处理,并使用自组织映射(SOM)(一种无监督人工神经网络(ANN)工具)进行了聚类分析。聚类分析的结果揭示了既有社会关系、领导力、参与团体活动以及团体的地理亲和力在FPC的收益实现和业务绩效中的重要性。通过这项工作明确了自下而上的方法在新兴FPC中建立稳健供应链联系方面的重要性。通过SOM得出的推论,为FPC的利益相关者提炼了在为成员团体确定干预重点以及为在新制度模式中考虑社会资本的政策制定者产生更广泛影响方面的策略。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/05a7/10336443/de79227096dd/gr001.jpg

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