Spatial dependence of production choice: application of Bayesian Spatial Autoregressive Probit model on smallholder rubber producers

This research is conducted to study the output choice of rubber farmers with the special interest in measuring the neighbourhood effect in the choice production choice. We make inferences about the choice of production of Ribbed Smoked Sheets (RSS) for selling. In doing so, we estimate a Spatial Aut...

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Main Authors: Jagath Chaminda Edirisinghe, Keminda Herath, Udith Jayasinghe-Mudalige, Sachintha Mendis
Format: Article
Language:English
Published: Università degli Studi di Firenze 2013-12-01
Series:Journal of Agriculture and Environment for International Development
Online Access:http://www.iao.florence.it/ojs/index.php/JAEID/article/view/142
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author Jagath Chaminda Edirisinghe
Keminda Herath
Udith Jayasinghe-Mudalige
Sachintha Mendis
author_facet Jagath Chaminda Edirisinghe
Keminda Herath
Udith Jayasinghe-Mudalige
Sachintha Mendis
author_sort Jagath Chaminda Edirisinghe
collection DOAJ
description This research is conducted to study the output choice of rubber farmers with the special interest in measuring the neighbourhood effect in the choice production choice. We make inferences about the choice of production of Ribbed Smoked Sheets (RSS) for selling. In doing so, we estimate a Spatial Autoregressive Probit Model (SAPM) using recently developed Bayesian techniques in estimating the SAPM. We find that significant spatial relations exist in the production of sheet rubber and there are considerable amounts of spillover effects. The overarching issues of product choice are the availability of physical resources and the lack of proper grading system. Our findings reveals the possibility of central processing to overcome resource limitations, significant reductions in extension efforts in promoting good manufacturing practices by taking stock of the ‘neighbourhood’ effect present in farmer choices and the necessity of proper grading and quality management system to win producer trust.
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spelling doaj.art-e67c31d88fab40c88772c93feef33f502022-12-21T19:48:17ZengUniversità degli Studi di FirenzeJournal of Agriculture and Environment for International Development2240-28022013-12-01107221322710.12895/jaeid.20132.14274Spatial dependence of production choice: application of Bayesian Spatial Autoregressive Probit model on smallholder rubber producersJagath Chaminda Edirisinghe0Keminda Herath1Udith Jayasinghe-Mudalige2Sachintha Mendis3Wayamba University of Sri LankaWayamba University of Sri LankaWayamba University of Sri LankaWayamba University of Sri LankaThis research is conducted to study the output choice of rubber farmers with the special interest in measuring the neighbourhood effect in the choice production choice. We make inferences about the choice of production of Ribbed Smoked Sheets (RSS) for selling. In doing so, we estimate a Spatial Autoregressive Probit Model (SAPM) using recently developed Bayesian techniques in estimating the SAPM. We find that significant spatial relations exist in the production of sheet rubber and there are considerable amounts of spillover effects. The overarching issues of product choice are the availability of physical resources and the lack of proper grading system. Our findings reveals the possibility of central processing to overcome resource limitations, significant reductions in extension efforts in promoting good manufacturing practices by taking stock of the ‘neighbourhood’ effect present in farmer choices and the necessity of proper grading and quality management system to win producer trust.http://www.iao.florence.it/ojs/index.php/JAEID/article/view/142
spellingShingle Jagath Chaminda Edirisinghe
Keminda Herath
Udith Jayasinghe-Mudalige
Sachintha Mendis
Spatial dependence of production choice: application of Bayesian Spatial Autoregressive Probit model on smallholder rubber producers
Journal of Agriculture and Environment for International Development
title Spatial dependence of production choice: application of Bayesian Spatial Autoregressive Probit model on smallholder rubber producers
title_full Spatial dependence of production choice: application of Bayesian Spatial Autoregressive Probit model on smallholder rubber producers
title_fullStr Spatial dependence of production choice: application of Bayesian Spatial Autoregressive Probit model on smallholder rubber producers
title_full_unstemmed Spatial dependence of production choice: application of Bayesian Spatial Autoregressive Probit model on smallholder rubber producers
title_short Spatial dependence of production choice: application of Bayesian Spatial Autoregressive Probit model on smallholder rubber producers
title_sort spatial dependence of production choice application of bayesian spatial autoregressive probit model on smallholder rubber producers
url http://www.iao.florence.it/ojs/index.php/JAEID/article/view/142
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