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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
Conservation tillage (CT) options are among the most rapidly spreading land preparation and crop establishment techniques globally. In South Asia, CT has spread dramatically over the last decade, a result of strong policy support and increasing availability of appropriate machinery. Although many st...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer US
2018
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7771628/ https://www.ncbi.nlm.nih.gov/pubmed/33442199 http://dx.doi.org/10.1007/s11123-018-0525-y |
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author | Aravindakshan, Sreejith Rossi, Frederick Amjath-Babu, T. S. Veettil, Prakashan Chellattan Krupnik, Timothy J. |
author_facet | Aravindakshan, Sreejith Rossi, Frederick Amjath-Babu, T. S. Veettil, Prakashan Chellattan Krupnik, Timothy J. |
author_sort | Aravindakshan, Sreejith |
collection | PubMed |
description | Conservation tillage (CT) options are among the most rapidly spreading land preparation and crop establishment techniques globally. In South Asia, CT has spread dramatically over the last decade, a result of strong policy support and increasing availability of appropriate machinery. Although many studies have analyzed the yield and profitability of CT systems, the technical efficiency impacts accrued by farmers utilizing CT have received considerably less attention. Employing a DEA framework, we isolated bias-corrected meta-frontier technical efficiencies and meta-technology ratios of three CT options adopted by wheat farmers in Bangladesh, including bed planting (BP), power tiller operated seeding (PTOS), and strip tillage (ST), compared to a control group of farmers practicing traditional tillage (TT). Endogenous switching regression was subsequently employed to overcome potential self-selection bias in the choice of CT, in order to robustly estimate efficiency factors. Among the tillage options studied, PTOS was the most technically efficient, with an average meta-technology ratio of 0.90, followed by BP (0.88), ST (0.83), and TT (0.67). The average predicted meta-frontier technical efficiency for the CT non-adopters under a counterfactual scenario (0.80) was significantly greater (P = 0.00) than current TE scores (0.65), indicating the potential for sizeable profitability increases with CT adoption. Conversely, the counterfactual TE of non-adopters was 23% greater than their DEA efficiency, also indicating efficiency gains from CT adoption. Our results provide backing for agricultural development programs in South Asia that aim to increase smallholder farmers’ income through the application of CT as a pathway towards poverty reduction. JEL Codes C06 ● C14 ● Q12 ● C34 ● C51 |
format | Online Article Text |
id | pubmed-7771628 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | Springer US |
record_format | MEDLINE/PubMed |
spelling | pubmed-77716282021-01-11 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 Aravindakshan, Sreejith Rossi, Frederick Amjath-Babu, T. S. Veettil, Prakashan Chellattan Krupnik, Timothy J. J Product Anal Articles Conservation tillage (CT) options are among the most rapidly spreading land preparation and crop establishment techniques globally. In South Asia, CT has spread dramatically over the last decade, a result of strong policy support and increasing availability of appropriate machinery. Although many studies have analyzed the yield and profitability of CT systems, the technical efficiency impacts accrued by farmers utilizing CT have received considerably less attention. Employing a DEA framework, we isolated bias-corrected meta-frontier technical efficiencies and meta-technology ratios of three CT options adopted by wheat farmers in Bangladesh, including bed planting (BP), power tiller operated seeding (PTOS), and strip tillage (ST), compared to a control group of farmers practicing traditional tillage (TT). Endogenous switching regression was subsequently employed to overcome potential self-selection bias in the choice of CT, in order to robustly estimate efficiency factors. Among the tillage options studied, PTOS was the most technically efficient, with an average meta-technology ratio of 0.90, followed by BP (0.88), ST (0.83), and TT (0.67). The average predicted meta-frontier technical efficiency for the CT non-adopters under a counterfactual scenario (0.80) was significantly greater (P = 0.00) than current TE scores (0.65), indicating the potential for sizeable profitability increases with CT adoption. Conversely, the counterfactual TE of non-adopters was 23% greater than their DEA efficiency, also indicating efficiency gains from CT adoption. Our results provide backing for agricultural development programs in South Asia that aim to increase smallholder farmers’ income through the application of CT as a pathway towards poverty reduction. JEL Codes C06 ● C14 ● Q12 ● C34 ● C51 Springer US 2018-02-05 2018 /pmc/articles/PMC7771628/ /pubmed/33442199 http://dx.doi.org/10.1007/s11123-018-0525-y Text en © The Author(s) 2018 http://creativecommons.org/licenses/by/4.0/ This article is distributed under the terms of the Creative Commons Attribution 4.0 International License, which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. |
spellingShingle | Articles Aravindakshan, Sreejith Rossi, Frederick Amjath-Babu, T. S. Veettil, Prakashan Chellattan Krupnik, Timothy J. 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 |
title | 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 |
title_full | 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 |
title_fullStr | 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 |
title_full_unstemmed | 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 |
title_short | 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 |
title_sort | 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 |
topic | Articles |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7771628/ https://www.ncbi.nlm.nih.gov/pubmed/33442199 http://dx.doi.org/10.1007/s11123-018-0525-y |
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