Measuring Fishing Capacity Using Quantile Data Envelopment Analysis

© 2023 Marine Resource Economics Data envelopment analysis (DEA) is an extensively used method to estimate capacity and technical and economic efficiency of fishing vessels. However, DEA is often criticized because of the influence that outliers, or noisy data, can have on the DEA estimates. Recentl...

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Main Authors: Walden, John B., Atwood, Joseph
Format: Article in Journal/Newspaper
Language:English
Published: University of Chicago Press 2023
Subjects:
Online Access:https://scholarworks.montana.edu/xmlui/handle/1/18054
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spelling ftmontanastateu:oai:scholarworks.montana.edu:1/18054 2023-09-05T13:22:01+02:00 Measuring Fishing Capacity Using Quantile Data Envelopment Analysis Walden, John B. Atwood, Joseph 2023-07 application/pdf https://scholarworks.montana.edu/xmlui/handle/1/18054 en_US eng University of Chicago Press Walden, J. B., & Atwood, J. (2023). Measuring Fishing Capacity Using Quantile Data Envelopment Analysis. Marine Resource Economics, 38(3), 000-000. 0738-1360 https://scholarworks.montana.edu/xmlui/handle/1/18054 cc-by-nc https://creativecommons.org/licenses/by-nc/4.0/ data envelopment analysis fishing capacity quantile DEA Article 2023 ftmontanastateu 2023-08-12T22:41:10Z © 2023 Marine Resource Economics Data envelopment analysis (DEA) is an extensively used method to estimate capacity and technical and economic efficiency of fishing vessels. However, DEA is often criticized because of the influence that outliers, or noisy data, can have on the DEA estimates. Recently, quantile data envelopment analysis (QDEA) was introduced to identify and address issues caused by influential data outliers. QDEA endogenously identifies potential outliers and eliminates them from a given observation’s DEA reference set. In this study, we utilize QDEA to estimate fishing fleet capacity for vessels operating in the northwest Atlantic Ocean during 2019. We present methods for implementing the QDEA model that we think are practical and can be adapted for fishing fleets worldwide. Results show lower capacity estimates using the QDEA model than what the standard capacity model would yield. Our results are quite encouraging in terms of utilizing the QDEA model in future work. Article in Journal/Newspaper Northwest Atlantic Montana State University (MSU): ScholarWorks
institution Open Polar
collection Montana State University (MSU): ScholarWorks
op_collection_id ftmontanastateu
language English
topic data envelopment analysis
fishing capacity
quantile DEA
spellingShingle data envelopment analysis
fishing capacity
quantile DEA
Walden, John B.
Atwood, Joseph
Measuring Fishing Capacity Using Quantile Data Envelopment Analysis
topic_facet data envelopment analysis
fishing capacity
quantile DEA
description © 2023 Marine Resource Economics Data envelopment analysis (DEA) is an extensively used method to estimate capacity and technical and economic efficiency of fishing vessels. However, DEA is often criticized because of the influence that outliers, or noisy data, can have on the DEA estimates. Recently, quantile data envelopment analysis (QDEA) was introduced to identify and address issues caused by influential data outliers. QDEA endogenously identifies potential outliers and eliminates them from a given observation’s DEA reference set. In this study, we utilize QDEA to estimate fishing fleet capacity for vessels operating in the northwest Atlantic Ocean during 2019. We present methods for implementing the QDEA model that we think are practical and can be adapted for fishing fleets worldwide. Results show lower capacity estimates using the QDEA model than what the standard capacity model would yield. Our results are quite encouraging in terms of utilizing the QDEA model in future work.
format Article in Journal/Newspaper
author Walden, John B.
Atwood, Joseph
author_facet Walden, John B.
Atwood, Joseph
author_sort Walden, John B.
title Measuring Fishing Capacity Using Quantile Data Envelopment Analysis
title_short Measuring Fishing Capacity Using Quantile Data Envelopment Analysis
title_full Measuring Fishing Capacity Using Quantile Data Envelopment Analysis
title_fullStr Measuring Fishing Capacity Using Quantile Data Envelopment Analysis
title_full_unstemmed Measuring Fishing Capacity Using Quantile Data Envelopment Analysis
title_sort measuring fishing capacity using quantile data envelopment analysis
publisher University of Chicago Press
publishDate 2023
url https://scholarworks.montana.edu/xmlui/handle/1/18054
genre Northwest Atlantic
genre_facet Northwest Atlantic
op_relation Walden, J. B., & Atwood, J. (2023). Measuring Fishing Capacity Using Quantile Data Envelopment Analysis. Marine Resource Economics, 38(3), 000-000.
0738-1360
https://scholarworks.montana.edu/xmlui/handle/1/18054
op_rights cc-by-nc
https://creativecommons.org/licenses/by-nc/4.0/
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