Using Benford's Law to Detect Possible Biases in Reported Catches of Tropical Tuna From the Indian Ocean

IF 2 3区 农林科学 Q2 FISHERIES
Ángel Rafael Domínguez-Bustos, Remedios Cabrera-Castro, María Lourdes Ramos, Pablo Abaunza, José Carlos Báez
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引用次数: 0

Abstract

Accuracy of catch landing data reported by captains of commercial vessels is crucial in the assessment of marine species stocks and in fisheries policy and management. However, this data can be subject to estimation biases, such as a tendency to inflate some catches (to the detriment of others) and refusal to fill in logbooks. We assessed the accuracy of catch reports from the Spanish tropical tuna purse seine fleet (which accounts for 26% of catches in the Indian Ocean) using Benford's law, a mathematical principle effective for detecting irregularities across multiple datasets. During 2013–2020, including periods before and after the implementation of total allowable catch (TAC) limits in 2017, reported catches differed from Benford's expected distribution, especially for bigeye tuna, indicating potential inaccuracies in reported catches. Changes in data reporting after TAC limits were imposed in 2017 suggested modifications in fishing operations and reporting practices. Use of Benford's law highlighted its potential as an auditing tool in fisheries management and provided insights into data integrity that are crucial for sustainable fisheries governance.

Abstract Image

利用本福德定律检测印度洋热带金枪鱼捕获报告中可能存在的偏差
商船船长报告的渔获物上岸数据的准确性对评估海洋物种存量以及渔业政策和管理至关重要。然而,这些数据可能会受到估计偏差的影响,例如倾向于夸大某些捕获(对其他捕获造成损害)和拒绝填写日志。我们使用本福德定律(Benford’s law)评估了西班牙热带金枪鱼围网船队(占印度洋捕获量的26%)捕捞报告的准确性,本福德定律是一种有效检测多个数据集之间违规行为的数学原理。在2013-2020年期间,包括2017年实施总允许捕捞量(TAC)限制前后的时期,报告的捕捞量与本福德的预期分布不同,尤其是大眼金枪鱼,这表明报告的捕捞量可能不准确。2017年实施TAC限制后,数据报告的变化表明捕鱼作业和报告做法有所改变。本福德定律的应用突出了其作为渔业管理审计工具的潜力,并提供了对可持续渔业治理至关重要的数据完整性的见解。
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来源期刊
Fisheries Management and Ecology
Fisheries Management and Ecology 农林科学-渔业
CiteScore
3.80
自引率
5.00%
发文量
77
审稿时长
12-24 weeks
期刊介绍: Fisheries Management and Ecology is a journal with an international perspective. It presents papers that cover all aspects of the management, ecology and conservation of inland, estuarine and coastal fisheries. The Journal aims to: foster an understanding of the maintenance, development and management of the conditions under which fish populations and communities thrive, and how they and their habitat can be conserved and enhanced; promote a thorough understanding of the dual nature of fisheries as valuable resources exploited for food, recreational and commercial purposes and as pivotal indicators of aquatic habitat quality and conservation status; help fisheries managers focus upon policy, management, operational, conservation and ecological issues; assist fisheries ecologists become more aware of the needs of managers for information, techniques, tools and concepts; integrate ecological studies with all aspects of management; ensure that the conservation of fisheries and their environments is a recurring theme in fisheries and aquatic management.
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