Assessing cetacean populations using integrated population models:an example with Cook Inlet beluga whales

Abstract Effective conservation and management of animal populations requires knowledge of abundance and trends. For many species, these quantities are estimated using systematic visual surveys. Additional individual-level data are available for some species. Integrated population modeling (IPM) off...

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Published in:Ecological Applications
Main Authors: Jacobson, Eiren K., Boyd, Charlotte, McGuire, Tamara L., Shelden, Kim E. W., Himes Boor, Gina K., Punt, André E.
Format: Article in Journal/Newspaper
Language:English
Published: 2020
Subjects:
Online Access:https://research-portal.st-andrews.ac.uk/en/researchoutput/assessing-cetacean-populations-using-integrated-population-models(11f37213-e246-4062-bf6e-456dc3ef7eab).html
https://doi.org/10.1002/eap.2114
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record_format openpolar
spelling ftunstandrewcris:oai:research-portal.st-andrews.ac.uk:publications/11f37213-e246-4062-bf6e-456dc3ef7eab 2024-06-23T07:51:41+00:00 Assessing cetacean populations using integrated population models:an example with Cook Inlet beluga whales Jacobson, Eiren K. Boyd, Charlotte McGuire, Tamara L. Shelden, Kim E. W. Himes Boor, Gina K. Punt, André E. 2020-04-28 https://research-portal.st-andrews.ac.uk/en/researchoutput/assessing-cetacean-populations-using-integrated-population-models(11f37213-e246-4062-bf6e-456dc3ef7eab).html https://doi.org/10.1002/eap.2114 eng eng https://research-portal.st-andrews.ac.uk/en/researchoutput/assessing-cetacean-populations-using-integrated-population-models(11f37213-e246-4062-bf6e-456dc3ef7eab).html info:eu-repo/semantics/restrictedAccess Jacobson , E K , Boyd , C , McGuire , T L , Shelden , K E W , Himes Boor , G K & Punt , A E 2020 , ' Assessing cetacean populations using integrated population models : an example with Cook Inlet beluga whales ' , Ecological Applications , vol. Early View . https://doi.org/10.1002/eap.2114 Bayesian statistics beluga whales cetaceans integrated modeling population dynamics state-space models article 2020 ftunstandrewcris https://doi.org/10.1002/eap.2114 2024-06-13T01:11:17Z Abstract Effective conservation and management of animal populations requires knowledge of abundance and trends. For many species, these quantities are estimated using systematic visual surveys. Additional individual-level data are available for some species. Integrated population modeling (IPM) offers a mechanism for leveraging these data sets into a single estimation framework. IPMs that incorporate both population- and individual-level data have previously been developed for birds, but have rarely been applied to cetaceans. Here, we explore how IPMs can be used to improve the assessment of cetacean populations. We combined three types of data that are typically available for cetaceans of conservation concern: population-level visual survey data, individual-level capture?recapture data, and data on anthropogenic mortality. We used this IPM to estimate the population dynamics of the Cook Inlet population of beluga whales (CIBW; Delphinapterus leucas ) as a case study. Our state-space IPM included a population process model and three observational submodels: (1) a group detection model to describe group size estimates from aerial survey data; (2) a capture?recapture model to describe individual photographic capture?recapture data; and (3) a Poisson regression model to describe historical hunting data. The IPM produces biologically plausible estimates of population trajectories consistent with all three data sets. The estimated population growth rate since 2000 is less than expected for a recovering population. The estimated juvenile/adult survival rate is also low compared to other cetacean populations, indicating that low survival may be impeding recovery. This work demonstrates the value of integrating various data sources to assess cetacean populations and serves as an example of how multiple, imperfect data sets can be combined to improve our understanding of a population of interest. The model framework is applicable to other cetacean populations and to other taxa for which similar data types are available. Article in Journal/Newspaper Beluga Beluga* Delphinapterus leucas University of St Andrews: Research Portal Ecological Applications 30 5
institution Open Polar
collection University of St Andrews: Research Portal
op_collection_id ftunstandrewcris
language English
topic Bayesian statistics
beluga whales
cetaceans
integrated modeling
population dynamics
state-space models
spellingShingle Bayesian statistics
beluga whales
cetaceans
integrated modeling
population dynamics
state-space models
Jacobson, Eiren K.
Boyd, Charlotte
McGuire, Tamara L.
Shelden, Kim E. W.
Himes Boor, Gina K.
Punt, André E.
Assessing cetacean populations using integrated population models:an example with Cook Inlet beluga whales
topic_facet Bayesian statistics
beluga whales
cetaceans
integrated modeling
population dynamics
state-space models
description Abstract Effective conservation and management of animal populations requires knowledge of abundance and trends. For many species, these quantities are estimated using systematic visual surveys. Additional individual-level data are available for some species. Integrated population modeling (IPM) offers a mechanism for leveraging these data sets into a single estimation framework. IPMs that incorporate both population- and individual-level data have previously been developed for birds, but have rarely been applied to cetaceans. Here, we explore how IPMs can be used to improve the assessment of cetacean populations. We combined three types of data that are typically available for cetaceans of conservation concern: population-level visual survey data, individual-level capture?recapture data, and data on anthropogenic mortality. We used this IPM to estimate the population dynamics of the Cook Inlet population of beluga whales (CIBW; Delphinapterus leucas ) as a case study. Our state-space IPM included a population process model and three observational submodels: (1) a group detection model to describe group size estimates from aerial survey data; (2) a capture?recapture model to describe individual photographic capture?recapture data; and (3) a Poisson regression model to describe historical hunting data. The IPM produces biologically plausible estimates of population trajectories consistent with all three data sets. The estimated population growth rate since 2000 is less than expected for a recovering population. The estimated juvenile/adult survival rate is also low compared to other cetacean populations, indicating that low survival may be impeding recovery. This work demonstrates the value of integrating various data sources to assess cetacean populations and serves as an example of how multiple, imperfect data sets can be combined to improve our understanding of a population of interest. The model framework is applicable to other cetacean populations and to other taxa for which similar data types are available.
format Article in Journal/Newspaper
author Jacobson, Eiren K.
Boyd, Charlotte
McGuire, Tamara L.
Shelden, Kim E. W.
Himes Boor, Gina K.
Punt, André E.
author_facet Jacobson, Eiren K.
Boyd, Charlotte
McGuire, Tamara L.
Shelden, Kim E. W.
Himes Boor, Gina K.
Punt, André E.
author_sort Jacobson, Eiren K.
title Assessing cetacean populations using integrated population models:an example with Cook Inlet beluga whales
title_short Assessing cetacean populations using integrated population models:an example with Cook Inlet beluga whales
title_full Assessing cetacean populations using integrated population models:an example with Cook Inlet beluga whales
title_fullStr Assessing cetacean populations using integrated population models:an example with Cook Inlet beluga whales
title_full_unstemmed Assessing cetacean populations using integrated population models:an example with Cook Inlet beluga whales
title_sort assessing cetacean populations using integrated population models:an example with cook inlet beluga whales
publishDate 2020
url https://research-portal.st-andrews.ac.uk/en/researchoutput/assessing-cetacean-populations-using-integrated-population-models(11f37213-e246-4062-bf6e-456dc3ef7eab).html
https://doi.org/10.1002/eap.2114
genre Beluga
Beluga*
Delphinapterus leucas
genre_facet Beluga
Beluga*
Delphinapterus leucas
op_source Jacobson , E K , Boyd , C , McGuire , T L , Shelden , K E W , Himes Boor , G K & Punt , A E 2020 , ' Assessing cetacean populations using integrated population models : an example with Cook Inlet beluga whales ' , Ecological Applications , vol. Early View . https://doi.org/10.1002/eap.2114
op_relation https://research-portal.st-andrews.ac.uk/en/researchoutput/assessing-cetacean-populations-using-integrated-population-models(11f37213-e246-4062-bf6e-456dc3ef7eab).html
op_rights info:eu-repo/semantics/restrictedAccess
op_doi https://doi.org/10.1002/eap.2114
container_title Ecological Applications
container_volume 30
container_issue 5
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