Make the Most of the Data You’ve Got: Bayesian Models and a Surrogate Species Approach to Assessing Benefits of Upstream Migration Flows for the Endangered Australian Grayling

Environmental water managers must make best use of allocations, and adaptive management is one means of improving effectiveness of environmental water delivery. Adaptive management relies on generation of new knowledge from monitoring and evaluation, but it is often difficult to make clear inference...

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Published in:Environmental management (New York) Vol. 61; no. 3; pp. 398 - 407
Main Authors: Webb, J. Angus, Koster, Wayne M., Stuart, Ivor G., Reich, Paul, Stewardson, Michael J.
Format: Journal Article
Language:English
Published: New York Springer US 01-03-2018
Springer Nature B.V
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Abstract Environmental water managers must make best use of allocations, and adaptive management is one means of improving effectiveness of environmental water delivery. Adaptive management relies on generation of new knowledge from monitoring and evaluation, but it is often difficult to make clear inferences from available monitoring data. Alternative approaches to assessment of flow benefits may offer an improved pathway to adaptive management. We developed Bayesian statistical models to inform adaptive management of the threatened Australian grayling ( Prototroctes maraena ) in the coastal Thomson River, South-East Victoria Australia. The models assessed the importance of flows in spring and early summer (migration flows) for upstream dispersal and colonization of juveniles of this diadromous species. However, Australian grayling young-of-year were recorded in low numbers, and models provided no indication of the benefit of migration flows. To overcome this limitation, we applied the same models to young-of-year of a surrogate species (tupong— Pseudaphritis urvilli )—a more common diadromous species expected to respond to flow similarly to Australian grayling—and found strong positive responses to migration flows. Our results suggest two complementary approaches to supporting adaptive management of Australian grayling. First, refine monitoring approaches to allow direct measurement of effects of migration flows, a process currently under way. Second, while waiting for improved data, further investigate the use of tupong as a surrogate species. More generally, alternative approaches to assessment can improve knowledge to inform adaptive management, and this can occur while monitoring is being revised to directly target environmental responses of interest.
AbstractList Environmental water managers must make best use of allocations, and adaptive management is one means of improving effectiveness of environmental water delivery. Adaptive management relies on generation of new knowledge from monitoring and evaluation, but it is often difficult to make clear inferences from available monitoring data. Alternative approaches to assessment of flow benefits may offer an improved pathway to adaptive management. We developed Bayesian statistical models to inform adaptive management of the threatened Australian grayling ( Prototroctes maraena ) in the coastal Thomson River, South-East Victoria Australia. The models assessed the importance of flows in spring and early summer (migration flows) for upstream dispersal and colonization of juveniles of this diadromous species. However, Australian grayling young-of-year were recorded in low numbers, and models provided no indication of the benefit of migration flows. To overcome this limitation, we applied the same models to young-of-year of a surrogate species (tupong— Pseudaphritis urvilli )—a more common diadromous species expected to respond to flow similarly to Australian grayling—and found strong positive responses to migration flows. Our results suggest two complementary approaches to supporting adaptive management of Australian grayling. First, refine monitoring approaches to allow direct measurement of effects of migration flows, a process currently under way. Second, while waiting for improved data, further investigate the use of tupong as a surrogate species. More generally, alternative approaches to assessment can improve knowledge to inform adaptive management, and this can occur while monitoring is being revised to directly target environmental responses of interest.
Environmental water managers must make best use of allocations, and adaptive management is one means of improving effectiveness of environmental water delivery. Adaptive management relies on generation of new knowledge from monitoring and evaluation, but it is often difficult to make clear inferences from available monitoring data. Alternative approaches to assessment of flow benefits may offer an improved pathway to adaptive management. We developed Bayesian statistical models to inform adaptive management of the threatened Australian grayling (Prototroctes maraena) in the coastal Thomson River, South-East Victoria Australia. The models assessed the importance of flows in spring and early summer (migration flows) for upstream dispersal and colonization of juveniles of this diadromous species. However, Australian grayling young-of-year were recorded in low numbers, and models provided no indication of the benefit of migration flows. To overcome this limitation, we applied the same models to young-of-year of a surrogate species (tupong-Pseudaphritis urvilli)-a more common diadromous species expected to respond to flow similarly to Australian grayling-and found strong positive responses to migration flows. Our results suggest two complementary approaches to supporting adaptive management of Australian grayling. First, refine monitoring approaches to allow direct measurement of effects of migration flows, a process currently under way. Second, while waiting for improved data, further investigate the use of tupong as a surrogate species. More generally, alternative approaches to assessment can improve knowledge to inform adaptive management, and this can occur while monitoring is being revised to directly target environmental responses of interest.
Author Reich, Paul
Webb, J. Angus
Stewardson, Michael J.
Stuart, Ivor G.
Koster, Wayne M.
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  givenname: Ivor G.
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BackLink https://www.ncbi.nlm.nih.gov/pubmed/28255729$$D View this record in MEDLINE/PubMed
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CitedBy_id crossref_primary_10_1002_rra_3575
crossref_primary_10_1007_s00267_017_0981_6
crossref_primary_10_1080_24705357_2016_1276418
crossref_primary_10_1111_fwb_13108
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Keywords Surrogate species
Cross-taxon response-indicator species
Adaptive management
Australian grayling
Environmental flows
Bayesian
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Snippet Environmental water managers must make best use of allocations, and adaptive management is one means of improving effectiveness of environmental water...
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StartPage 398
SubjectTerms Adaptive management
Allocations
Animals
Aquatic Pollution
Atmospheric Protection/Air Quality Control/Air Pollution
Bayes Theorem
Bayesian analysis
Colonization
Conservation of Water Resources
Dispersal
Earth and Environmental Science
Ecology
Eggs
Environment
Environmental Management
Environmental Monitoring - methods
Forestry Management
Mathematical models
Migration
Nature Conservation
Rivers
Salmonidae
Seasons
Species
Statistical analysis
Statistical models
Upstream
Victoria
Waste Water Technology
Water delivery
Water Management
Water Movements
Water Pollution Control
Title Make the Most of the Data You’ve Got: Bayesian Models and a Surrogate Species Approach to Assessing Benefits of Upstream Migration Flows for the Endangered Australian Grayling
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https://www.ncbi.nlm.nih.gov/pubmed/28255729
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https://search.proquest.com/docview/1874442845
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