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Great Basin LCC Webinar Series The Salmonid Population Viability Project: Developing decision-support tools to improve at-risk trout population management

Great Basin LCC Webinar Series · A recording of today’s webinar and slides from the presentation will be available at . . For more information on the Great Basin LCC webinar series

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Page 1: Great Basin LCC Webinar Series · A recording of today’s webinar and slides from the presentation will be available at . . For more information on the Great Basin LCC webinar series

Great Basin LCC Webinar SeriesThe Salmonid Population Viability Project: Developing decision-support tools to improve at-risk trout population management

Page 2: Great Basin LCC Webinar Series · A recording of today’s webinar and slides from the presentation will be available at . . For more information on the Great Basin LCC webinar series

The Salmonid Population Viability Project

Lahontan Cutthroat Trout

Page 3: Great Basin LCC Webinar Series · A recording of today’s webinar and slides from the presentation will be available at . . For more information on the Great Basin LCC webinar series

The Salmonid Population Viability Project Team

Seth Wenger, Doug Leasure, UGA River Basin Center

Helen Neville, Dan Dauwalter, Robin Bjork, Kurt Fesenmyer and Jean Barney, Trout Unlimited

Erin Landguth, University of Montana

Jason Dunham, Nate Chelgren, USGS

Dan Isaak, Charlie Luce & Zach Holden, USFS Rocky Mountain Research Station

Mary Peacock, University of Nevada-Reno

Page 4: Great Basin LCC Webinar Series · A recording of today’s webinar and slides from the presentation will be available at . . For more information on the Great Basin LCC webinar series

Acknowledgments: Funding

Page 5: Great Basin LCC Webinar Series · A recording of today’s webinar and slides from the presentation will be available at . . For more information on the Great Basin LCC webinar series

The motivation: better conservation planning

Managers of any species of conservation interest need to know things like:

Which populations are most likely to persist?

Which would benefit most from what management actions?

Where could we reintroduce?

How might climate change affect populations?

Page 6: Great Basin LCC Webinar Series · A recording of today’s webinar and slides from the presentation will be available at . . For more information on the Great Basin LCC webinar series

What we really want:

Quantitative estimates of population viability –

or, conversely, extinction risk

Understanding of major drivers of population

dynamics to identify management opportunities

National Wildlife Federation Wikkipedia

Page 7: Great Basin LCC Webinar Series · A recording of today’s webinar and slides from the presentation will be available at . . For more information on the Great Basin LCC webinar series

Quantitative estimates are necessary for

defensible management

“… the Court concludes that in the absence of evidence of

the current population level, the lack of projected decline in

that population, and the failure

to define an extinction threshold,

the evidence is insufficient to

support a finding that Arctic

ringed seals are threatened

with extinction in the foreseeable

future.”-District Court of Alaska,

vacating the listing of the Arctic

ringed seal under the ESA.

Page 8: Great Basin LCC Webinar Series · A recording of today’s webinar and slides from the presentation will be available at . . For more information on the Great Basin LCC webinar series

Pop

ula

tion

size

Population Viability Analysis (PVA)

Page 9: Great Basin LCC Webinar Series · A recording of today’s webinar and slides from the presentation will be available at . . For more information on the Great Basin LCC webinar series

We don’t use PVA as much as we could: why?

Data-intensive – 7-10 years of consecutive abundance

estimates are the minimum for each population

Each population is modeled separately. Limited options for

extrapolation across populations for an understanding of

landscape-scale influences

In alternative modeling approaches (e.g., RAMAS),

parameters* are defined from literature values – make limited

use of field data

*parts of the equation that define/constrain

behavior of populations, e.g. ‘population growth

rate’

Page 10: Great Basin LCC Webinar Series · A recording of today’s webinar and slides from the presentation will be available at . . For more information on the Great Basin LCC webinar series

In practice…

We often use surrogates, or rules of thumb

• Habitat size (Hilderbrand and Kershner 2000: 8-25 km)

• Land cover, land use

• Climate vulnerability

These surrogates may not be validated, and often

cannot be validated as related to actual viability

Part of TU’s Conservation Success

Index: assessment for prioritizing conservation

strategies

Page 11: Great Basin LCC Webinar Series · A recording of today’s webinar and slides from the presentation will be available at . . For more information on the Great Basin LCC webinar series

P3

P1

P4

P2

?

NPS.gov

We developed an alternative approach:

Multiple Population Viability Analysis (MPVA)

Statistical model

PVA on many populations at once

Models are fit using actual

observations of organisms (data)

across populations simultaneously

Simultaneous estimation lets us

borrow information to estimate

viability for populations with

little/no data

Allow us to explore which

variables across the landscape

most affect viability

Page 12: Great Basin LCC Webinar Series · A recording of today’s webinar and slides from the presentation will be available at . . For more information on the Great Basin LCC webinar series

The advantages

Models produce quantitative estimates of

viability – this is what we really want

Enable range-wide assessment of status – also

what we really want

Use all available *data*

Let us test effects of management actions

Applicable to any species with appropriate data;

not limited to fish

S. Walsh

Page 13: Great Basin LCC Webinar Series · A recording of today’s webinar and slides from the presentation will be available at . . For more information on the Great Basin LCC webinar series

Applying MPVA to Lahontan cutthroat trout (LCT)

Lahontan cutthroat trout are ideal for MPVA:

They are ESA listed, of high conservation interest

They are found mostly in small, isolated populations

They have been intensively sampled (lots of data)

(also applying to redband trout and Bonneville cutthroat

trout)

Page 14: Great Basin LCC Webinar Series · A recording of today’s webinar and slides from the presentation will be available at . . For more information on the Great Basin LCC webinar series

MPVA: A Hierarchical Model

Observation Model Sampling Model Process Model

Page 15: Great Basin LCC Webinar Series · A recording of today’s webinar and slides from the presentation will be available at . . For more information on the Great Basin LCC webinar series

MPVA: A Hierarchical Model

Observation Model Sampling Model Process Model

Field data: how

many fish are in

the sites we

sampled this

year?

Page 16: Great Basin LCC Webinar Series · A recording of today’s webinar and slides from the presentation will be available at . . For more information on the Great Basin LCC webinar series

Uses all field data

Observation Model Sampling Model Process Model

Pass 1: 10 fish

Pass 2: 7 fish

Pass 3: 2 fish

TOTAL caught: 19 fish

Year: 1995 How many fish did we miss?

Estimated # fish at site =

observed + unobserved

Depletion estimator

# o

f fi

sh

Page 17: Great Basin LCC Webinar Series · A recording of today’s webinar and slides from the presentation will be available at . . For more information on the Great Basin LCC webinar series

Uses all field data

Observation Model Sampling Model Process Model

Year: 1995 Depletion estimators often

assume unrealistic things -- like

same capture probability for

all passes -- and don’t

incorporate site-level

environmental variables

Pass 1: 10 fish

Pass 2: 7 fish

Pass 3: 2 fish

TOTAL caught: 19 fish

Page 18: Great Basin LCC Webinar Series · A recording of today’s webinar and slides from the presentation will be available at . . For more information on the Great Basin LCC webinar series

Uses all field data

Observation Model Sampling Model Process Model

Year: 1995 We’ve incorporated a data-

driven, site-level estimator of

capture probabity that includes

watershed size and flow, and

captures error

Pass 1: 10 fish

Pass 2: 7 fish

Pass 3: 2 fish

TOTAL caught: 19 fish

Page 19: Great Basin LCC Webinar Series · A recording of today’s webinar and slides from the presentation will be available at . . For more information on the Great Basin LCC webinar series

Uses data collected in various ways

Site Pass 1 Pass 2 Pass 3

A 10 7 2

B 23 12

C 12 1 0

1995

Pop

ula

tion

1 Site Pass 1 Pass 2 Pass 3

B 17

D 9 2 0

E 15 1

2001

Site Pass 1 Pass 2 Pass 3

A 14 7 6

B 0 0 0

C 9 8 0

1991

Pop

ula

tion

2 Site Pass 1 Pass 2 Pass 3

D 20

E 14 12 0

F 1 0

2010

… …

Page 20: Great Basin LCC Webinar Series · A recording of today’s webinar and slides from the presentation will be available at . . For more information on the Great Basin LCC webinar series

MPVA: A Hierarchical Model

Observation Model Sampling Model Process Model

Field data: how

many fish are in

the sites we

sampled this

year?

How big is the

population this

year?

Scales up site-level

information to estimate

population size, with error

Page 21: Great Basin LCC Webinar Series · A recording of today’s webinar and slides from the presentation will be available at . . For more information on the Great Basin LCC webinar series

MPVA: A Hierarchical Model

Observation Model Sampling Model Process Model

Field data: how

many fish are in

the sites we

sampled this

year?

How big is the

population this

year?

What happens

over time…

Scales up site-level

information to estimates of

population size

Uses relationships with

environmental and

biological influences to

predict over time

Page 22: Great Basin LCC Webinar Series · A recording of today’s webinar and slides from the presentation will be available at . . For more information on the Great Basin LCC webinar series

MPVA: A Hierarchical Model

Observation Model Sampling Model Process Model

Time (t)

Popula

tion S

ize (

N)

Page 23: Great Basin LCC Webinar Series · A recording of today’s webinar and slides from the presentation will be available at . . For more information on the Great Basin LCC webinar series

MPVA: A Hierarchical Model

Observation Model Sampling Model Process Model

Project

Forward

Extinction

Probability

Time (t)

Popula

tion S

ize (

N)

Page 24: Great Basin LCC Webinar Series · A recording of today’s webinar and slides from the presentation will be available at . . For more information on the Great Basin LCC webinar series

LCT data

given back to agency

partners

1982-2016

Field data from

NDOW

ODFW

CDFW

UNR

TU

Page 25: Great Basin LCC Webinar Series · A recording of today’s webinar and slides from the presentation will be available at . . For more information on the Great Basin LCC webinar series

Built a new database for LCT

given back to agency

partners

232 populations

69 FWS conservation populations

2,233 sampling sites

34,062 individual LCT

44,966 individual trout (including non-natives)

Information on eradications and reintroductions Have given this back to the

agencies – NDOW to host and

update

(Needed individual-level detail)

Page 26: Great Basin LCC Webinar Series · A recording of today’s webinar and slides from the presentation will be available at . . For more information on the Great Basin LCC webinar series

Habitat quality, flow, temperature, fire and non-native trout

Need environmental characteristics available for

all populations and relevant to fish:

Page 27: Great Basin LCC Webinar Series · A recording of today’s webinar and slides from the presentation will be available at . . For more information on the Great Basin LCC webinar series

Many of which can be captured with remote

sensing:

Ecological Forecasting

Page 28: Great Basin LCC Webinar Series · A recording of today’s webinar and slides from the presentation will be available at . . For more information on the Great Basin LCC webinar series

Covariates: Normalized Difference

Vegetation Index (Landsat, 1985-present)

1992 – Dry year 2011 – Wet year

NDVI: Active photosynthesis and vegetation

Page 29: Great Basin LCC Webinar Series · A recording of today’s webinar and slides from the presentation will be available at . . For more information on the Great Basin LCC webinar series

Covariates- Stream Temperature

Annual estimates

of mean August

stream

temperature for

every 1km stream

segment

Current and

future climate

conditions

Page 30: Great Basin LCC Webinar Series · A recording of today’s webinar and slides from the presentation will be available at . . For more information on the Great Basin LCC webinar series

Covariates- Flow

Page 31: Great Basin LCC Webinar Series · A recording of today’s webinar and slides from the presentation will be available at . . For more information on the Great Basin LCC webinar series

Covariates- Non-native trout

Project forward at

most recent density

Page 32: Great Basin LCC Webinar Series · A recording of today’s webinar and slides from the presentation will be available at . . For more information on the Great Basin LCC webinar series

Model output: 2045 Extinction Probability

**Note that any currently-

unoccupied waters are

identified as ‘extinct’, but the

viability of reintroduced LCT

can be evaluated in our user-

friendly simulation module

Page 33: Great Basin LCC Webinar Series · A recording of today’s webinar and slides from the presentation will be available at . . For more information on the Great Basin LCC webinar series

Management scenarios: what if

we…

Remove nonnatives?

Reintroduce LCT to a given habitat?

Remove fish from LCT population to restore another?

Improve flows, reduce temperatures?

Page 34: Great Basin LCC Webinar Series · A recording of today’s webinar and slides from the presentation will be available at . . For more information on the Great Basin LCC webinar series

Management scenarios

We have built a tool to let users examine these

alternatives.

http://trout.shinyapps.io/lahontanFull modelReal-time simulations

Page 35: Great Basin LCC Webinar Series · A recording of today’s webinar and slides from the presentation will be available at . . For more information on the Great Basin LCC webinar series

LCT Population Simulator

Page 36: Great Basin LCC Webinar Series · A recording of today’s webinar and slides from the presentation will be available at . . For more information on the Great Basin LCC webinar series

LCT Population Simulator

Page 37: Great Basin LCC Webinar Series · A recording of today’s webinar and slides from the presentation will be available at . . For more information on the Great Basin LCC webinar series

LCT Population Simulator

Page 38: Great Basin LCC Webinar Series · A recording of today’s webinar and slides from the presentation will be available at . . For more information on the Great Basin LCC webinar series

LCT Population Simulator

Page 39: Great Basin LCC Webinar Series · A recording of today’s webinar and slides from the presentation will be available at . . For more information on the Great Basin LCC webinar series

LCT Population Simulator

Page 40: Great Basin LCC Webinar Series · A recording of today’s webinar and slides from the presentation will be available at . . For more information on the Great Basin LCC webinar series

LCT Population Simulator

Page 41: Great Basin LCC Webinar Series · A recording of today’s webinar and slides from the presentation will be available at . . For more information on the Great Basin LCC webinar series

LCT Population Simulator

Page 42: Great Basin LCC Webinar Series · A recording of today’s webinar and slides from the presentation will be available at . . For more information on the Great Basin LCC webinar series

LCT Population Simulator

(Can enter negative numbers to look

at impact of removals from potential

source population)

Page 43: Great Basin LCC Webinar Series · A recording of today’s webinar and slides from the presentation will be available at . . For more information on the Great Basin LCC webinar series

LCT Population Simulator

Page 44: Great Basin LCC Webinar Series · A recording of today’s webinar and slides from the presentation will be available at . . For more information on the Great Basin LCC webinar series

LCT Population Simulator

Page 45: Great Basin LCC Webinar Series · A recording of today’s webinar and slides from the presentation will be available at . . For more information on the Great Basin LCC webinar series

LCT Population Simulator

Page 46: Great Basin LCC Webinar Series · A recording of today’s webinar and slides from the presentation will be available at . . For more information on the Great Basin LCC webinar series

LCT Population Simulator

Enables user-evaluation of management actions/priorities

http://trout.shinyapps.io/lahontan

Page 47: Great Basin LCC Webinar Series · A recording of today’s webinar and slides from the presentation will be available at . . For more information on the Great Basin LCC webinar series

LCT Population Simulator

Will are building a batch capacity to address needs for large-scale

recovery planning, e.g., “How does extinction risk change

rangewide/by GMU if we…”:

…remove all non-natives?

…experience X% warming across the range?

Page 48: Great Basin LCC Webinar Series · A recording of today’s webinar and slides from the presentation will be available at . . For more information on the Great Basin LCC webinar series

LCT Population Simulator

Models can/should be updated with new data on fish and covariates

(environmental influences)

Working with partners on planning and funding for future updating

Range-wide comparison of risk estimates with genetic metrics

Page 49: Great Basin LCC Webinar Series · A recording of today’s webinar and slides from the presentation will be available at . . For more information on the Great Basin LCC webinar series

Desert redband and Bonneville cutthroat trout to come…

Photo: CDFW

Photo: Wikipedia

Page 50: Great Basin LCC Webinar Series · A recording of today’s webinar and slides from the presentation will be available at . . For more information on the Great Basin LCC webinar series

Thanks! And now Jon Sjoberg…

Page 51: Great Basin LCC Webinar Series · A recording of today’s webinar and slides from the presentation will be available at . . For more information on the Great Basin LCC webinar series

THE SALMONID POPULATION VIABILITY PROJECT: DEVELOPING DECISION-SUPPORT TOOLS TO IMPROVE AT-RISK TROUT POPULATION MANAGEMENT

Helen Neville, [email protected]

Jon Sjoberg, [email protected]

A recording of today’s webinar and slides from the presentation will be available at www.GreatBasinLCC.org.

For more information on the Great Basin LCC webinar series contact:

John Tull, Science Coordinator, [email protected], (775) 861-6492

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