science to inform adaptive management for ravens · 2017. 11. 6. · • impact state-wide maps...

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Science to Inform Adaptive Management for Ravens U.S. Geological Survey, Western Ecological Research Center Partners: Nevada Department of Wildlife, Idaho State University, Oregon State University

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  • Science to Inform Adaptive Management for Ravens

    U.S. Geological Survey, Western Ecological Research Center Partners: Nevada Department of Wildlife, Idaho State University, Oregon State University

  • Breeding Bird Survey Data

    Detected ravens at ~40% of surveys

    (BBS; Sauer and Link)

  • Breeding Bird Survey Data

    Detected ravens at ~80% of surveys

    Increased number of

    observations per detection

    (BBS; Sauer and Link)

  • Raven Population Growth within Great

    Basin BCR

    ~230% increase

    Raven Counts Currently: • Great Basin to >15 • Sonoran and Mojave to >10 • Coastal CA to >15 • Southern Rockies/Colorado

    Plateau to >20 No Decreases

  • William Boarman, USGS 0

    2

    4

    6

    8

    10

    1960 1970 1980 1990 2000 2010

    Year

    Co

    un

    t

    Raven Numbers

    300% Increase, 1966-2007

    n = 1,226 P < 0.001

    Sauer et al 2007

    Sauer et

    al. 2004

  • Unnatural Nest Substrate

  • Findings

    • 1-km increase in distance to power line decreased selection by 31%

    • 100-m increase in distance from edge decreased selections by 20%

  • • Included non-resident (non-breeding) ravens – selected at larger spatial scales

    • Effect of transmission line greatest within 2.2 km (4.5 km corridor)

    • Additive effects of energy infrastructure

    and altered land cover types

    Increased land cover edges, non-native vegetation, and patchiness

  • 73 41

    28

    21

    16

    27 38

    0

    10

    20

    30

    40

    50

    60

    70

    80

    Ju

    ve

    nile

    su

    rviv

    al (%

    )

    Nest distance to nearest anthropogenic resource (km)

    (χ2 = 16.8, P < 0.001)

    ANTHROPOGENIC RESOURCES INCREASE

    SURVIVAL TO DISPERSAL (CA)

    Webb et al. 2004 Condor 106:517-528

    9

  • Raven

    Populations

    Prey Population

    Vital Rate

    Habitats

    of Prey

    Anthropogenic

    Subsidies (e.g., food sources,

    nest substrate)

    Anthropogenic Factors Indirectly

    Affect Prey

  • Indirect Effect – Nest Predation

    Common Name

    Raven

    Impact #

    Sources

    Likely or

    Potential

    Raven

    Impact

    USESA (Year

    Listed) U.S. States

    Desert Tortoise Numerous High T (1980) T (CA, UT); S2 (AZ)

    Piping Plover Limited Low E / T* (1985) E (DE, MD, ME, NC, ND, NH, NJ), S2B (MT); T (CO,

    FL, GA, KS, MA, NE, NM, VA; CT, SD, TX); SP (AL)

    Greater Sage-Grouse Numerous High NL T (WA); S2 (ID); S3 (NV); SC (CO, UT)

    Roseate Tern Limited Low E/T^ (1987) Ex (MD); E (MA, ME, NC, NH, NJ, NY, CT); T (FL)

    Marbled Murrelet Numerous High T^^ (1992) E (CA); T (OR, WA)

    San Clemente Loggerhead Shrike Limited Unknown E (1977) NL

    California Condor Limited High E/T*** (1967) E (CA)

    Gunnison Sage-Grouse Limited High T (2014) SC (CO); T (UT)

    Greater Sandhill Crane Numerous High NL E (WA); T (CA); S3B (ID); SC (CO)

    California Least Tern Numerous High E (1970) E (CA, OR)

    Western Snowy Plover Numerous High T^^^ (1993) T (OR); SC (CO)

    Preliminary Information—Subject to Revision. Not for Citation or Distribution

    DRAFT

  • Common Raven 53% American

    Badger 25%

    Bobcat 3%

    Coyote 14%

    Long-Tailed Weasel

    5%

    Impacts on Sage-Grouse (9 years of video data)

    Literature: Coates et al. 2008. JFO 79:421–428. Lockyer et al. 2013. JFWM 4: 242 – 254. Casazza, USGS, unpublished

  • Sage-Grouse nest survival declines with increased raven numbers

  • Threshold of raven abundance

    Coates 2007

    ~0.4 ravens / km 2

    Ravens per transect

  • Resp. Covariate Estimate lower upper

    Ravens predation increases with less shrub cover

    95% CI

    • 1% decrease in shrub cover increased the odds of raven predation by 7.5%

    • 20–30% sagebrush cover and >40% total shrub cover Coates et al. 2010. JWM 74:240–248.

    Raven raven 0.23 0.11 0.41*

    shrub cover -0.08 -0.15 -0.02*

    grass 0.17 -0.63 0.41

    forb 0.16 -0.40 0.70

    understory 0.02 -0.04 0.08

    shrub height 0.00 -0.06 0.06

  • Important Interaction

  • Example of Science-based Adaptive Management Strategy

    Tier 1 –Maintain or improve

    habitat conditions that reduce

    predation

    Tier 2 – Reduce access to

    anthropogenic subsidies

    (concurrent with Tier 1 actions)

    Tier 3 – Lethal raven removal

    (concurrent with Tier 1 and 2 actions)

  • Example of Science-based Adaptive Management Strategy

    1. Course-scale site selection for targeted management actions

    2. Local-scale surveys at selected sites for density estimates

    3. Three-tiered management action approach

    4. Conduct post management monitoring

  • 1. Course-scale site selection for targeted management actions

    Informing management: Which areas of the state would benefit from raven management actions? Information Products: • State-wide map (course-scale) of raven occurrence map

    • State-wide map (course-scale) of raven density

    • Impact state-wide maps (prey distribution, raven density,

    and raven occurrence)

    Example

  • Surveyed sites = ~32 Surveys = >15,000 Survey with ravens = >11,000

    Preliminary Information—Subject to Revision. Not for Citation or Distribution

    1. Course-scale site selection for targeted management actions Example

    Preliminary State-wide Raven Occurrence Map

  • Preliminary Information—Subject to Revision. Not for Citation or Distribution

    • Land cover & vegetation – % Sagebrush, herbaceous, grassland, non-

    sagebrush shrubland, annual grasses, shrub height, sagebrush height, pinyon-juniper, forested, riparian, NDVI, wet meadow

    • Anthropogenic – Impervious (developed), road density,

    transmission lines (low, medium, high), cell and radio towers, agriculture, land ownership, county-level livestock density

    • Elevation & Topography – Elevation, topographic roughness, topographic

    radiation aspect index, heat load index, compound topographic index, topographic position index

    • Habitat edges – open vs. shrub habitat, agriculture vs. shrub

    habitat, forested & pj vs. shrub, forested & pj vs. open

    • Disturbance – Cumulative burned area (wildfire)

    • Hydrology – Streams, springs, water bodies, open water

    1. Course-scale site selection for targeted management actions Example

    Preliminary State-wide Raven Occurrence Map

    Elevation Developed

    Vegetation (NDVI) % Herbaceous

  • Preliminary Information—Subject to Revision. Not for Citation or Distribution

    DRAFT

    1. Course-scale site selection for targeted management actions Example

    Preliminary State-wide and Great Basin Raven Occurrence Map

  • Preliminary Information—Subject to Revision. Not for Citation or Distribution

    DRAFT

    1. Course-scale site selection for targeted management actions Example

    Preliminary State-wide and Great Basin Raven Occurrence Map

  • Preliminary Information—Subject to Revision. Not for Citation or Distribution

    DRAFT

    1. Course-scale site selection for targeted management actions Example

    Preliminary State-wide and Great Basin Raven Density Map

  • Preliminary Information—Subject to Revision. Not for Citation or Distribution

    DRAFT Sage-grouse Nesting Habitat (Coates et al. 2016)

    Index: Raven occurrence x density

    DRAFT

    1. Course-scale site selection for targeted management actions Example

    Preliminary State-wide Impact Map

  • Informing management: How to prioritize actions among sites? What is rationale for actions? At specific sites, where to start? Information Product: Develop standardized raven survey protocol

    o User-friendly interface to estimate densities annually

    across site and state-wide

    o User-friendly interface to generate site-specific raven maps and prey potential impact maps

    2. Local-scale surveys at selected sites for density estimates

    Example

  • 2. Local-scale surveys at selected sites for density estimates

    Example

    Preliminary Information—Subject to Revision. Not for Citation or Distribution

    DRAFT

  • Developing models and user-friendly interface for agencies to estimate density with confidence intervals

    2. Local-scale surveys at selected sites for density estimates Example

    EXAMPLE

    Preliminary Information—Subject to Revision. Not for Citation or Distribution

    DRAFT

    ~0.53 ravens per km2

  • 2. Local-scale surveys at selected sites for density estimates

    Example

    Examples of time-series estimates

    DRAFT DRAFT

    Preliminary Information—Subject to Revision. Not for Citation or Distribution

  • 3. Three-tiered management action approach

    Informing management: What evidence of potential impacts exist to assign management action? Information Products:

    • Predation thresholds for management use (inform tiers)

    o Raven density effects

    o Overlap between ravens and species of concern

    • Scientific findings to inform specific actions

    o Movement, space use patterns, and demography

    Example

  • Preliminary Information—Subject to Revision. Not for Citation or Distribution

    DRAFT Recent Population-level analysis: Sample sizes: • 14 sites

    • ~400 sage-

    grouse nests

    • ~12,000 raven surveys

    • 45 site/year nest survival and raven density estimates

    3. Three-tiered management action approach

    Previous Finding: Effect on sage-grouse nesting in NE Nevada ~0.4 ravens / km 2

    Example

    Science to Inform Management Actions (Thresholds)

  • Preliminary Information—Subject to Revision. Not for Citation or Distribution

    DRAFT

    Low raven density = increased variation in sage-grouse nest survival

    3. Three-tiered management action approach Example

    Science to Inform Management Actions (Thresholds)

  • Preliminary Information—Subject to Revision. Not for Citation or Distribution

    DRAFT

    3. Three-tiered management action approach Example

    Science to Inform Management Actions (Thresholds)

  • EXAMPLE

    Preliminary Information—Subject to Revision. Not for Citation or Distribution

    Informing Management Tiers (and site-specific actions) Based on: 1) empirical density estimate, confidence limit and intersection with effects threshold 2) intersection with species of concern maps

    ~0.4 ravens/km 2

    DRAFT

    3. Three-tiered management action approach Example

  • Developing model and user-friendly interface for agencies to develop spatially explicit maps for targeting areas for management actions

    Preliminary Information—Subject to Revision. Not for Citation or Distribution

    3. Three-tiered management action approach Example

    Specific Areas to Target for Management

    DRAFT DRAFT

    Local Scale Analysis

  • Developing model and user-friendly interface for agencies to develop spatially explicit maps for targeting areas for management actions

    Preliminary Information—Subject to Revision. Not for Citation or Distribution

    3. Three-tiered management action approach Example

    Specific Areas to Target for Management

    DRAFT DRAFT

    Local Scale Analysis

  • Preliminary Information—Subject to Revision. Not for Citation or Distribution

    Credit: Walter Wehtje

    Credit: Walter Wehtje

    Breeding Period Non-Breeding Period

    GPS Marked Individuals = 10 (objective = 30); Locations = 9,350 • Estimate seasonal utilization distributions for breeding and non-breeding seasons • Relate space use to sage-grouse nesting areas and anthropogenic subsidies

    3. Three-tiered management action approach Example

    Movement and Space Use Information

  • Informing Management: Are management actions beneficial? Is there variation in their effectiveness? When to stop actions? • Continue rapid survey assessment • Modify management actions based outcomes

    • Adjust plan to accommodate changes in raven numbers and use • Graduate sites out of action

    Preliminary Information—Subject to Revision. Not for Citation or Distribution

    4. Conduct post management monitoring Example

    Measuring Effectiveness of Actions

    Pre-management Post-management

    Pre Post

    Den

    sity

    (ra

    ven

    s /

    km 2

    )

    DRAFT

    DRAFT DRAFT

  • Preliminary Information—Subject to Revision. Not for Citation or Distribution

    4. Conduct post management monitoring Example

    Measuring Effectiveness of Actions

  • Preliminary Information—Subject to Revision. Not for Citation or Distribution

    Preliminary Abundance Estimates of Ravens

    Number of Ravens in sagebrush cover types across Great Basin ~145,000 Number in Nevada sage-grouse habitat ~40,000 Number across state ~110,000

    Sage-grouse spring habitat

  • Next Steps

    • Continue to improve state-wide occurrence, density, and impact maps

    • Develop user-friendly interface to generate local scale maps and density estimates with survey data

    • Incorporate new information on relationships between ravens, habitat and sage-grouse populations

    • Incorporate findings using GPS data to inform dispersal, movement patterns, and space use of ravens