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Spatially explicit power analysis for detecting occupancy trends for multiple species.

Darren M Southwell1, Luke D Einoder2, Jose J Lahoz-Monfort1

  • 1Quantitive and Applied Ecology Group, School of BioSciences, University of Melbourne, Melbourne, Victoria, 3010, Australia.

Ecological Applications : a Publication of the Ecological Society of America
|June 13, 2019
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Summary

A new simulation framework enhances wildlife monitoring by assessing statistical power to detect population changes. This tool aids in designing effective conservation strategies for multiple species, improving detection of occupancy trends.

Keywords:
Kakaduoccupancyoptimal monitoringpopulation declinessimulationspatially explicit power analysisspecies distribution modelingstatistical power

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Area of Science:

  • Ecology
  • Conservation Biology
  • Statistical Modeling

Background:

  • Designing effective wildlife monitoring programs requires assessing statistical power to detect population changes.
  • Existing methods often overlook spatial explicit analysis and dynamic landscape factors.

Purpose of the Study:

  • To develop a spatially explicit simulation framework for statistical power analysis in biological monitoring programs.
  • To evaluate the power of detecting temporal occupancy trends for multiple species under various scenarios.

Main Methods:

  • Developed a simulation framework using raster layers for occupancy and detectability.
  • Modeled changes in occupancy over space and time, including stochastic disturbances.
  • Estimated power to detect occupancy trends across landscapes and management units for specified monitoring designs.

Main Results:

  • Power to detect trends was sensitive to occupancy changes, detectability, initial occupancy, and species rarity.
  • 80% power to detect a 50% occupancy decline was achieved for 22% of species over 15 years.
  • 80% power to detect a 50% occupancy increase was achieved for 87% of species.
  • Camera trapping improved power to detect mammal occupancy declines by 63% compared to live trapping.

Conclusions:

  • The framework provides a flexible tool for designing and evaluating monitoring programs for numerous species.
  • It explicitly considers species distribution and alternative sampling methods for informed conservation decisions.
  • The study highlights the importance of power analysis in optimizing wildlife monitoring efforts.