RT Journal Article SR Electronic T1 Existing caribou habitat and demographic models are poorly suited for Ring of Fire impact assessment: A roadmap for improving the usefulness, transparency, and availability of models for conservation JF bioRxiv FD Cold Spring Harbor Laboratory SP 2022.06.01.494350 DO 10.1101/2022.06.01.494350 A1 Matt Dyson A1 Sarah Endicott A1 Craig Simpkins A1 Julie W. Turner A1 Stephanie Avery-Gomm A1 Cheryl A. Johnson A1 Mathieu Leblond A1 Eric Neilson A1 Rob Rempel A1 Philip Wiebe A1 Jennifer L. Baltzer A1 Frances E.C. Stewart A1 Josie Hughes YR 2022 UL http://biorxiv.org/content/early/2022/06/03/2022.06.01.494350.abstract AB Environmental impact assessments often rely on best available information, which may include models that were not designed for purpose and are not accompanied by an assessment of limitations. We reproduced available models of boreal woodland caribou resource selection and demography and evaluated their suitability for projecting impacts of development in the Ring of Fire (RoF) on boreal caribou in the Missisa range (Ontario, Canada). The specificity of the resource selection model limited usefulness for predicting impacts, and high variability in model coefficients among ranges suggests responses vary with habitat availability. The aspatial demographic model projects decreasing survival and recruitment with increasing disturbance, but high variability among populations implies the importance of these impacts depends on the status of the Missisa population, which is not known. New models that are designed for forecasting the cumulative effects of development and climate change are required to inform RoF decisions. To demonstrate how open-source tools and reproducible workflows can improve the transparency and reusability of models we developed an R package for data preparation, resource selection, and demographic calculations. Open-source tools, reproducible workflows, and reuseable forecasting models can improve our collective ability to inform wildlife management decisions in a timely manner.Competing Interest StatementRob Rempel is principal of FERIT Consulting