Harnessing the Power of Recreational SCUBA Divers for Rockfish (Sebastes Spp.) Conservation
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Citizen Science Data Quality: Harnessing the Power of Recreational SCUBA Divers for Rockfish (Sebastes spp.) Conservation by Stefania M. Gorgopa B.Sc., University of British Columbia, 2011 A Thesis Submitted in Partial Fulfillment of the Requirements for the Degree of MASTER OF SCIENCE in the School of Environmental Studies Stefania M. Gorgopa, 2018 University of Victoria All rights reserved. This thesis may not be reproduced in whole or in part, by photocopy or other means, without permission of the author. ii Supervisory Committee Citizen Science Data Quality: Harnessing the Power of Recreational SCUBA Divers for Rockfish (Sebastes spp.) Conservation by Stefania M. Gorgopa B.Sc., University of British Columbia, 2011 Supervisory Committee Dr. John P. Volpe, Supervisor School of Environmental Studies Dr. Jason T. Fisher, Departmental Member School of Environmental Studies Dr. Natalie C. Ban, Departmental Member School of Environmental Studies iii Abstract Supervisory Committee Dr. John P. Volpe, Supervisor School of Environmental Studies Dr. Jason T. Fisher, Departmental Member School of Environmental Studies Dr. Natalie C. Ban, Departmental Member School of Environmental Studies Monitoring rare or elusive species can be especially difficult in marine environments, resulting in poor data density. SCUBA-derived citizen science data has the potential to improve data density for conservation. However, citizen science data quality may be perceived to be of low quality relative to professional data due to a lack of ‘expertise’ and increased observer variability. We evaluated the quality of data collected by citizen science scuba divers for rockfish (Sebastes spp.) conservation around Southern Vancouver Island, Canada. An information- theoretic approach was taken in two separate analyses to address the overarching question: ‘what factors are important for SCUBA-derived citizen science data quality?’. The first analysis identified predictors of variability in precision between paired divers. We found that professional scientific divers did not exhibit greater data precision than recreational divers. Instead, precision variation was best explained by study site and divers’ species identification or recreational training. A second analysis identified what observer and environmental factors correlated with higher resolution identifications (i.e. identified to the species level rather than family or genus). We found divers provided higher resolution identifications on surveys when they had high species ID competency and diving experience. Favorable conditions (high visibility and earlier in the day) also increased taxonomic resolution on dive surveys. With our findings, we are closer to realizing the full potential of citizen science to increase our capacity to monitor rare and elusive species. iv Table of Contents SUPERVISORY COMMITTEE ............................................................................................................... II ABSTRACT............................................................................................................................................... III TABLE OF CONTENTS ......................................................................................................................... IV LIST OF TABLES .................................................................................................................................... VI LIST OF FIGURES ................................................................................................................................. VII ACKNOWLEDGEMENTS .................................................................................................................. VIII CHAPTER 1. INTRODUCTION ......................................................................................................... 1 1.1 CONSERVATION CONTEXT .............................................................................................. 1 1.2 SOLUTIONS FOR MONITORING ........................................................................................ 1 1.3 THESIS STRUCTURE ......................................................................................................... 3 1.4 LITERATURE CITED ......................................................................................................... 5 CHAPTER 2. PRECISION IN ROVING DIVER SURVEYS OF ROCKFISH-FINFISH COMMUNITIES: RECOMMENDATIONS FOR CITIZEN SCIENCE .............................................. 9 2.1 ABSTRACT ....................................................................................................................... 9 2.2 INTRODUCTION .............................................................................................................. 10 2.3 METHODS ...................................................................................................................... 14 2.4 RESULTS ........................................................................................................................ 18 2.5 DISCUSSION ................................................................................................................... 21 2.6 CONCLUSION ................................................................................................................. 25 2.7 LITERATURE CITED ....................................................................................................... 26 2.8 FIGURES AND TABLES ................................................................................................... 33 CHAPTER 3. CITIZEN SCIENCE SCUBA DIVERS REQUIRE SPECIES IDENTIFICATION EXPERTISE FOR HIGH TAXONOMIC RESOLUTION ................................................................... 47 3.1 ABSTRACT ..................................................................................................................... 47 3.2 INTRODUCTION .............................................................................................................. 48 3.3 METHODS ...................................................................................................................... 50 3.4 RESULTS ........................................................................................................................ 53 3.5 DISCUSSION ................................................................................................................... 54 3.6 CONCLUSION ................................................................................................................. 58 3.7 LITERATURE CITED ....................................................................................................... 59 v 3.8 FIGURES AND TABLES ................................................................................................... 64 CHAPTER 4. CONCLUSION ............................................................................................................ 74 4.1 SUMMARY OF FINDINGS ................................................................................................ 74 4.2 IMPLEMENTING LONG TERM CITIZEN SCIENCE MONITORING...................................... 74 4.3 LITERATURE CITED ........................................................................................................ 77 APPENDIX A. SUMMARY OF FINFISH DATA ............................................................................. 78 APPENDIX B. INSTRUCTIONS FOR DIVER PARTICIPANTS .................................................. 90 APPENDIX C. DATA COLLECTION SHEET ................................................................................. 97 APPENDIX D. CERTIFICATE OF APPROVAL ............................................................................ 98 APPENDIX E. ANNUAL RENEWAL APPROVAL ....................................................................... 100 APPENDIX F. PARTICIPANT CONSENT .................................................................................... 101 APPENDIX G. SPECIES ID QUIZ SAMPLE QUESTIONS ......................................................... 104 APPENDIX H. DIVER PAIR PRECISION ...................................................................................... 106 APPENDIX I. SPECIES LIST .......................................................................................................... 108 vi List of Tables Table 2.1. Summary of site characteristics and sampling effort ................................................... 34 Table 2.2. Raw single-diver variables collected for diver-pair precision models. ....................... 35 Table 2.3. Single-diver variables were transformed for use in diver-pair precision models. ....... 37 Table 2.4 Single-covariate models split into candidate sets according to module. ...................... 39 Table 2.5. Diver-pair precision model selection ........................................................................... 43 Table 2.6. Lists evidence ratios..................................................................................................... 44 Table 2.7. Parameter estimates ..................................................................................................... 44 Table 3.1. Summary of site attributes and sampling effort ........................................................... 64 Table 3.2. List of taxa reported ..................................................................................................... 65 Table 3.3. Independent variables used in proportion-high-resolution-identifications models. .... 67 Table 3.4. Parameter estimates of