Global Ecology and Conservation (Oct 2019)
Pangolins in global camera trap data: Implications for ecological monitoring
- Hannah Khwaja,
- Claire Buchan,
- Oliver R. Wearn,
- Laila Bahaa-el-din,
- Drew Bantlin,
- Henry Bernard,
- Robert Bitariho,
- Torsten Bohm,
- Jimmy Borah,
- Jedediah Brodie,
- Wanlop Chutipong,
- Byron du Preez,
- Alex Ebang-Mbele,
- Sarah Edwards,
- Emilie Fairet,
- Jackson L. Frechette,
- Adrian Garside,
- Luke Gibson,
- Anthony Giordano,
- Govindan Veeraswami Gopi,
- Alys Granados,
- Sanjay Gubbi,
- Franziska Harich,
- Barbara Haurez,
- Rasmus W. Havmøller,
- Olga Helmy,
- Lynne A. Isbell,
- Kate Jenks,
- Riddhika Kalle,
- Anucha Kamjing,
- Daphawan Khamcha,
- Cisquet Kiebou-Opepa,
- Margaret Kinnaird,
- Caroline Kruger,
- Anne Laudisoit,
- Antony Lynam,
- Suzanne E. Macdonald,
- John Mathai,
- Julia Metsio Sienne,
- Amelia Meier,
- David Mills,
- Jayasilan Mohd-Azlan,
- Yoshihiro Nakashima,
- Helen C. Nash,
- Dusit Ngoprasert,
- An Nguyen,
- Tim O’Brien,
- David Olson,
- Christopher Orbell,
- John Poulsen,
- Tharmalingam Ramesh,
- DeeAnn Reeder,
- Rafael Reyna,
- Lindsey N. Rich,
- Johanna Rode-Margono,
- Francesco Rovero,
- Douglas Sheil,
- Matthew H. Shirley,
- Ken Stratford,
- Niti Sukumal,
- Saranphat Suwanrat,
- Naruemon Tantipisanuh,
- Andrew Tilker,
- Tim Van Berkel,
- Leanne K. Van der Weyde,
- Matthew Varney,
- Florian Weise,
- Ingrid Wiesel,
- Andreas Wilting,
- Seth T. Wong,
- Carly Waterman,
- Daniel W.S. Challender
Affiliations
- Hannah Khwaja
- IUCN SSC Pangolin Specialist Group, ℅ Zoological Society of London, Regents Park, London, NW1 4RY, UK; The North of England Zoological Society / Chester Zoo, Cedar House, Caughall Road, Chester, CH2 1LH, UK; Corresponding author. IUCN SSC Pangolin Specialist Group, ℅ Zoological Society of London, Regents Park, London, NW1 4RY, UK.
- Claire Buchan
- IUCN SSC Pangolin Specialist Group, ℅ Zoological Society of London, Regents Park, London, NW1 4RY, UK; School of Environmental Sciences, University of East Anglia, Norwich, NR4 7TJ, UK; Corresponding author. IUCN SSC Pangolin Specialist Group, ℅ Zoological Society of London, Regents Park, London, NW1 4RY, UK.
- Oliver R. Wearn
- Institute of Zoology, Zoological Society of London, Regent's Park, London, NW1 4RY, UK
- Laila Bahaa-el-din
- School of Life Sciences, University of KwaZulu-Natal, Durban, 4000, South Africa
- Drew Bantlin
- Carnivore Coexistence Lab, Nelson Institute for Environmental Studies, University of Wisconsin-Madison, 122 Science Hall, 550 North Park Street, Madison, WI, 53706, USA
- Henry Bernard
- Institute for Tropical Biology and Conservation, Universiti Malaysia Sabah, Jalan UMS, 88400, Kota Kinabalu, Sabah, Malaysia
- Robert Bitariho
- Institute of Tropical Forest Conservation, Kabale, Uganda
- Torsten Bohm
- Leibniz Institute for Zoo and Wildlife Research (IZW), Alfred-Kowalke-Straße 17, 10315, Berlin, Germany; African Parks, POB: 62, Brazzaville, Republic of the Congo
- Jimmy Borah
- WWF-India, 172 B, Lodhi Estate, New Delhi, 110003, India; Panthera, 8 West 40th Street, 18th Floor, NY, 10018, USA
- Jedediah Brodie
- Division of Biological Sciences, Wildlife Biology Program, University of Montana, 32 Campus Drive, Missoula, MT, 59812, USA
- Wanlop Chutipong
- Conservation Ecology Program, King Mongkut's University of Technology Thonburi, 49 Thakham, Bangkhuntien, Bangkok, 10150, Thailand
- Byron du Preez
- PO Box CH254, Chisipite, Harare, Zimbabwe
- Alex Ebang-Mbele
- Agence Nationale des Parcs Nationaux (ANPN) Kalikak, BP20379, Libreville, Gabon
- Sarah Edwards
- Leibniz Institute for Zoo and Wildlife Research (IZW), Alfred-Kowalke-Straße 17, 10315, Berlin, Germany; The Society for Environmental Exploration / Frontier, 50-52, Rivington Street, London, EC2A 3QP, UK
- Emilie Fairet
- Wildlife Conservation Society Congo, 151 Avenue du General de Gaulle, BP, 14537, Brazzaville, Republic of the Congo
- Jackson L. Frechette
- Conservation International, 3rd Floor, Building F, Room, 371, Phnom Penh Center, Phnom Penh, Cambodia
- Adrian Garside
- Department of Biology, Bucknell University, Lewisburg, PA, 17837, USA
- Luke Gibson
- School of Environmental Science and Engineering, Southern University of Science and Technology, Shenzhen, China
- Anthony Giordano
- The Society for the Preservation of Endangered Carnivores & their International Ecological Study, P.O. Box 7403, Ventura, CA, 93006, USA
- Govindan Veeraswami Gopi
- Wildlife Institute of India, PO Box 18, Chandrabani, Dehra Dun, 248 001, Uttarakhand, India
- Alys Granados
- Biodiversity Research Centre, University of British Columbia, 2212 Main Mall, Vancouver, British Columbia, V6T 1Z4, Canada
- Sanjay Gubbi
- Nature Conservation Foundation, 1311 Amritha, 12th Main, Vijayanagar 1st Stage, Mysore, 570 017, India
- Franziska Harich
- University of Hohenheim, Department of Agroecology in the Tropics and Subtropics (490f), Garbenstr. 13, 70599, Stuttgart, Germany
- Barbara Haurez
- Forest Is Life, Gembloux Agro-Bio Tech, University of Liège, Passage des Déportés 2, 5030, Gembloux, Belgium
- Rasmus W. Havmøller
- Center for Macroecology, Evolution & Climate, Natural History Museum of Denmark, University of Copenhagen, Universitetsparken 15, 2100, OE, Copenhagen, Denmark; Department of Anthropology, University of California-Davis, One Shields Ave, Davis, CA, 95616, USA
- Olga Helmy
- Division of Biological Sciences, Wildlife Biology Program, University of Montana, 32 Campus Drive, Missoula, MT, 59812, USA
- Lynne A. Isbell
- Department of Anthropology, University of California-Davis, One Shields Ave, Davis, CA, 95616, USA
- Kate Jenks
- Smithsonian Conservation Biology Institute, National Zoological Park, Front Royal, VA, USA
- Riddhika Kalle
- Sálim Ali Centre for Ornithology and Natural History, Anaikatty, Coimbatore, Tamil Nadu, 641108, India
- Anucha Kamjing
- Conservation Ecology Program, King Mongkut's University of Technology Thonburi, 49 Thakham, Bangkhuntien, Bangkok, 10150, Thailand
- Daphawan Khamcha
- Conservation Ecology Program, King Mongkut's University of Technology Thonburi, 49 Thakham, Bangkhuntien, Bangkok, 10150, Thailand
- Cisquet Kiebou-Opepa
- Wildlife Conservation Society Congo, 151 Avenue du General de Gaulle, BP, 14537, Brazzaville, Republic of the Congo; Tropical Ecology Assessment and Monitoring (TEAM) Network, USA
- Margaret Kinnaird
- World Wide Fund for Nature, The Mvuli House, Mvuli Road, Westlands, Nairobi, Kenya
- Caroline Kruger
- Mogalakwena Research Centre, Limpopo Province, South Africa
- Anne Laudisoit
- EcoHealth Alliance, 460 West 34th Street - Ste. 1701, New York, NY, 10001-2320, USA
- Antony Lynam
- Wildlife Conservation Society – Center for Global Conservation, 2300 Southern Boulevard, Bronx, NY, 10460, USA
- Suzanne E. Macdonald
- Department of Psychology, York University, Toronto, Ontario, Canada
- John Mathai
- Leibniz Institute for Zoo and Wildlife Research (IZW), Alfred-Kowalke-Straße 17, 10315, Berlin, Germany; Faculty of Resource Science and Technology, Universiti Malaysia Sarawak, 94300, Kota Samarahan, Sarawak, Malaysia
- Julia Metsio Sienne
- Vegetation Science and Nature Conservation Group, Carl von Ossietzky University, 26111, Oldenburg, Germany; Gessner Landschaftsökologie, Im Ermesgraben 3, 54338, Schweich, Germany
- Amelia Meier
- Nicholas School of the Environment, Duke University, Durham, NC, 27708, USA
- David Mills
- School of Life Sciences, University of KwaZulu-Natal, Durban, 4000, South Africa; Panthera, 8 West 40th Street, 18th Floor, NY, 10018, USA
- Jayasilan Mohd-Azlan
- Faculty of Resource Science and Technology, Universiti Malaysia Sarawak, 94300, Kota Samarahan, Sarawak, Malaysia
- Yoshihiro Nakashima
- College of Bioresource Science, Nihon University, Fujisawa, Kanagawa, Japan
- Helen C. Nash
- IUCN SSC Pangolin Specialist Group, ℅ Zoological Society of London, Regents Park, London, NW1 4RY, UK; National University of Singapore, 14 Science Drive 4, 117543, Singapore
- Dusit Ngoprasert
- Conservation Ecology Program, King Mongkut's University of Technology Thonburi, 49 Thakham, Bangkhuntien, Bangkok, 10150, Thailand
- An Nguyen
- Leibniz Institute for Zoo and Wildlife Research (IZW), Alfred-Kowalke-Straße 17, 10315, Berlin, Germany; Global Wildlife Conservation, Global Wildlife Conservation, 500 N Capital of Texas, Austin, TX, USA
- Tim O’Brien
- Wildlife Conservation Society – Center for Global Conservation, 2300 Southern Boulevard, Bronx, NY, 10460, USA
- David Olson
- Institute of Zoology, Zoological Society of London, Regent's Park, London, NW1 4RY, UK
- Christopher Orbell
- Panthera, 8 West 40th Street, 18th Floor, NY, 10018, USA; School of Biological and Environmental Sciences, University of Stirling, Stirling FK9 4LA, Scotland, United Kingdom
- John Poulsen
- Nicholas School of the Environment, Duke University, Durham, NC, 27708, USA
- Tharmalingam Ramesh
- Sálim Ali Centre for Ornithology and Natural History, Anaikatty, Coimbatore, Tamil Nadu, 641108, India
- DeeAnn Reeder
- Department of Biology, Bucknell University, Lewisburg, PA, 17837, USA
- Rafael Reyna
- El Colegio de la Frontera Sur (ECOSUR), Av. Rancho Polígono 2-A, Ciudad Industrial, 24500, Lerma Campeche, Camp, Mexico
- Lindsey N. Rich
- Department of Fish and Wildlife Conservation, 318 Cheatham Hall, Virginia Tech, Blacksburg, VA, 24061-0321, USA
- Johanna Rode-Margono
- The North of England Zoological Society / Chester Zoo, Cedar House, Caughall Road, Chester, CH2 1LH, UK
- Francesco Rovero
- MUSE - Museo delle Scienze, Corso del Lavoro e della Scienza 3, 38122, Trento, Italy; Department of Biology, University of Florence, Via Madonna del Piano 6, 50019, Sesto Fiorentino, Italy
- Douglas Sheil
- Faculty of Environmental Sciences and Natural Resource Management (MINA), Norwegian University of Life Sciences (NMBU), Box 5003, 1432, Ås, Norway
- Matthew H. Shirley
- Tropical Conservation Institute, Florida International University, 11200 SW 8th Street, ECS 314, Miami, FL, 33199, USA
- Ken Stratford
- Ongava Research Centre, 102A Nelson Mandela Avenue, Klein Windhoek, Windhoek, Namibia
- Niti Sukumal
- Conservation Ecology Program, King Mongkut's University of Technology Thonburi, 49 Thakham, Bangkhuntien, Bangkok, 10150, Thailand
- Saranphat Suwanrat
- Department of Biology, Faculty of Science, Silpakorn University, Sanam Chandra Palace Campus, 6 Rajamankha Nai Road, Amphoe Muang, Nakhon Pathom Province, 73000, Thailand
- Naruemon Tantipisanuh
- Conservation Ecology Program, King Mongkut's University of Technology Thonburi, 49 Thakham, Bangkhuntien, Bangkok, 10150, Thailand
- Andrew Tilker
- Leibniz Institute for Zoo and Wildlife Research (IZW), Alfred-Kowalke-Straße 17, 10315, Berlin, Germany; Global Wildlife Conservation, Global Wildlife Conservation, 500 N Capital of Texas, Austin, TX, USA
- Tim Van Berkel
- Heart of Borneo Project, 16 Whinney Knowe, North Queensferry, Inverkeithing, KY11, 1JL, UK
- Leanne K. Van der Weyde
- Cheetah Conservation Botswana, B5-Kgale Siding Office Park, Gaborone, Botswana
- Matthew Varney
- Fauna & Flora International, David Attenborough Building, Pembroke Street, Cambridge, CB2 3QZ, UK
- Florian Weise
- N/a'an ku sê Research Programme, P.O. Box 99292, Windhoek, Namibia
- Ingrid Wiesel
- Brown Hyena Research Project, P.O. Box 739, Lüderitz, 9000, Namibia
- Andreas Wilting
- Leibniz Institute for Zoo and Wildlife Research (IZW), Alfred-Kowalke-Straße 17, 10315, Berlin, Germany
- Seth T. Wong
- Leibniz Institute for Zoo and Wildlife Research (IZW), Alfred-Kowalke-Straße 17, 10315, Berlin, Germany
- Carly Waterman
- IUCN SSC Pangolin Specialist Group, ℅ Zoological Society of London, Regents Park, London, NW1 4RY, UK; Conservation Programmes, Zoological Society of London, Regents Park, London NW1 4RY, UK
- Daniel W.S. Challender
- IUCN SSC Pangolin Specialist Group, ℅ Zoological Society of London, Regents Park, London, NW1 4RY, UK; Department of Zoology and Oxford Martin School, University of Oxford, Zoology Research and Administration Building, 11a Mansfield Road, Oxford, OX1 3SZ, UK
- Journal volume & issue
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Vol. 20
Abstract
Despite being heavily exploited, pangolins (Pholidota: Manidae) have been subject to limited research, resulting in a lack of reliable population estimates and standardised survey methods for the eight extant species. Camera trapping represents a unique opportunity for broad-scale collaborative species monitoring due to its largely non-discriminatory nature, which creates considerable volumes of data on a relatively wide range of species. This has the potential to shed light on the ecology of rare, cryptic and understudied taxa, with implications for conservation decision-making. We undertook a global analysis of available pangolin data from camera trapping studies across their range in Africa and Asia. Our aims were (1) to assess the utility of existing camera trapping efforts as a method for monitoring pangolin populations, and (2) to gain insights into the distribution and ecology of pangolins. We analysed data collated from 103 camera trap surveys undertaken across 22 countries that fell within the range of seven of the eight pangolin species, which yielded more than half a million trap nights and 888 pangolin encounters. We ran occupancy analyses on three species (Sunda pangolin Manis javanica, white-bellied pangolin Phataginus tricuspis and giant pangolin Smutsia gigantea). Detection probabilities varied with forest cover and levels of human influence for P. tricuspis, but were low (<0.05) for all species. Occupancy was associated with distance from rivers for M. javanica and S. gigantea, elevation for P. tricuspis and S. gigantea, forest cover for P. tricuspis and protected area status for M. javanica and P. tricuspis. We conclude that camera traps are suitable for the detection of pangolins and large-scale assessment of their distributions. However, the trapping effort required to monitor populations at any given study site using existing methods appears prohibitively high. This may change in the future should anticipated technological and methodological advances in camera trapping facilitate greater sampling efforts and/or higher probabilities of detection. In particular, targeted camera placement for pangolins is likely to make pangolin monitoring more feasible with moderate sampling efforts. Keywords: Camera trap, Detection, Occupancy modelling, Pangolin, Macroecology, Monitoring