Monitoring the Endangered wiliji (Petrogale lateralis kimberleyensis) on Nyikina Mangala Country (Western Australia) using camera traps
Tyrone H. Lavery




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Abstract
Nyikina Mangala Traditional Owners regard the Endangered wiliji (Petrogale lateralis kimberleyensis), and the rocky landscape it inhabits, as significant cultural entities. A cross-cultural partnership was established in 2012 between the Nyikina Mangala Rangers and WWF-Australia to look after the wiliji. In the aspect of the project described here, camera traps were used to investigate wiliji presence and condition. As one of the biocultural indicators of rocky country health, rangers wanted to estimate wiliji numbers to evaluate the effectiveness of threat management actions implemented to heal rocky country, such as right-way fire and feral predator control. Specialist data modelling support was provided by co-authored scientists to here produce the methods and results of this study within the broader context of assessing and helping to guide management of this important species.
To inform and refine the Nyikina Mangala Rangers’ wiliji management, through interpretation of a camera trap monitoring program.
Since 2012, Nyikina Mangala Rangers have collected camera trap data across three rocky outcrops on Country. Using these data, we estimated probabilities of detecting wiliji and co-occurring mammals at these sites. We calculated relative abundance indices for wiliji and used unmarked spatial capture recapture models to estimate abundance at one site (Malarabba) in three different years.
Detections of wiliji, langurru (Trichosurus vulpecula), and jamandi (Osphranter robustus) varied across the three outcrops. Between 18 and 45 nights were needed at different sites to be 95% certain that wiliji were not present. Our median wiliji abundance estimates at Malarabba were 75 (2018), 160 (2021), and 108 (2023). These corresponded with relative abundance indices. Lower abundance was detected following fire that burned more than 75% of Malarabba in November 2017 and 2023. Three wiliji predators, namely, dingo (Canis familiaris), feral cat (Felis catus), and red fox (Vulpes vulpes), were detected.
Abundance estimates for Malarabba fell either side of the only published estimate for this population (~100 individuals). Accuracy could be improved by determining specific model priors from wiliji movement data. Interpretation of these data have helped support and refine management.
Cross-cultural partnerships between Indigenous organisations, and non-Indigenous researchers can successfully deliver multiple objectives if carefully guided by Indigenous priorities. Camera traps present some key advantages for monitoring and managing wiliji (e.g. simultaneous collection of data on predators and competitors). This approach will benefit long-term conservation of wiliji, aligned with Traditional Owner aspirations to look after rocky country.
Keywords: Australia, capture–recapture, conservation, extinction, Healthy Country, mammal, rocky country, threatened, unmarked.
References
Austin BJ, Robinson CJ, Mathews D, Oades D, Wiggin A, Dobbs RJ, Lincoln G, Garnett ST (2019) An Indigenous-led approach for regional knowledge partnerships in the Kimberley Region of Australia. Human Ecology 47, 577-588.
| Crossref | Google Scholar |
Belder DJ, Pierson JC, Ikin K, Lindenmayer DB (2018) Beyond pattern to process: current themes and future directions for the conservation of woodland birds through restoration plantings. Wildlife Research 45, 473-489.
| Crossref | Google Scholar |
Belder DJ, Pierson JC, Ikin K, Blanchard W, Westgate MJ, Crane M, Lindenmayer DB (2019) Is bigger always better? Influence of patch attributes on breeding activity of birds in box-gum grassy woodland restoration plantings. Biological Conservation 236, 134-152.
| Crossref | Google Scholar |
Buckland ST, Anderson DR, Burnham KP, Laake JL, Borchers DL, Thomas L (2001) ‘Introduction to distance sampling: estimating abundance of biological populations.’ (Oxford University Press) 10.1093/oso/9780198506492.001.0001
Campbell BL, Gallagher RV, Ens EJ (2022) Expanding the biocultural benefits of species distribution modelling with Indigenous collaborators: case study from northern Australia. Biological Conservation 274, 109656.
| Crossref | Google Scholar |
Chandler RB, Royle JA (2013) Spatially explicit models for inference about density in unmarked or partially marked populations. The Annals of Applied Statistics 7, 936-954.
| Crossref | Google Scholar |
Cooke P, Fahey M, Ens EJ, Raven M, Clarke PA, Rossetto M, Turpin G (2022) Applying biocultural research protocols in ecology: insider and outsider experiences from Australia. Ecological Management & Restoration 23, 64-74.
| Crossref | Google Scholar |
DCCEEW (2020) Petrogale lateralis kimberleyensis in Species Profile and Threats Database. Department of Climate Change, Energy, the Environment and Water. Available at http://www.environment.gov.au/sprat [accessed 22 November 2020]
de Valpine P, Turek D, Paciorek CJ, Anderson-Bergman C, Lang DT, Bodik R (2017) Programming with models: writing statistical algorithms for general model structures with NIMBLE. Journal of Computational and Graphical Statistics 26, 403-413.
| Crossref | Google Scholar |
Eldridge MDB, Potter S (2019) Taxonomy of rock-wallabies, Petrogale (Marsupialia : Macropodidae). V. A description of two new subspecies of the black-footed rock-wallaby (Petrogale lateralis). Australian Journal of Zoology 67, 19-26.
| Crossref | Google Scholar |
Ens EJ, Pert P, Clarke PA, Budden M, Clubb L, Doran B, Douras C, Gaikwad J, Gott B, Leonard S, Locke J, Packer J, Turpin G, Wason S (2015) Indigenous biocultural knowledge in ecosystem science and management: review and insight from Australia. Biological Conservation 181, 133-149.
| Crossref | Google Scholar |
Fick SE, Hijmans RJ (2017) WorldClim 2: new 1-km spatial resolution climate surfaces for global land areas. International Journal of Climatology 37, 4302-4315.
| Crossref | Google Scholar |
Fiske I, Chandler R (2011) unmarked: an R package for fitting hierarchical models of wildlife occurrence and abundance. Journal of Statistical Software 43, 1-23.
| Crossref | Google Scholar |
Forsyth DM, Ramsey DSL, Woodford LP (2019) Estimating abundances, densities, and interspecific associations in a carnivore community. The Journal of Wildlife Management 83, 1090-1102.
| Crossref | Google Scholar |
Garnett ST, Burgess ND, Fa JE, Fernández-Llamazares Á, Molnár Z, Robinson CJ, Watson JEM, Zander KK, Austin B, Brondizio ES, Collier NF, Duncan T, Ellis E, Geyle H, Jackson MV, Jonas H, Malmer P, McGowan B, Sivongxay A, Leiper I (2018) A spatial overview of the global importance of Indigenous lands for conservation. Nature Sustainability 1, 369-374.
| Crossref | Google Scholar |
Garnett ST, Butchart SHM, Baker GB, Bayraktarov E, Buchanan KL, Burbidge AA, Chauvenet ALM, Christidis L, Ehmke G, Grace M, Hoccom DG, Legge SM, Leiper I, Lindenmayer DB, Loyn RH, Maron M, McDonald P, Menkhorst P, Possingham HP, Radford J, Reside AE, Watson DM, Watson JEM, Wintle B, Woinarski JCZ, Geyle HM (2019) Metrics of progress in the understanding and management of threats to Australian birds. Conservation Biology 33, 456-468.
| Crossref | Google Scholar | PubMed |
Gelman A, Rubin DB (1992) Inference from iterative simulation using multiple sequences. Statistical Science 7, 457-472.
| Crossref | Google Scholar |
Gilbert NA, Clare JDJ, Stenglein JL, Zuckerberg B (2021) Abundance estimation of unmarked animals based on camera-trap data. Conservation Biology 35, 88-100.
| Crossref | Google Scholar | PubMed |
Iannarilli F, Arnold TW, Erb J, Fieberg JR (2019) Using lorelograms to measure and model correlation in binary data: applications to ecological studies. Methods in Ecology and Evolution 10, 2153-2162.
| Crossref | Google Scholar |
Lavery TH, Alabai M, Esau T, Fuiberi S, Furina D, Johnson RN, Kekeubata E, MacLaren D, Waneagea J, Flannery TF (2020) Integrating traditional knowledge, science and conservation in the search for undescribed mammals on Malaita, Solomon Islands. Pacific Conservation Biology 26, 404-411.
| Crossref | Google Scholar |
Lavery TH, Eldridge M, Legge S, Pearson D, Southwell D, Woinarski JCZ, Woolley L-A, Lindenmayer D (2021) Threats to Australia’s rock-wallabies (Petrogale spp.) with key directions for effective monitoring. Biodiversity and Conservation 30, 4137-4161.
| Crossref | Google Scholar |
Legge S, Rumpff L, Garnett ST, Woinarski JCZ (2023) Loss of terrestrial biodiversity in Australia: magnitude, causation, and response. Science 381, 622-631.
| Crossref | Google Scholar | PubMed |
Leiper I, Zander KK, Robinson CJ, Carwadine J, Moggridge BJ, Garnett ST (2018) Quantifying current and potential contributions of Australian indigenous peoples to threatened species management. Conservation Biology 32, 1038-1047.
| Crossref | Google Scholar | PubMed |
Lindenmayer D, Woinarski J, Legge S, Southwell D, Lavery T, Robinson N, Scheele B, Wintle B (2020) A checklist of attributes for effective monitoring of threatened species and threatened ecosystems. Journal of Environmental Management 262, 110312.
| Crossref | Google Scholar |
Moorcroft H, Ignjic E, Cowell S, Goonack J, Mangolomara S, Oobagooma J, Karadada R, Williams D, Waina N (2012) Conservation planning in a cross-cultural context: the Wunambal Gaambera Healthy Country Project in the Kimberley, Western Australia. Ecological Management & Restoration 13, 16-25.
| Crossref | Google Scholar |
Moore HA, Valentine LE, Dunlop JA, Nimmo DG (2020a) The effect of camera orientation on the detectability of wildlife: a case study from north-western Australia. Remote Sensing in Ecology and Conservation 6, 546-556.
| Crossref | Google Scholar |
Moore HA, Champney JL, Dunlop JA, Valentine LE, Nimmo DG (2020b) Spot on: using camera traps to individually monitor one of the world’s largest lizards. Wildlife Research 47, 326-337.
| Crossref | Google Scholar |
Muhic J, Abbott E, Ward MJ (2012) The warru (Petrogale lateralis MacDonnell Ranges Race) reintroduction project on the Anangu Pitjantjatjara Yankunytjatjara Lands, South Australia. Ecological Management & Restoration 13, 89-92.
| Crossref | Google Scholar |
NESP TSR Hub (2019) Threatened species strategy year 3 scorecard – Black-footed Rock-wallaby. Australian Government, Canberra, ACT, Australia. Available at http://www.environment.gov.au/biodiversity/threatened/species/20-mammals-by-2020/black-footed-rock-wallaby
North Australia and Rangelands Fire Information (2024) Latest cloud conditions. Available at https://firenorth.org.au/nafi3/ [accessed 18 March 2024]
Pearson D (1997) Aboriginal involvement in the survey and management of rock-wallabies. Australian Mammalogy 19, 1249-2566.
| Google Scholar |
Pearson D (2013) Recovery plan for five species of rock wallabies: Black-footed rock wallaby (Petrogale lateralis), Rothschild rock wallaby (Petrogale rothschildi), Short-eared rock wallaby (Petrogale brachyotis), Monjon (Petrogale burbidgei) and Nabarlek (Petrogale concinna) 2012-2022. Department of Parks and Wildlife, Perth.
Pearson DJ, Kinnear JE (1996) A review of the distribution, status and conservation of rock-wallabies in Western Australia. Australian Mammalogy 19, 137-152.
| Crossref | Google Scholar |
Plummer M, Best N, Cowles K (2006) CODA: convergence diagnosis and output analysis for MCMC. Available at https://journal.r-project.org/articles/RN-2006-002/RN-2006-002.pdf
Potter S, Close RL, Taggart DA, Cooper SJB, Eldridge MDB (2014) Taxonomy of rock-wallabies, Petrogale (Marsupialia: Macropodidae). IV. Multifaceted study of the brachyotis group identifies additional taxa. Australian Journal of Zoology 62, 401-414.
| Crossref | Google Scholar |
R Core Team (2022) R: a language and environment for statistical computing. Available at https://www.R-project.org/
Ramsey DSL, Caley PA, Robley A (2015) Estimating population density from presence–absence data using a spatially explicit model. The Journal of Wildlife Management 79, 491-499.
| Crossref | Google Scholar |
Reed G, Brunet ND, Longboat S, Natcher DC (2021) Indigenous guardians as an emerging approach to indigenous environmental governance. Conservation Biology 35, 179-189.
| Crossref | Google Scholar | PubMed |
Renwick AR, Robinson CJ, Garnett ST, Leiper I, Possingham HP, Carwardine J (2017) Mapping Indigenous land management for threatened species conservation: an Australian case-study. PLoS ONE 12, e0173876.
| Crossref | Google Scholar |
Robinson CJ, Kong T, Coates R, Watson I, Stokes C, Pert P, McConnell A, Chen C (2021) Caring for Indigenous data to evaluate the benefits of indigenous environmental programs. Environmental Management 68, 160-169.
| Crossref | Google Scholar | PubMed |
Ruykys L, Ward MJ, Taggart DA, Breed WG (2011) Preliminary spatial behaviour of warru (Petrogale lateralis MacDonnell Ranges race) in the Anangu Pitjantjatjara Yankunytjatjara Lands, South Australia. Australian Mammalogy 33, 181-188.
| Crossref | Google Scholar |
Scheele BC, legge S, Blanchard W, Garnett S, Geyle H, Gillespie G, Harrison P, Lindenmayer D, Lintermans M, Robinson N, Woinarski J (2019) Continental-scale assessment reveals inadequate monitoring for threatened vertebrates in a megadiverse country. Biological Conservation 235, 273-278.
| Crossref | Google Scholar |
Schuster R, Germain RR, Bennett JR, Reo NJ, Arcese P (2019) Vertebrate biodiversity on indigenous-managed lands in Australia, Brazil, and Canada equals that in protected areas. Environmental Science & Policy 101, 1-6.
| Crossref | Google Scholar |
Service CN, Adams MS, Artelle KA, Paquet P, Grant LV, Darimont CT (2014) Indigenous knowledge and science unite to reveal spatial and temporal dimensions of distributional shift in wildlife of conservation concern. PLoS ONE 9, e101595.
| Crossref | Google Scholar |
Sollmann R, Mohamed A, Samejima H, Wilting A (2013) Risky business or simple solution – relative abundance indices from camera-trapping. Biological Conservation 159, 405-412.
| Crossref | Google Scholar |
Telfer WR, Garde MJ (2006) Indigenous knowledge of rock kangaroo ecology in Western Arnhem Land, Australia. Human Ecology 34, 379-406.
| Crossref | Google Scholar |
Telfer WR, Griffiths AD (2006) Dry-season use of space, habitats and shelters by the short-eared rock-wallaby (Petrogale brachyotis) in the monsoon tropics. Wildlife Research 33, 207-214.
| Crossref | Google Scholar |
Threatened Species Scientific Committee (2021) Conservation advice Petrogale lateralis kimberleyensis. Department of Agriculture, Water and the Environment, Canberra, ACT, Australia. Available at http://www.environment.gov.au/biodiversity/threatened/species/pubs/90832-conservation-advice-24062021.pdf
Tol P (2021) Colour Schemes. Technical note SRON/EPS/TN/09-002 3.2. SRON. Available at https://cran.r-project.org/web/packages/khroma/vignettes/tol.html
Turpin JM, White NE, Dunlop JA, Bamford MJ (2018) New populations of the black-flanked rock-wallaby (Petrogale lateralis) from the Little Sandy Desert and Murchison, Western Australia. Australian Mammalogy 40, 234-242.
| Crossref | Google Scholar |
Twining JP, McFarlane C, O’Meara D, O’Reilly C, Reyne M, Montgomery WI, Helyar S, Tosh DG, Augustine BC (2022) A comparison of density estimation methods for monitoring marked and unmarked animal populations. Ecosphere 13, e4165.
| Crossref | Google Scholar |
Ward Fear G, Rangers B, Pearson D, Bruton M, Shine R (2019) Sharper eyes see shyer lizards: collaboration with indigenous peoples can alter the outcomes of conservation research. Conservation Letters 12, e12643.
| Crossref | Google Scholar |
Wickham H, Chang W, Henry L, Pedersen TL, Takahashi K, Wilke C, Woo K, Yutani H, Dunnington D, Brand Tvd, Posit PBC (2024) ggplot2: create elegant data visualisations using the grammar of graphics. Available at https://cran.r-project.org/web/packages/ggplot2/index.html [accessed 12 April 2024]
Woinarski JCZ (2018) A framework for evaluating the adequacy of monitoring programs for threatened species. In ‘Monitoring threatened species and ecological communities’. (Eds S Legge, N Robinson, D Lindenmayer, B Scheele, D Southwell, B Wintle) pp. 13–20. (CSIRO Publishing: Melbourne, Vic, Australia)
Wysong ML, Gregory P, Watson AWT, Woolley L-A, Parker CW, Yawuru Country Managers, Karajarri Rangers, Nyikina Mangala Rangers (2022) Cross-cultural collaboration leads to greater understanding of the rare Spectacled Hare-wallaby in the west Kimberley, Western Australia. Ecological Management & Restoration 23, 139-149.
| Crossref | Google Scholar |
Ziembicki MR, Woinarski JCZ, Mackey B (2013) Evaluating the status of species using Indigenous knowledge: novel evidence for major native mammal declines in northern Australia. Biological Conservation 157, 78-92.
| Crossref | Google Scholar |
Zurba M, Beazley K, English E, Buchmann-Duck J (2019) Indigenous protected and conserved areas (IPCAs), Aichi target 11 and Canada’s pathway to target 1: focusing conservation on reconciliation. Land 8, 10.
| Crossref | Google Scholar |