Using automated content analysis to monitor global online trade in endemic reptile species

dc.contributor.authorRinne, Jooel
dc.contributor.authorKulkarni, Ritwik
dc.contributor.authorSoriano-Redondo, Andrea
dc.contributor.authorCorreia, Ricardo
dc.contributor.authorDi Minin, Enrico
dc.contributor.organizationfi=Turun yliopiston biodiversiteettiyksikkö|en=Biodiversity Unit of the University of Turku|
dc.contributor.organization-code1.2.246.10.2458963.20.85536774202
dc.converis.publication-id181727509
dc.converis.urlhttps://research.utu.fi/converis/portal/Publication/181727509
dc.date.accessioned2025-08-28T03:05:52Z
dc.date.available2025-08-28T03:05:52Z
dc.description.abstract<p><b>Aim:</b> Online reptile trade poses new challenges to species conservation and requires automated monitoring. Range-restricted and endemic reptile species are especially vulnerable to wildlife trade and unsustainable exploitation. In this study, we investigated the magnitude and geographic distribution of online trade of 96 endemic and range-restricted reptile species from the Lesser Antilles.</p><p><b>Location:</b> Global.</p><p><b>Methods:</b> We developed methods for automated collection, filtering and processing of wildlife trade content for the targeted species from publicly accessible online platforms.</p><p><b>Results:</b> We identified 599 relevant advertisements originating from 231 different advertisers and 41 websites focusing on 43 species. Species advertised included threatened species according to the International Union for the Conservation of Nature (IUCN) Red List and species listed in the Convention on International Trade in Endangered Species of Wild Fauna and Flora (CITES) Appendices. Among threatened species, five are Critically Endangered, three are Endangered and two are Vulnerable according to the IUCN Red List. Moreover, three of the six most advertised species were classified as Near Threatened. Germany was the country with the highest number of advertisements (<em>N</em>= 124), followed by the United States (<em>N</em>= 55), the Netherlands (<em>N</em>= 15) and United Kingdom (<em>N</em>= 15). Based on data from sale advertisements that included price and currency data, prices ranged from one to over a thousand Euros.</p><p><b>Main Conclusions:</b> We present a framework for automated analysis of online trade in reptiles that can be extended to other taxonomic groups. Our results highlight coun-tries, such as Germany and the United States, where enhanced monitoring actions would be important to assess the origin (i.e. captive bred or wild sourced individu-als) and the legality of the trade. Immediate conservation actions, such as population monitoring, are also needed to ensure wildlife trade is not threatening the persistence of endemic reptile populations in the wild.</p>
dc.identifier.eissn1472-4642
dc.identifier.jour-issn1366-9516
dc.identifier.olddbid210194
dc.identifier.oldhandle10024/193221
dc.identifier.urihttps://www.utupub.fi/handle/11111/50654
dc.identifier.urlhttps://doi.org/10.1111/ddi.13771
dc.identifier.urnURN:NBN:fi-fe2025082788593
dc.language.isoen
dc.okm.affiliatedauthorHenriques Correia, Ricardo
dc.okm.discipline1181 Ecology, evolutionary biologyen_GB
dc.okm.discipline1181 Ekologia, evoluutiobiologiafi_FI
dc.okm.internationalcopublicationinternational co-publication
dc.okm.internationalityInternational publication
dc.okm.typeA1 ScientificArticle
dc.publisherJohn Wiley and Sons Inc
dc.publisher.countryUnited Kingdomen_GB
dc.publisher.countryBritanniafi_FI
dc.publisher.country-codeGB
dc.relation.articlenumbere13771
dc.relation.doi10.1111/ddi.13771
dc.relation.ispartofjournalDiversity and Distributions
dc.relation.issue3
dc.relation.volume31
dc.source.identifierhttps://www.utupub.fi/handle/10024/193221
dc.titleUsing automated content analysis to monitor global online trade in endemic reptile species
dc.year.issued2025

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