Wolverines on the Move : A Multi‐Scale Analysis of Forest and Landscape Factors Influencing Wolverine Occurrence in Finland

Species distributions in forest-dominated landscapes are closely tied to vegetation structure and heterogeneity, which can varyacross spatial scales. As Fennoscandian wolverines recolonize their historical range in boreal forests, specific structural fea-tures linked to better resources, such as prey availability, cover, and suitable denning habitats, may promote occupancy in theseareas. We studied wolverine (Gulo gulo) occurrence in mainland Finland between 2009–2010 and 2018–2022. We conducted amulti-scale analysis using wildlife and field triangle data and Multi-Source National Forest Inventory (MS-NFI) remote sensingproducts. We applied generalized linear mixed models (GLMMs) to assess the influence of forest and landscape variables on theprobability of occurrence at two spatial scales: local (3.13 km radius) and landscape (20 km radius). Occupied and unoccupiedsites were distinguished by landscape fragmentation, tree volume, tree species composition, and distance to clearcuts. Sites weremore likely to become occupied when forests were less fragmented and had broadleaved trees, while the probability of occur-rence decreased if the total volume of trees was high or fresh clearcuts were in close proximity. Landscape scale seems to bemore relevant than local scale when studying the overall forest structure's impact on wolverine occurrence. Our findings providenew insights into the occurrence of wolverines in Finnish boreal forests and could be used to aid species conservation and forestmanagement planning.