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Quantifying the long‐term population trajectory of species and the factors affecting these trends is a fundamental part of animal conservation. We describe the results of a long‐term investigation of temporal changes in the occurrence of arboreal marsupials in the wet eucalypt forests of south‐eastern Australia. The assemblage includes habitat specialists such as the vulnerable greater glider Petauroides volans and the critically endangered Leadbeater’s possum Gymnobelideus leadbeateri, as well as common and widespread taxa. Using data gathered between 1997 and 2018, we quantified relationships between site occupancy of four marsupial species and spatio‐temporal site and landscape‐level variables, including the number of hollow‐bearing trees at a site, and the extent of fire and logging in the surrounding landscape. We found evidence that: (1) The number of hollow‐bearing trees (which are critical …