Citizen science biodiversity data can improve ecological modeling and conservation efforts.Imperfect detection of species during data collection is a challenge in ecological data.Occupancy models address imperfect detection by modeling observation and habitat selection processes separately.Spatial clustering algorithms for constructing sites yield better species distribution models.