Comparing the suitability of classified land cover data and remote sensing variables for modeling distribution patterns of plants

•We compared the suitability of categorical land cover and continuous remote sensing data.•Thematic detail had more impact on model performance than spatial resolution.•Remote sensing data were significantly better model predictors.•Species distribution models using land cover data overestimated distribution ranges.•We summarized the main factors influencing the suitability of land cover data.