Range maps often overestimate species occupancy, leading to errors in estimating species richness patterns. By simulating range maps and occupancy patterns, researchers found that uncertainty is lowest with moderately fine map resolutions, geographically restricted ranges, widespread species with enhanced occupancy data, and capturing relevant biological and environmental heterogeneity. Improving data for widespread species and selecting appropriate map resolutions can enhance the accuracy of species richness patterns.