This work examines accuracy rates and error modes for local ancestry inference (LAI) using simulated admixed cohorts. Our findings inform best practices for high-quality LAI, which is vital for genomics applications in admixed populations. We further highlight the need for increased inclusion of underrepresented populations in reference panels.