Editor's Note: This ranking has been revised as of July 14, 2023. We removed 13 firms that were mistakenly included despite not falling within our methodology. Those firms were at the bottom of the list and did not impact the rankings. Separately, due to a weighting error for one underlying metric, 18 firms were improperly scored for that metric. Those scores have been updated and the rankings have been impacted as a result. Topline numbers and analysis of diversity data across all firms has not changed.