COVID-19 has exacerbated concerns that algorithmic decision-making leads to discrimination against people of color. In a paper explaining why efforts to define algorithmic accountability have misfired, Robert Bartlett and three co-authors offer a workable definition rooted in Civil Rights Act case law addressing statistical discrimination.