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Artificial intelligence may have cracked the code on certain tasks that typically require human smarts, but in order to learn, these algorithms need vast quantities of data that humans have produced. They hoover up that information, rummage around in search of commonalities and correlations, and then offer a classification or prediction (whether that lesion is cancerous, whether you’ll default on your loan) based on the patterns they detect. Yet they’re only as clever as the data they’re trained on, which means that our limitations—our biases, our blind spots, our inattention—become theirs as well.

The majority of AI systems used in commercial applications—the ones that mediate our access to services like jobs, credit, and loans— are proprietary, their algorithms and training data kept hidden from public view. That makes it exceptionally difficult for an individual to interrogate the decisions of a machine or to know when an algorithm, trained on historical examples checkered by human bias, is stacked against them. And forget about trying to prove that AI systems may be violating human rights legislation.

Data is essential to the operation of an AI system. And the more complicated the system—the more layers in the neural nets, to translate speech or identify faces or calculate the likelihood someone defaults on a loan—the more data must be collected.

America imprisons women in astonishing numbers. The population of women in state prisons has increased by more than eight hundred per cent in the past four decades. The number of women in local jails is fourteen times higher than it was in the nineteen-seventies; most of these women haven’t been convicted of a crime but are too poor to post bail while awaiting trial. The majority have been charged with low-level, nonviolent offenses, such as drug possession, shoplifting, and parole violations. The result is that more than a quarter of a million children in the U.S. have a mother in jail. One in nine black children has a parent who is, or has been, incarcerated.

The thing that connects people like David Duke, Richard Spencer, and anyone else we put under the white-power umbrella is a sense of imperiled whiteness. That has emerged as a very visceral, palpable thing over the past 10 or 15 years. Some segment of white Americans feel their world is under siege, and something needs to be done. That's the connection between efforts to restrict voting and the use of violence to intimidate certain groups of people.This notion of imperiled whiteness is as American as apple pie. It's more visible at some points in history than others. There was the rise of the Ku Klux Klan during Reconstruction, the anti-immigrant movement of the 1920s, the return of the Klan in the 1950s and '60s. The notion of whiteness, and white power, being at risk prompts people to do some really ugly, dehumanizing things.

What, if anything, can we do as a society to get a better handle on this?One solution would be teaching kids about race, history, and power in every grade, from elementary school to college. That way they could think critically about the subject, and when confronted with a particular theory about, say, what's driving immigration, they'd have tools to engage it, rather than accepting easier, more problematic explanations.

Since 2002, the US Department of Justice’s WEB Du Bois program has sponsored research fellowships on issues of race and criminal justice. During Republican and Democratic administrations, a diverse group of academics have carried the spirit of the noted sociologist and civil rights leader to the race challenges of the 21st century. Given the racial disparity endemic at every stage of the justice system the DoJ’s investigation of these issues has been praiseworthy. But with Jeff Sessions as attorney general exploring the roots of this injustice may now be compromised. In the recently released solicitation for the Du Bois fellowships the DoJ invited scholars to engage in research on five issues arising out of the “tough on crime” era that would make a student of the Du Bois legacy shudder. Whereas Du Bois is widely known for promoting the idea that “the problem of the 20th century is the problem of the color line”, the DoJ solicitation displays no interest in such high-profile issues as police killings of unarmed black men or the impact of mass incarceration on the African American community. Instead, “protecting police officers” is the only area of law enforcement prioritized by the DoJ. Another research priority, “enhancing immigration enforcement”, coming at a moment when barely disguised racist imagery accompanies those policies, seems particularly jarring when upheld in the name of a civil rights legend. The DoJ approach to research is unfortunately consistent with the misconstrued “law and order” agenda that Jeff Sessions has brought to his leadership. Within a month of taking office Sessions had rescinded the Obama-era decision to phase out federal contracting with private prisons. That initiative had been based in part on an inspector general’s finding that such prisons had higher levels of assault and safety concerns than public prisons.