By The President’s Science Advisor and Director of the White House Office of Science & Technology Policy (OSTP) Dr. Eric Lander and OSTP Deputy Director for Science & Society Dr. Alondra Nelson

In the past decade, data-driven technologies have transformed the world around us. We’ve seen what’s possible by gathering large amounts of data and training artificial intelligence to interpret it: computers that learn to translate languages, facial recognition systems that unlock our smartphones, algorithms that identify cancers in patients. The possibilities are endless.

But these new tools have also led to serious problems. What machines learn depends on many things—including the data used to train them.

Data sets that fail to represent American society can result in virtual assistants that don’t understand Southern accents; facial recognition technology that leads to wrongful, discriminatory arrests; and health care algorithms that discount the severity of kidney disease in African Americans, preventing people from getting kidney transplants.

Training machines based on earlier examples can embed past prejudice and enable present-day discrimination. Hiring tools that learn the features of a company’s employees can reject applicants who are dissimilar from existing staff despite being well qualified—for example, women computer programmers. Mortgage approval algorithms to determine credit worthiness can readily infer that certain home zip codes are correlated with race and poverty, extending decades of housing discrimination into the digital age. AI can recommend medical support for groups that access hospital services most often, rather than those who need them most. Training AI indiscriminately on internet conversations can result in “sentiment analysis” that views the words “Black,” “Jew,” and “gay” as negative.

These technologies also raise questions about privacy and transparency. When we ask our smart speaker to play a song, is it recording what our kids say? When a student takes an exam online, should their webcam be monitoring and tracking their every move? Are we entitled to know why we were denied a home loan or a job interview?

Additionally, there’s the problem of AI being deliberately abused. Some autocracies use it as a tool of state-sponsored oppression, division, and discrimination.

In the United States, some of the failings of AI may be unintentional, but they are serious and they disproportionately affect already marginalized individuals and communities. They often result from AI developers not using appropriate data sets and not auditing systems comprehensively, as well as not having diverse perspectives around the table to anticipate and fix problems before products are used (or to kill products that can’t be fixed).

In a competitive marketplace, it may seem easier to cut corners. But it’s unacceptable to create AI systems that will harm many people, just as it’s unacceptable to create pharmaceuticals and other products—whether cars, children’s toys, or medical devices—that will harm many people.

Americans have a right to expect better. Powerful technologies should be required to respect our democratic values and abide by the central tenet that everyone should be treated fairly. Codifying these ideas can help ensure that.

Soon after ratifying our Constitution, Americans adopted a Bill of Rights to guard against the powerful government we had just created—enumerating guarantees such as freedom of expression and assembly, rights to due process and fair trials, and protection against unreasonable search and seizure. Throughout our history we have had to reinterpret, reaffirm, and periodically expand these rights. In the 21st century, we need a “bill of rights” to guard against the powerful technologies we have created.

Our country should clarify the rights and freedoms we expect data-driven technologies to respect. What exactly those are will require discussion, but here are some possibilities: your right to know when and how AI is influencing a decision that affects your civil rights and civil liberties; your freedom from being subjected to AI that hasn’t been carefully audited to ensure that it’s accurate, unbiased, and has been trained on sufficiently representative data sets; your freedom from pervasive or discriminatory surveillance and monitoring in your home, community, and workplace; and your right to meaningful recourse if the use of an algorithm harms you.

Of course, enumerating the rights is just a first step. What might we do to protect them? Possibilities include the federal government refusing to buy software or technology products that fail to respect these rights, requiring federal contractors to use technologies that adhere to this “bill of rights,” or adopting new laws and regulations to fill gaps. States might choose to adopt similar practices.

In the coming months, the White House Office of Science and Technology Policy (which we lead) will be developing such a bill of rights, working with partners and experts across the federal government, in academia, civil society, the private sector, and communities all over the country.

Technology can only work for everyone if everyone is included, so we want to hear from and engage with everyone. You can email us directly at

We’re starting today with a public request for information about technologies used to identify people and infer attributes, often called biometrics—including facial recognition, but also systems that can recognize and analyze your voice, physical movements and gestures, heart rate, and more. We’re starting here because of how widely they’re being adopted, and how rapidly they’re evolving, not just for identification and surveillance, but also to infer our emotional states and intentions. We want to hear from experts on biometric data collection and use, but also many others: travelers who’ve been asked to scan their faces before boarding a plane, workers whose employers gave them fitness trackers to monitor for fatigue, and teachers whose virtual lecture software purports to show which students aren’t paying attention in class.

We want to hear from HR professionals whose hiring software might be using voice and behavioral analysis, from IT professionals and consumers who are buying and setting up these technologies, from data scientists and software engineers who are designing and building them—and anyone else who’s encountered these technologies in their daily life. Whatever your perspective, we’re eager to listen.

Developing a bill of rights for an AI-powered world won’t be easy, but it’s critical.

From its founding, America has been a work in progress—aspiring to values, recognizing shortcomings, and working to fix them. We should hold AI to this standard as well. It’s on all of us to ensure that data-driven technologies reflect, and respect, our democratic values.


Stay Connected

Sign Up

We'll be in touch with the latest information on how President Biden and his administration are working for the American people, as well as ways you can get involved and help our country build back better.

Opt in to send and receive text messages from President Biden.

Scroll to Top Scroll to Top