[Script Info] Title: [Events] Format: Layer, Start, End, Style, Name, MarginL, MarginR, MarginV, Effect, Text Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,Some years ago, Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,I was on an airplane with my son\Nwho was just five years old at the time. Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,My son was so excited\Nabout being on this airplane with mommy. Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,He's looking all around\Nand he's checking things out Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,and he's checking people out, Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,and he sees this man, and he says, "Hey, Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,that guy looks like Daddy." Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,And I look at the man, Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,and he didn't look anything\Nat all like my husband, Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,nothing at all. Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,And so then I start\Nlooking around on the plane, Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,and I notice this man Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,was the only black guy on the plane. Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,And I thought, Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,all right. Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,I'm going to have to have\Na little talk with my son Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,about how not all black people look alike. Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,My son, he lifts his head up,\Nand he says to me, Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,"I hope he doesn't rob the plane." Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,And I said, "What? What did you say?" Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,And he says, "Well, I hope that man\Ndoesn't rob the plane." Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,And I said, "Well, why would you say that? Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,You know Daddy wouldn't rob a plane." Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,And he says, "Yeah, yeah,\Nyeah, well, I know." Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,And I said, "Well,\Nwhy would you say that?" Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,And he looked at me\Nwith this really sad face, Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,and he says, Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,"I don't know why I said that. Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,I don't know why I was thinking that." Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,We are living with such severe\Nracial stratification Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,that even a five-year old Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,can tell us what's supposed\Nto happen next, Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,even with no evildoer, Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,even with no explicit hatred. Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,This association between\Nblackness and crime Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,made its way into the mind\Nof my five-year old. Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,It makes its way into all of our children, Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,into all of us. Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,Our minds are shaped\Nby the racial disparities Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,we see out in the world, Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,and the narratives that help us\Nto make sense of the disparities we see. Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,Those people are criminals. Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,Those people are violent. Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,Those people are to be feared. Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,When my research team\Nbrought people into our lab Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,and exposed them to faces, Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,we found that exposure to black faces Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,led them to see blurry images\Nof guns with greater clarity and speed. Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,Bias cannot only control what we see, Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,but where we look. Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,We found that prompting people\Nto think of violent crime Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,can lead them to direct their eyes\Nonto a black face Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,and away from a white face. Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,Prompting police officers\Nto think of capturing and shooting Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,and arresting Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,leads their eyes to settle\Non black faces too. Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,Bias can infect every aspect\Nof our criminal justice system. Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,In a large dataset\Nof death-eligible defendants, Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,we found that looking more black Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,more than doubled their chances\Nof receiving a death sentence, Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,at least when their victims were white. Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,This effect is significant\Neven though we controlled Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,for the severity of the crime Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,and the defendant's attractiveness, Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,and no matter what we controlled for, Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,we found that black people Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,were punished in proportion Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,to the blackness\Nof their physical features: Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,the more black, Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,the more death-worthy. Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,Bias can also influence\Nhow teachers discipline students. Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,My colleagues and I Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,have found that teachers express a desire Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,to discipline a black\Nmiddle school student Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,more harshly than a white student\Nfor the same repeated infractions. Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,In a recent study, Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,we're finding that teachers\Ntreat black students as a group Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,but white students as individuals. Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,If, for example,\None black student misbehaves Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,and then a different black student\Nmisbehaves a few days later, Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,the teacher responds\Nto that second black student Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,as if he had misbehaved twice. Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,It's as though the sins of one child Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,get piled on to the other. Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,We create categories\Nto make sense of the world, Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,to assert some control and coherence Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,to the stimuli that we're\Nconstantly being bombarded with. Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,Categorization and the bias that it seeds Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,allow our brains to make judgments Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,more quickly and efficiently, Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,and we do this by instinctively\Nrelying on patterns Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,that seem predictable. Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,Yet just as the categories we create Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,allow us to make quick decisions, Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,they also reinforce bias. Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,So the very things that help us\Nto see the world Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,also can blind us to it. Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,They render our choices effortless, Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,friction-free. Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,Yet the exact a heavy toll. Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,So what can we do? Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,We are all vulnerable to bias, Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,but we don't act on bias all the time. Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,There are certain conditions\Nthat can bring bias alive Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,and other conditions that can muffle it. Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,Let me give you an example. Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,Many people are familiar\Nwith the tech company Nextdoor. Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,So their whole purpose is to create\Nstronger, healthier, safer neighborhoods. Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,And so they offer this online space Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,where neighbors can gather\Nand share information. Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,Yet Nextdoor soon found\Nthat they had a problem Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,with racial profiling. Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,In the typical case, Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,people would look outside their window Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,and see a black man\Nin their otherwise white neighborhood Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,and make the snap judgment Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,that he was up to no good, Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,even when there was no evidence\Nof criminal wrongdoing. Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,In many ways, how we behave online Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,is a reflection of how\Nwe behave in the world. Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,But what we don't want to do\Nis create an easy-to-use system Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,that can amplify bias Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,and deepen racial disparities, Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,rather than dismantling them. Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,So the co-founder of Nextdoor\Nreached out to me and to others Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,to try to figure out what to do, Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,and they realized that\Nto curb racial profiling on the platform, Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,they were going to have to add friction. Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,That is, they were going\Nto have to slow people done. Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,So Nextdoor had a choice to make, Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,and against every impulse Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,they decided to add friction. Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,And they did this by adding\Na simple checklist. Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,There were three items on it. Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,First, they asked users to pause Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,and think, what was this person doing Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,that made him suspicious? Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,The category "black man"\Nis not ground for suspicion. Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,Second, they asked users to describe\Nthe person's physical features, Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,not simply their race and gender. Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,Third, they realized that a lot of people Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,didn't seem to know\Nwhat racial profiling was, Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,nor that they were engaging in it. Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,So Nextdoor provided them\Nwith a definition Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,and told them that it\Nwas strictly prohibited. Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,Most of you have seen\Nthose signs in airports Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,and Metro stations,\N"If you see something, say something." Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,Nextdoor tried modifying this. Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,"If you see something suspicious,\Nsay something specific." Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,And using this strategy Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,by simply slowing people down, Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,Nextdoor was able to curb\Nracial profiling by 75 percent. Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,Now, people often will say to me, Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,you can't add friction\Nin every situation, in every context, Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,and especially for people who make\Nsplit second decisions all the time, Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,but it turns out we can add frictions Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,to more situations than we think. Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,Working with the Oakland Police Department Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,in California, Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,I and a number of my colleagues\Nwere able to help the Department Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,to reduce the number of stops they made Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,of people who were not\Ncommitting any serious crimes, Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,and we did this by pushing officers Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,to ask themselves a question Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,before each and every stop they made: Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,is this stop intelligence-led, Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,yes or no? Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,In other words, Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,do I have prior information\Nto tie this particular person Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,to a specific crime? Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,By adding that question Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,to the form officer's\Ncomplete doing the stop, Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,they slow down, they pause, Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,they think, why am I considering\Npulling this person over? Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,In 2017, before we added that\Nintelligence-led question to the form, Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,officers made about 32,000 stops\Nacross the city. Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,In that next year, Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,with the addition of this question, Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,that fell to 19,000 stops. Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,African-American stops alone\Nfell by 43 percent. Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,And stopping fewer black people\Ndid not make the city any more dangerous. Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,In fact, the crime rate continued to fall Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,and the city became safer for everybody. Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,So one solution can come from reducing\Nthe number of unnecessary stops. Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,Another can come from improving\Nthe quality of the stops Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,officers do make. Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,And technology can help us here. Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,We all know about George Floyd's death Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,because those who tried to come to his aid Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,held cell phone cameras\Nto record that horrific, fatal encounter Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,with the police. Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,But we have all sorts of technology Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,that we're not putting to good use. Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,Police departments across the country Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,are now required to wear\Nbody-worn cameras, Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,so we have recordings of not only\Nthe most extreme and horrific encounters Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,but of everyday interactions. Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,With an interdisciplinary\Nteam at Stanford, Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,we've begun to use\Nmachine learning techniques Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,to analyze large numbers of encounters. Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,This is to better understand what happens\Nin routine traffic stops. Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,What we found was that\Neven when police officers Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,are behaving professionally, Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,they speak to black drivers\Nless respectfully than white drivers. Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,In fact, from the words officers use alone Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,we could predict whether they were talking\Nto a black driver or a white driver. Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,The problem is that the vast majority\Nof the footage from these cameras Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,is not used by police departments Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,to understand what's\Ngoing on on the street Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,or to train officers. Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,And that's a shame. Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,How does a routine stop Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,turn into a deadly encounter? Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,How did this happen\Nin George Floyd's case? Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,How did it happen in others? Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,When my eldest son was 16 years old, Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,he discovered that\Nwhen white people look at him, Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,they feel fear. Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,Elevators are the worst, he said. Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,When those doors close, Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,people are trapped in this tiny space Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,with someone they have been taught Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,to associate with danger. Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,My son senses their discomfort, Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,and he smiles to put them at ease, Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,to calm their fears. Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,When he speaks, Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,their bodies relax. Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,They breathe easier. Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,They take pleasure in his cadence, Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,his diction, his word choice. Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,He sounds like one of them. Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,I used to think that my son\Nwas a natural extrovert like his father, Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,but I realized at that moment\Nin that conversation Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,that his smile was not a sign Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,that he wanted to connect\Nwith would-be strangers. Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,It was a talisman he's used\Nto protect himself, Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,a survival skill he had honed\Nover thousands of elevator rides. Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,He was learning to accommodate the tension Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,that his skin color generated Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,and that put his own life at risk. Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,We know that the brain is wired for bias, Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,and one way to interrupt that bias Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,is to pause and to reflect\Non the evidence of our assumptions, Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,so we need to ask ourselves Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,what assumptions do we bring Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,when we step onto an elevator? Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,Or an airplane? Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,How do we make ourselves aware\Nof our own unconscious bias? Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,Who do those assumptions keep safe? Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,Who do they put at risk? Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,Until we ask these questions, Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,and insist that our schools\Nand our courts and our police departments Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,and every institution do the same, Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,we will continue to allow bias Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,to blind us, Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,and if we do, Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,none of us are truly safe. Dialogue: 0,9:59:59.99,9:59:59.99,Default,,0000,0000,0000,,Thank you.