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Welcome. Welcome to the Keystone Strategy transformative ideas lectureseries. Were lucky today to be hosted with cspan2. A couple housekeeping notes. When we get to q a there are microphones so raise your hand and the microphone will come to you and then the questions will be captured. So today we are extremely lucky to have Michael Behrens and erin ross, both from the university of pennsylvania here to talk about their book the ethical algorithm. I think a day does not go by in the news or otherwise or in our own work when the subject of algorithmic fairness or privacy is not frontpage news. Today were going to the two leading lights in that area and theyre going to help us understand what the stateoftheart is now and what the stateoftheart will be going forward. With that i think we will welcome professor Michael Kearns first to the stage, is that right . Great. Michael and erin,welcome to the stage. Okay, good morning. Thanks to everyone for coming. My name is michaelkearns and with

United statesUnited kingdomErin rossKeystone strategyMichael behrensUniversity pennsylvaniaMichael kearnsHigh levelMany peopleMachine learningFirst halfTechnology advancesCollateral damageGood jobRacial discriminationSecurity company