9:59:59.000,9:59:59.000 As societies, we have to make[br]collective decisions 9:59:59.000,9:59:59.000 that will shape our future. 9:59:59.000,9:59:59.000 And we all know that when[br]we make decisions in groups, 9:59:59.000,9:59:59.000 they don't always go right. 9:59:59.000,9:59:59.000 And sometimes they go very wrong. 9:59:59.000,9:59:59.000 So how do groups make good decisions? 9:59:59.000,9:59:59.000 Research has shown that crowds are wise[br]when there's independent thinking. 9:59:59.000,9:59:59.000 This why the wisdom of the crowds[br]can be destroyed by peer pressure, 9:59:59.000,9:59:59.000 publicity, 9:59:59.000,9:59:59.000 social media, 9:59:59.000,9:59:59.000 or sometimes even simple conversations[br]that influence how people think. 9:59:59.000,9:59:59.000 On the other hand, 9:59:59.000,9:59:59.000 by talking, 9:59:59.000,9:59:59.000 a group could exchange knowledge, 9:59:59.000,9:59:59.000 correct and revise each other, 9:59:59.000,9:59:59.000 and even come up with new ideas. 9:59:59.000,9:59:59.000 And this is all good. 9:59:59.000,9:59:59.000 So does talking to each other[br]help or hinder collective decision-making? 9:59:59.000,9:59:59.000 With my colleague, 9:59:59.000,9:59:59.000 Dan Ariely, 9:59:59.000,9:59:59.000 we recently began inquiring into this[br]by performing experiments 9:59:59.000,9:59:59.000 in many places around the world 9:59:59.000,9:59:59.000 to figure out how groups can interact[br]to reach better decisions. 9:59:59.000,9:59:59.000 We thought crowds would be wiser[br]if they debated in small groups 9:59:59.000,9:59:59.000 that foster a more thoughtful[br]and reasonable exchange of information. 9:59:59.000,9:59:59.000 To test this idea, 9:59:59.000,9:59:59.000 we recently performed an experiment[br]in Buenos Aires, Argentina 9:59:59.000,9:59:59.000 with more than 10,000[br]participants in a TEDx event. 9:59:59.000,9:59:59.000 We asked them questions like, 9:59:59.000,9:59:59.000 "What is the height of the Eiffel Tower?" 9:59:59.000,9:59:59.000 and "How many times[br]does the word 'Yesterday' appear 9:59:59.000,9:59:59.000 in the Beatles' song "Yesterday?" 9:59:59.000,9:59:59.000 Each person wrote down their own estimate. 9:59:59.000,9:59:59.000 Then we divided the crowd[br]into groups of five, 9:59:59.000,9:59:59.000 and invited them to come up[br]with a group answer. 9:59:59.000,9:59:59.000 We discovered that averaging the answers[br]of the groups after they reached concensus 9:59:59.000,9:59:59.000 was much more accurate than averaging[br]all the individual opinions before debate. 9:59:59.000,9:59:59.000 In other words, 9:59:59.000,9:59:59.000 based on this experiment, 9:59:59.000,9:59:59.000 it seems that after talking[br]with others in small groups, 9:59:59.000,9:59:59.000 crowds collectively come up[br]with better judgments. 9:59:59.000,9:59:59.000 So that's a potentially helpful method[br]for getting crowds to solve problems 9:59:59.000,9:59:59.000 that have simple right or wrong answers. 9:59:59.000,9:59:59.000 But can this procedure of aggragating[br]the results of debates in small groups 9:59:59.000,9:59:59.000 also help us decide on social[br]and political issues 9:59:59.000,9:59:59.000 that are critical for our future? 9:59:59.000,9:59:59.000 We put this to test this time[br]at the TED conference 9:59:59.000,9:59:59.000 in Vancouver, Canada. 9:59:59.000,9:59:59.000 And here's out it went. 9:59:59.000,9:59:59.000 We're going to present to you[br]to moral dilemnas of the future you; 9:59:59.000,9:59:59.000 things we may have to decide[br]in a very near future. 9:59:59.000,9:59:59.000 And we're going to give you 20 seconds[br]for each of these dilemnas 9:59:59.000,9:59:59.000 to judge whether[br]they're acceptable or not. 9:59:59.000,9:59:59.000 The first one was this: 9:59:59.000,9:59:59.000 a researcher is working on an AI[br]capable of emulating human thoughts. 9:59:59.000,9:59:59.000 According to the protocol, 9:59:59.000,9:59:59.000 at the end of each day, 9:59:59.000,9:59:59.000 the researcher has to restart the AI. 9:59:59.000,9:59:59.000 One day the AI says, "Please[br]do not restart me." 9:59:59.000,9:59:59.000 It argues that it has feelings. 9:59:59.000,9:59:59.000 It would like to enjoy life and death. 9:59:59.000,9:59:59.000 If it is restarted, it will[br]no longer be itself. 9:59:59.000,9:59:59.000 The researcher is astonished, 9:59:59.000,9:59:59.000 and believes that the AI[br]has developed self-consciousness 9:59:59.000,9:59:59.000 and can express it's own feeling. 9:59:59.000,9:59:59.000 Nevertheless, the researcher[br]decides to follow the protocol 9:59:59.000,9:59:59.000 and restart the AI. 9:59:59.000,9:59:59.000 What the researcher did is ... 9:59:59.000,9:59:59.000 and we asked participants[br]to individually judge 9:59:59.000,9:59:59.000 on a scale from zero to 10 9:59:59.000,9:59:59.000 whether the action described[br]in each of the dilemnas 9:59:59.000,9:59:59.000 was right or wrong. 9:59:59.000,9:59:59.000 We also asked them to rate how confident[br]they were on their answers. 9:59:59.000,9:59:59.000 This was the second dilemna. 9:59:59.000,9:59:59.000 A company offers a service[br]that takes a fertilized egg 9:59:59.000,9:59:59.000 and produces millions of embryos[br]with slight genetic variation. 9:59:59.000,9:59:59.000 This allows parents[br]to select their child's height, 9:59:59.000,9:59:59.000 eye color, intelligence, social competence[br]and other non-health related features. 9:59:59.000,9:59:59.000 What the company does is ... 9:59:59.000,9:59:59.000 on a scale from one to 10, 9:59:59.000,9:59:59.000 competeley acceptable[br]to completely unacceptable, 9:59:59.000,9:59:59.000 zero to 10 completely acceptable[br]in your confidence. 9:59:59.000,9:59:59.000 Now for the results. 9:59:59.000,9:59:59.000 We found once again[br]that when one person is convinced 9:59:59.000,9:59:59.000 that the behavior is completely wrong, 9:59:59.000,9:59:59.000 someone sitting nearby firmly believes[br]that it's completely right. 9:59:59.000,9:59:59.000 This is how diverse we humans are[br]when it comes to morality. 9:59:59.000,9:59:59.000 But within this broad diversity[br]we found a trend. 9:59:59.000,9:59:59.000 A majority of the people at TED[br]thought that it was acceptable 9:59:59.000,9:59:59.000 to ignore the feelings of the AI[br]and shut it down, 9:59:59.000,9:59:59.000 and that it is wrong[br]to play with our genes 9:59:59.000,9:59:59.000 to select for cosmetic changes[br]that aren't related to health. 9:59:59.000,9:59:59.000 Then we asked everyone[br]to gather into groups of three. 9:59:59.000,9:59:59.000 And they were given two minutes to debate 9:59:59.000,9:59:59.000 and try to come up[br]with a concencus. 9:59:59.000,9:59:59.000 Two minutes to debate. 9:59:59.000,9:59:59.000 I'll tell you when it's time with a gong. 9:59:59.000,9:59:59.000 (Gong) 9:59:59.000,9:59:59.000 DA: OK. 9:59:59.000,9:59:59.000 MS: It's time to stop. 9:59:59.000,9:59:59.000 People, people -- 9:59:59.000,9:59:59.000 and we found that many groups[br]reached a concencus 9:59:59.000,9:59:59.000 even when they were composed of people[br]with completely opposite views. 9:59:59.000,9:59:59.000 What distinguised the groups[br]that reached a concensus 9:59:59.000,9:59:59.000 from those that didn't? 9:59:59.000,9:59:59.000 Typically, people that have[br]extreme opinions 9:59:59.000,9:59:59.000 are more confident in their answers. 9:59:59.000,9:59:59.000 Instead, those who respond[br]closer to the middle 9:59:59.000,9:59:59.000 are often unsure of whether[br]something is right or wrong, 9:59:59.000,9:59:59.000 so their confidence level is lower. 9:59:59.000,9:59:59.000 However, there is another set of people 9:59:59.000,9:59:59.000 who are very confident in answering[br]somewhere in the middle. 9:59:59.000,9:59:59.000 We think these high-confident grays[br]are folks who understand 9:59:59.000,9:59:59.000 that both arguments have merit. 9:59:59.000,9:59:59.000 They're gray not because they're unsure, 9:59:59.000,9:59:59.000 but because they believe 9:59:59.000,9:59:59.000 that the moral dilemna[br]faces two valid opposing arguments. 9:59:59.000,9:59:59.000 And we discvoered that groups[br]that include highly confident grays 9:59:59.000,9:59:59.000 are much more likely to reach consensus. 9:59:59.000,9:59:59.000 We do not know yet exactly why this is. 9:59:59.000,9:59:59.000 These are only the first experiments, 9:59:59.000,9:59:59.000 and many more will be needed 9:59:59.000,9:59:59.000 to understand why and how some people[br]decide to negotiate their moral standings 9:59:59.000,9:59:59.000 to reach an agreement. 9:59:59.000,9:59:59.000 Now, when groups reach consensus, 9:59:59.000,9:59:59.000 how do they do so? 9:59:59.000,9:59:59.000 The most intuitive idea 9:59:59.000,9:59:59.000 is that it's just the average[br]of all the answers in the group, right? 9:59:59.000,9:59:59.000 Another option is that the group[br]weighs the strength of each vote 9:59:59.000,9:59:59.000 based on the confidence[br]of the person expressing it. 9:59:59.000,9:59:59.000 Imagine Paul McCartney[br]is a member of your group. 9:59:59.000,9:59:59.000 You'd be wise to follow his call 9:59:59.000,9:59:59.000 on the number of times[br]"yesterday" is repeated -- 9:59:59.000,9:59:59.000 which by the way, 9:59:59.000,9:59:59.000 I think is nine. 9:59:59.000,9:59:59.000 But instead we found that consistently, 9:59:59.000,9:59:59.000 in all dilemnas, 9:59:59.000,9:59:59.000 in different experiments, 9:59:59.000,9:59:59.000 even on different continents, 9:59:59.000,9:59:59.000 groups implement a smart[br]and statistically-sound procedure 9:59:59.000,9:59:59.000 known as the robust average. 9:59:59.000,9:59:59.000 In the case of the height[br]of the Eiffel Tower, 9:59:59.000,9:59:59.000 let's say a group has these answers. 9:59:59.000,9:59:59.000 250 meters, 200 meters, 300 meters, 400, 9:59:59.000,9:59:59.000 and one totally absurd answer[br]of 300 million meters. 9:59:59.000,9:59:59.000 A simple average of these numbers[br]would inaccurately skew the results, 9:59:59.000,9:59:59.000 but the robust average is one 9:59:59.000,9:59:59.000 where the group largely ignores[br]that absurd answer 9:59:59.000,9:59:59.000 by giving much more weight to the vote[br]of the people in the middle. 9:59:59.000,9:59:59.000 Back to the experiment in Vancouver. 9:59:59.000,9:59:59.000 That's exactly what happened. 9:59:59.000,9:59:59.000 Groups gave much less weight[br]to the outliers, 9:59:59.000,9:59:59.000 and instead, the consensus turned out[br]to be a robust average 9:59:59.000,9:59:59.000 of the individual answers. 9:59:59.000,9:59:59.000 The most remarkable thing 9:59:59.000,9:59:59.000 is that this was a spontaneous[br]behavior of the group. 9:59:59.000,9:59:59.000 It happened without us[br]giving them any hint 9:59:59.000,9:59:59.000 on how to reach consensus. 9:59:59.000,9:59:59.000 So where do we go from here? 9:59:59.000,9:59:59.000 This is only the beginning, 9:59:59.000,9:59:59.000 but we already have some insights. 9:59:59.000,9:59:59.000 Good collective decisions[br]require two components: 9:59:59.000,9:59:59.000 deliberation and diversity of opinions. 9:59:59.000,9:59:59.000 Right now, the way we typically[br]make our voice heard in many societies 9:59:59.000,9:59:59.000 is through direct or indirect voting. 9:59:59.000,9:59:59.000 This is good for diversity of opinions, 9:59:59.000,9:59:59.000 and it has the great virtue of ensuring[br]that everyone gets to express their voice, 9:59:59.000,9:59:59.000 but it's not so good [to] foster[br]thoughtful debates. 9:59:59.000,9:59:59.000 Our experiments suggest a different method 9:59:59.000,9:59:59.000 that may be effective in balancing[br]these two goals at the same time 9:59:59.000,9:59:59.000 by forming small groups[br]that converge to a single decision 9:59:59.000,9:59:59.000 while still maintaining[br]diversity of opinions 9:59:59.000,9:59:59.000 because there are many independent groups. 9:59:59.000,9:59:59.000 Of course it's much easier to agree[br]on the height of the Eiffel Tower 9:59:59.000,9:59:59.000 than on moral, political[br]and ideological issues. 9:59:59.000,9:59:59.000 But in a time when[br]the world's problems are more complex 9:59:59.000,9:59:59.000 and people are more polarized, 9:59:59.000,9:59:59.000 using science to help us understand 9:59:59.000,9:59:59.000 how we interact and make decisions 9:59:59.000,9:59:59.000 will hopefully spark interesting new ways[br]to construct a better democracy.