WEBVTT 00:00:01.025 --> 00:00:05.433 I have a confession to make. 00:00:05.433 --> 00:00:11.593 As a scientist and engineer, I've focused on efficiency for many years. 00:00:13.213 --> 00:00:17.030 But efficiency can be a cult, 00:00:17.030 --> 00:00:20.230 and today I'd like to tell you about a journey 00:00:20.230 --> 00:00:27.055 that moved me out of the cult and back to a far richer reality. NOTE Paragraph 00:00:28.091 --> 00:00:33.739 A few years ago, after finishing my Ph.D. in London, I moved to Boston. 00:00:33.739 --> 00:00:37.381 I lived in Boston and worked in Cambridge. 00:00:37.381 --> 00:00:40.576 I bought a racing bicycle that summer, 00:00:40.576 --> 00:00:43.306 and I bicycled every day to work. 00:00:43.306 --> 00:00:45.692 To find my way, I used my phone. 00:00:45.692 --> 00:00:49.593 It sent me over Mass. Ave., Massachusetts Avenue, 00:00:49.593 --> 00:00:53.842 the shortest route from Boston to Cambridge. 00:00:53.842 --> 00:00:55.909 But after a month 00:00:55.909 --> 00:01:00.495 that I was cycling every day on the car-packed Mass. Ave., 00:01:00.495 --> 00:01:03.734 I took a different route one day. 00:01:03.734 --> 00:01:08.795 I'm not entirely sure why I took a different route that day, a detour. 00:01:08.795 --> 00:01:13.184 I just remember a feeling of surprise; 00:01:13.184 --> 00:01:17.247 surprise at finding a street with no cars, 00:01:17.247 --> 00:01:21.078 as opposed to the nearby Mass. Ave. full of cars; 00:01:21.078 --> 00:01:26.395 surprise at finding a street draped by leaves and surrounded by trees. 00:01:26.395 --> 00:01:31.695 But after the feeling of surprise, I felt shame. 00:01:31.695 --> 00:01:34.822 How could I have been so blind? 00:01:34.822 --> 00:01:36.728 For an entire month, 00:01:36.728 --> 00:01:39.816 I was so trapped in my mobile app 00:01:39.816 --> 00:01:43.322 that a journey to work became one thing only: 00:01:43.322 --> 00:01:45.783 the shortest path. 00:01:45.783 --> 00:01:48.876 In this single journey, there was no thought 00:01:48.876 --> 00:01:51.507 of enjoying the road, 00:01:51.507 --> 00:01:53.459 no pleasure in connecting with nature, 00:01:53.459 --> 00:01:57.166 no possibility of looking people in the eyes. 00:01:57.166 --> 00:01:58.951 And why? 00:01:58.951 --> 00:02:03.400 Because I was saving a minute out of my commute. NOTE Paragraph 00:02:04.330 --> 00:02:08.399 Now let me ask you: Am I alone here? 00:02:08.399 --> 00:02:14.227 How many of you have never used a mapping app for finding directions? 00:02:14.227 --> 00:02:16.146 Most of you, if not all, have. 00:02:16.146 --> 00:02:21.239 And don't get me wrong -- mapping apps are the greatest game-changer 00:02:21.239 --> 00:02:23.816 for encouraging people to explore the city. 00:02:23.816 --> 00:02:27.993 You take your phone out and you know immediately where to go. 00:02:27.993 --> 00:02:30.904 However, the app also assumes 00:02:30.904 --> 00:02:36.308 there are only a handful of directions to the destination. 00:02:36.308 --> 00:02:40.116 It has the power to make those handful of directions 00:02:40.116 --> 00:02:45.015 the definitive direction to that destination. NOTE Paragraph 00:02:45.015 --> 00:02:47.685 After that experience, I changed. 00:02:47.685 --> 00:02:51.052 I changed my research from traditional data-mining 00:02:51.052 --> 00:02:55.324 to understanding how people experience the city. 00:02:55.324 --> 00:02:57.553 I used computer science tools 00:02:57.553 --> 00:03:02.996 to replicate social science experiments at scale, at web scale. 00:03:02.996 --> 00:03:08.118 I became captivated by the beauty and genius 00:03:08.118 --> 00:03:11.020 of traditional social science experiments 00:03:11.020 --> 00:03:15.525 done by Jane Jacobs, Stanley Milgram, Kevin Lynch. 00:03:15.525 --> 00:03:20.192 The result of that research has been the creation of new maps, 00:03:20.192 --> 00:03:25.021 maps where you don't only find the shortest path, the blue one, 00:03:25.021 --> 00:03:28.342 but also the most enjoyable path, 00:03:28.342 --> 00:03:30.060 the red one. 00:03:30.060 --> 00:03:33.662 How was that possible? NOTE Paragraph 00:03:33.662 --> 00:03:35.513 Einstein once said, 00:03:35.513 --> 00:03:38.999 "Logic will get you from A to B. 00:03:38.999 --> 00:03:41.771 Imagination will take you everywhere." 00:03:41.771 --> 00:03:43.689 So with a bit of imagination, 00:03:43.689 --> 00:03:45.570 we needed to understand 00:03:45.570 --> 00:03:49.935 which parts of the city people find beautiful. 00:03:49.935 --> 00:03:52.582 At the University of Cambridge, with colleagues, 00:03:52.582 --> 00:03:55.740 we thought about this simple experiment. 00:03:55.740 --> 00:03:58.898 If I were to show you these two urban scenes, 00:03:58.898 --> 00:04:01.684 and I were to ask you which one is more beautiful, 00:04:01.684 --> 00:04:04.376 which one would you say? 00:04:06.096 --> 00:04:09.161 Don't be shy. 00:04:09.161 --> 00:04:12.411 Who says A? Who says B? 00:04:12.411 --> 00:04:14.013 Brilliant. 00:04:14.013 --> 00:04:15.987 Based on that idea, 00:04:15.987 --> 00:04:17.799 we built a crowdsourcing platform, 00:04:17.799 --> 00:04:18.913 a web game. 00:04:18.913 --> 00:04:21.792 Players are shown pairs of urban scenes, 00:04:21.792 --> 00:04:28.137 and they're asked to choose which one is more beautiful, quiet and happy. 00:04:28.154 --> 00:04:30.104 Based on thousands of user votes, 00:04:30.104 --> 00:04:33.308 then we are able to see where consensus emerges. 00:04:33.308 --> 00:04:36.513 We are able to see which are the urban scenes 00:04:36.513 --> 00:04:39.276 that make people happy. NOTE Paragraph 00:04:39.276 --> 00:04:42.225 After that work, I joined Yahoo Labs, 00:04:42.225 --> 00:04:45.104 and I teamed up with Luca and Rossano, 00:04:45.104 --> 00:04:48.380 and together, we aggregated those winning locations in London 00:04:48.380 --> 00:04:51.726 to build a new map of the city, 00:04:51.726 --> 00:04:55.993 a cartography weighted for human emotions. 00:04:55.993 --> 00:04:59.825 On this cartography, you're not only able to see and connect 00:04:59.825 --> 00:05:04.677 from point A to point B the shortest segments, 00:05:04.677 --> 00:05:07.812 but you're also able to see the happy segment, 00:05:07.812 --> 00:05:11.504 the beautiful path, the quiet path. 00:05:11.504 --> 00:05:16.148 In tests, participants found the happy, the beautiful, the quiet path 00:05:16.148 --> 00:05:19.723 far more enjoyable than the shortest one, 00:05:19.723 --> 00:05:25.528 and that just by adding a few minutes to travel time. 00:05:25.528 --> 00:05:29.777 Participants also love to attach memories to places. 00:05:29.777 --> 00:05:34.676 Shared memories -- that's where the old BBC building was; 00:05:34.676 --> 00:05:39.601 and personal memories -- that's where I gave my first kiss. 00:05:39.601 --> 00:05:44.034 They also recalled how some paths smelled and sounded. 00:05:44.034 --> 00:05:47.261 So what if we had a mapping tool 00:05:47.261 --> 00:05:49.792 that would return the most enjoyable routes 00:05:49.792 --> 00:05:52.412 based not only on aesthetics 00:05:52.412 --> 00:05:55.721 but also based on smell, sound, and memories? 00:05:55.721 --> 00:05:59.826 That's where our research is going right now. 00:05:59.826 --> 00:06:02.028 More generally, my research, 00:06:02.028 --> 00:06:06.626 what it tries to do is avoid the danger of the single path, 00:06:06.626 --> 00:06:11.827 to avoid robbing people of fully experiencing the city in which they live. 00:06:11.827 --> 00:06:15.565 Walk the path through the park, not through the car park, 00:06:15.565 --> 00:06:17.957 and you have an entirely different path. 00:06:17.957 --> 00:06:20.905 Walk the path full of people you love 00:06:20.905 --> 00:06:22.221 and not full of cars, 00:06:22.221 --> 00:06:23.939 and you have an entirely different path. 00:06:23.939 --> 00:06:26.392 It's that simple. NOTE Paragraph 00:06:27.012 --> 00:06:29.822 I would like to end with this thought: 00:06:29.822 --> 00:06:31.842 do you remember "The Truman Show?" 00:06:31.842 --> 00:06:34.860 It's a media satire in which a real person 00:06:34.860 --> 00:06:38.413 doesn't know he's living in a fabricated world. 00:06:38.413 --> 00:06:43.567 Perhaps we live in a world fabricated for efficiency. 00:06:43.567 --> 00:06:47.073 Look at some of your daily habits, 00:06:47.073 --> 00:06:53.217 and as Truman did in the movie, escape the fabricated world. 00:06:53.226 --> 00:06:54.736 Why? 00:06:54.736 --> 00:07:01.416 Well, if you think that adventure is dangerous, try routine. It's deadly. NOTE Paragraph 00:07:01.416 --> 00:07:03.327 Thank you. NOTE Paragraph 00:07:03.327 --> 00:07:07.297 (Applause)