1 00:00:10,143 --> 00:00:14,244 So some of the smallest most insignificant words 2 00:00:14,244 --> 00:00:17,995 we use everyday, can reflect a lot about who we are. 3 00:00:17,995 --> 00:00:20,137 And I say this not as a linguist, 4 00:00:20,137 --> 00:00:23,506 or a computer scientist but as a social psychologist. 5 00:00:23,506 --> 00:00:25,743 And today I'd like to tell you a story 6 00:00:25,743 --> 00:00:28,345 that summarizes a lot of the research 7 00:00:28,345 --> 00:00:31,060 that my colleagues, my students and I have done, 8 00:00:31,060 --> 00:00:34,623 that have helped me to come to this realization. 9 00:00:34,623 --> 00:00:38,137 Now several years ago I was studying the nature of traumatic experience 10 00:00:38,137 --> 00:00:40,607 and how it is related to physical health 11 00:00:40,607 --> 00:00:44,927 and what I kept finding, that just completely perplexed me. 12 00:00:44,927 --> 00:00:48,965 Basically when people have a major traumatic experience in their life, 13 00:00:48,965 --> 00:00:52,355 they are much more likely to get sick after that event, 14 00:00:52,355 --> 00:00:54,462 if they keep the events secret, 15 00:00:54,468 --> 00:01:02,145 than if they actually talk to other people. 16 00:01:02,145 --> 00:01:07,127 So, this really bugged me. So keeping a secret it seems 17 00:01:07,127 --> 00:01:09,319 is somehow toxic. 18 00:01:09,319 --> 00:01:12,320 So this led me to run some experiments 19 00:01:12,320 --> 00:01:14,442 where we brought people in the laboratory 20 00:01:14,442 --> 00:01:16,863 and we asked them to write about 21 00:01:16,863 --> 00:01:19,119 the most traumatic experiences they've had, 22 00:01:19,119 --> 00:01:21,375 especially if they'd kept them secret. 23 00:01:21,375 --> 00:01:23,995 And these were big traumas, these were things like rape. 24 00:01:24,019 --> 00:01:27,808 They were like major public humiliations or failure. 25 00:01:27,808 --> 00:01:31,285 And the results that we got from this study were stunning. 26 00:01:31,285 --> 00:01:35,725 We discovered that having people write as little as fifteen minutes a day, 27 00:01:35,725 --> 00:01:37,740 for 3 or 4 consecutive days, 28 00:01:37,740 --> 00:01:41,479 brought about meaningful changes in people's physical health 29 00:01:41,479 --> 00:01:44,015 and even their immune function. 30 00:01:44,015 --> 00:01:51,006 Translating up, saying experiences into words makes a difference, but why? 31 00:01:51,006 --> 00:01:53,465 Since then there have been hundreds of studies 32 00:01:53,465 --> 00:01:55,942 done by labs all over the world trying to answer this 33 00:01:55,966 --> 00:01:59,764 and they haven't come up with a single explanation. 34 00:01:59,764 --> 00:02:03,536 My own approach was to actually look at the essays 35 00:02:03,536 --> 00:02:06,125 that these people wrote, and try to figure out, 36 00:02:06,125 --> 00:02:08,856 was there something about the essays that could predict 37 00:02:08,856 --> 00:02:11,565 who would benefit from writing versus who wouldn't? 38 00:02:11,565 --> 00:02:14,013 I tried and I couldn't figure it out. 39 00:02:14,013 --> 00:02:16,745 So I got a number of psychologists and other experts 40 00:02:16,745 --> 00:02:19,689 to read and write hundreds of these essays, 41 00:02:19,689 --> 00:02:22,974 and they couldn't see a pattern either; 42 00:02:22,974 --> 00:02:25,053 I needed to try some other strategies. 43 00:02:25,053 --> 00:02:27,871 So, with the help of one of my graduate students, 44 00:02:27,871 --> 00:02:30,228 Martha Francis, we wrote a computer program. 45 00:02:30,228 --> 00:02:33,900 And the idea of this computer program was to go into any given text 46 00:02:33,900 --> 00:02:36,380 and calculate the percentage of words in that text 47 00:02:36,380 --> 00:02:39,866 that were positive emotion words, negative emotion words 48 00:02:39,866 --> 00:02:42,004 or words related to topics such as 49 00:02:42,004 --> 00:02:46,082 death or sex or violence or religion or family. 50 00:02:46,082 --> 00:02:49,190 And as long as we were writing the computer program, 51 00:02:49,190 --> 00:02:52,190 I thought well let's go ahead and throw in some parts of speech, 52 00:02:52,214 --> 00:02:56,715 pronouns, prepositions. Why? Because it was easy, who cares? 53 00:02:56,715 --> 00:03:01,413 So, I go back, start to analyze these traumatic essays, 54 00:03:01,413 --> 00:03:06,013 and quickly discover that the content of what people were writing about 55 00:03:06,013 --> 00:03:09,243 didn't matter in terms of if they improved in their health or not. 56 00:03:09,243 --> 00:03:13,683 Instead, it was these junk words, pronouns, and articles, 57 00:03:13,683 --> 00:03:17,573 and prepositions and so forth, that did matter. 58 00:03:17,578 --> 00:03:19,388 Now think about this. 59 00:03:19,388 --> 00:03:23,120 Here people are writing about deeply disturbing issues, 60 00:03:23,120 --> 00:03:29,034 and the actual topics that dealt with tragedies, devastation, horrible things, 61 00:03:29,034 --> 00:03:31,512 the topics themselves and the words associated 62 00:03:31,512 --> 00:03:33,890 with those topics made no difference. 63 00:03:33,890 --> 00:03:38,622 Instead these little words like "I" and "the" and "and" did matter. 64 00:03:38,622 --> 00:03:41,889 I'd been looking for the obvious, but in fact 65 00:03:41,889 --> 00:03:44,758 I'd been paying attention to what people were saying, 66 00:03:44,758 --> 00:03:47,637 but not how they were saying it. 67 00:03:47,637 --> 00:03:51,883 So how do I go about analyzing "what" versus "how"? 68 00:03:51,883 --> 00:03:55,026 Well, it turns out that they're different kinds of classes of words 69 00:03:55,050 --> 00:03:57,757 that look at this distinction, and one of them is 70 00:03:57,757 --> 00:04:00,231 if you're looking at what people are writing about, 71 00:04:00,231 --> 00:04:02,278 you look at what are called content words. 72 00:04:02,278 --> 00:04:06,582 These are nouns and regular verbs and adjectives and some adverbs. 73 00:04:06,582 --> 00:04:09,871 These are the stuff of thought, these were the stuff of communication. 74 00:04:09,871 --> 00:04:11,976 We were trying to talk to somebody. 75 00:04:11,976 --> 00:04:16,543 Google and search terms are all based on these content words. 76 00:04:16,543 --> 00:04:19,165 The other group of words are a class of words 77 00:04:19,165 --> 00:04:21,526 that are generally called function words. 78 00:04:21,526 --> 00:04:27,084 And function words are made up of the most boring words you can imagine. 79 00:04:27,084 --> 00:04:31,141 They're made up of pronouns: "I", "me", "he", "she"; 80 00:04:31,141 --> 00:04:37,560 prepositions: "to", "of", "for"; auxiliary verbs: "am", "is", "have". 81 00:04:37,560 --> 00:04:42,128 I'll have to wake you up if I keep talking about these function words. 82 00:04:42,128 --> 00:04:46,758 But it turns out these function words are really interesting, 83 00:04:46,758 --> 00:04:52,461 because, first of all, there's only about five hundred function words in English, 84 00:04:52,461 --> 00:04:54,535 so they account for far less than 1% 85 00:04:54,535 --> 00:04:57,349 of all the words we know, we hear, we read. 86 00:04:57,349 --> 00:05:00,494 Nevertheless, they reflect 55% to 60% 87 00:05:00,494 --> 00:05:03,639 of all the words that we are surrounded with, 88 00:05:03,639 --> 00:05:06,784 they're everywhere, but we don't pay attention to them. 89 00:05:06,784 --> 00:05:10,165 In English and in other languages, they're the shortest words there are, 90 00:05:10,189 --> 00:05:12,710 and when they're spoken or when you're reading, 91 00:05:12,710 --> 00:05:16,583 they zip into your brain at the speed of less than 0.2 seconds, 92 00:05:16,583 --> 00:05:20,538 meaning that they're processed essentially non-consciously. 93 00:05:20,538 --> 00:05:23,110 But there's something even more interesting about them, 94 00:05:23,134 --> 00:05:26,897 they are social, they are profoundly social. 95 00:05:26,897 --> 00:05:29,612 Let me give me an example, let's say you're walking along, 96 00:05:29,636 --> 00:05:32,396 you see a note on the ground, you pick it up and it says, 97 00:05:32,396 --> 00:05:35,583 "I am placing it on the table." 98 00:05:35,583 --> 00:05:37,732 Well, that kinda makes sense, kinda doesn't. 99 00:05:37,732 --> 00:05:40,304 "I'm placing it on the table". There's 2 content words: 100 00:05:40,328 --> 00:05:41,856 "placing" and "table"; 101 00:05:41,856 --> 00:05:47,955 all the rest are function words: "I", "am", "it", "on", "the". 102 00:05:47,955 --> 00:05:51,328 Now the reason this doesn't make sense to most of us is 103 00:05:51,328 --> 00:05:53,444 who was "I"? No idea. 104 00:05:53,444 --> 00:05:56,687 "Am" implies present tense. When was it written? 105 00:05:56,692 --> 00:05:59,221 "It"? Pfft, no idea what "it" is. 106 00:05:59,221 --> 00:06:02,733 "On the table", "the table" means it's a table 107 00:06:02,733 --> 00:06:04,832 that the author knew about 108 00:06:04,838 --> 00:06:07,704 and the intended recipient of this note knew about, 109 00:06:07,704 --> 00:06:09,373 but nobody else did. 110 00:06:09,373 --> 00:06:13,752 And, in fact, this note only has meaning to the author 111 00:06:13,752 --> 00:06:15,833 and the recipient of the note 112 00:06:15,833 --> 00:06:18,994 at a particular time, in a particular location. 113 00:06:19,008 --> 00:06:22,057 And, in fact, if I took that note to this author now 114 00:06:22,057 --> 00:06:24,458 6 months later and say, "What's this all about?" 115 00:06:24,458 --> 00:06:26,649 There's a good chance that the author will say, 116 00:06:26,673 --> 00:06:28,716 "No idea." 117 00:06:30,342 --> 00:06:32,960 Function words are social, 118 00:06:32,960 --> 00:06:34,567 they tell us about the author, 119 00:06:34,567 --> 00:06:36,234 they tell us about the relationship 120 00:06:36,234 --> 00:06:37,949 between the author and the recipient 121 00:06:37,973 --> 00:06:41,578 and the relationship between the author and the topic itself. 122 00:06:41,578 --> 00:06:45,731 And this is the heart of what I want to talk to you about today. 123 00:06:45,731 --> 00:06:49,535 By analyzing function words, we start to get a sense 124 00:06:49,535 --> 00:06:51,945 of who people are, what their relationships are, 125 00:06:51,945 --> 00:06:55,811 how they think about themselves and how they connect with others. 126 00:06:57,451 --> 00:06:59,343 Yeah, there're a lot of function words, 127 00:06:59,343 --> 00:07:02,959 and honestly, I could talk for several hours about function words. 128 00:07:02,959 --> 00:07:06,634 But I'm going to spare you that and just focus on a couple today, 129 00:07:06,634 --> 00:07:10,745 to just give you a flavor of why they're so interesting. 130 00:07:10,745 --> 00:07:12,372 Let's start off with pronouns, 131 00:07:12,372 --> 00:07:14,519 and let's start off with third-person pronouns 132 00:07:14,519 --> 00:07:16,287 like "he", "she", "they". 133 00:07:17,337 --> 00:07:19,718 Now it turns out some people out there in the world 134 00:07:19,742 --> 00:07:22,543 use these third-person pronouns at high rates 135 00:07:22,543 --> 00:07:24,947 and other people at low rates. 136 00:07:24,947 --> 00:07:27,534 What kind of person would use them? 137 00:07:27,534 --> 00:07:31,232 Well, you have to think about pronouns and all function words 138 00:07:31,232 --> 00:07:35,784 in terms of where are people paying attention. 139 00:07:35,784 --> 00:07:37,880 If you are using these third-person pronouns, 140 00:07:37,904 --> 00:07:40,527 by definition you're paying attention to other people. 141 00:07:40,527 --> 00:07:43,571 You care about other people, you're thinking about other people, 142 00:07:43,571 --> 00:07:45,579 and people who use these at high rates 143 00:07:45,579 --> 00:07:47,709 are much more socially engaged. 144 00:07:47,709 --> 00:07:49,981 We can analyze emails, tweets and so forth 145 00:07:49,981 --> 00:07:52,449 and get a sense of someone's social engagement 146 00:07:52,449 --> 00:07:54,097 just by looking at this. 147 00:07:54,097 --> 00:07:57,815 How about first-person singular pronouns, "I", "me" and "my"? 148 00:07:59,335 --> 00:08:01,713 OK, using the attentional arguments, 149 00:08:01,713 --> 00:08:04,629 someone who's attending to their thoughts, feelings, 150 00:08:04,629 --> 00:08:08,315 behaviors, to themselves in some way would use these words more. 151 00:08:08,315 --> 00:08:11,615 What kind of person do you think uses "I" words the most? 152 00:08:11,615 --> 00:08:14,584 I hope, you're sitting there, you're thinking, 153 00:08:14,584 --> 00:08:17,377 "Well, somebody who's self-centered, self-important, 154 00:08:17,377 --> 00:08:23,805 narcissistic, hungry for power and high in status." 155 00:08:24,345 --> 00:08:26,758 You would be completely wrong. 156 00:08:27,278 --> 00:08:30,012 In fact the person who is highest in status 157 00:08:30,012 --> 00:08:33,196 uses "I" words the least. 158 00:08:33,535 --> 00:08:35,481 Let me rephrase that, 159 00:08:35,481 --> 00:08:39,376 the higher anybody is in status, the less they use "I" words; 160 00:08:39,376 --> 00:08:44,207 the lower someone is in status, the higher they use "I" words. 161 00:08:44,207 --> 00:08:47,750 Now, I discovered this by analyzing emails, 162 00:08:47,750 --> 00:08:50,745 instant messages, natural conversations, 163 00:08:50,745 --> 00:08:52,530 business groups and so forth. 164 00:08:52,530 --> 00:08:54,054 And the effects were huge. 165 00:08:55,024 --> 00:08:57,388 I looked at these results and I thought, 166 00:08:57,388 --> 00:09:00,260 "Wow, this must be true for other people 167 00:09:00,260 --> 00:09:02,472 but it can't possibly be true for me." 168 00:09:03,292 --> 00:09:04,912 You know I love everybody equally. 169 00:09:05,665 --> 00:09:08,398 So I go in and analyze my own emails. 170 00:09:08,398 --> 00:09:10,952 I'm the same as everybody else, 171 00:09:10,952 --> 00:09:15,183 I look at the email that I get from an undergraduate student, 172 00:09:15,183 --> 00:09:17,136 "Dear Dr Pennebaker, I would like to know 173 00:09:17,160 --> 00:09:18,951 if I could possibly meet with you 174 00:09:18,951 --> 00:09:20,951 because I think I need to change my grade." 175 00:09:20,975 --> 00:09:25,114 And I write back, "Dear Student, Thank you so much for your email. 176 00:09:25,114 --> 00:09:29,730 Unfortunately, the way the grade systems work, blah, blah, blah." 177 00:09:29,730 --> 00:09:32,225 I look at my email to the dean. 178 00:09:32,225 --> 00:09:35,074 "Dear Dean, I'm Jamie Pennebaker and I would like to ask you 179 00:09:35,074 --> 00:09:38,070 if I could do this and if I could do that and I could do this." 180 00:09:38,070 --> 00:09:39,915 And the dean writes back, "Dear Jamie, 181 00:09:39,915 --> 00:09:43,959 Thank you so much for your email..." and so forth. 182 00:09:43,959 --> 00:09:49,469 Now everybody is being completely polite, nobody's putting anybody down. 183 00:09:49,469 --> 00:09:52,151 This is the language of power in status; 184 00:09:52,151 --> 00:09:54,526 it tells us where people are paying attention. 185 00:09:54,543 --> 00:09:57,273 A high status person is looking out at the world, 186 00:09:57,277 --> 00:10:00,532 the low status person tends to be looking more inwardly. 187 00:10:00,532 --> 00:10:02,247 What about others' states? 188 00:10:02,247 --> 00:10:07,237 Let's move beyond status, let's look at emotional states. 189 00:10:07,237 --> 00:10:09,088 You would think that someone would be 190 00:10:09,088 --> 00:10:10,755 paying more attention to themselves 191 00:10:10,779 --> 00:10:15,550 if they're in pain. It could be physical pain or emotional pain. 192 00:10:15,550 --> 00:10:18,568 In fact, if we look at people who are depressed, 193 00:10:18,568 --> 00:10:20,348 we've done many studies on this, 194 00:10:20,348 --> 00:10:22,368 and we know that people who are depressed 195 00:10:22,368 --> 00:10:23,924 pay attention to themselves more 196 00:10:23,924 --> 00:10:25,900 and they used the word "I" more. 197 00:10:25,900 --> 00:10:28,615 In fact one of our very first studies looked at the poetry 198 00:10:28,639 --> 00:10:31,008 of suicidal and non-suicidal poets. 199 00:10:31,008 --> 00:10:33,580 Now, we did this research where we went through, 200 00:10:33,580 --> 00:10:35,162 analyzed their poetry, 201 00:10:35,162 --> 00:10:37,639 and initially I thought, "Well, the big difference is 202 00:10:37,639 --> 00:10:40,144 in the degree that they use negative, emotion words." 203 00:10:40,144 --> 00:10:41,852 Not true. 204 00:10:41,852 --> 00:10:43,541 Suicidal and non-suicidal poets 205 00:10:43,541 --> 00:10:46,930 all use negative emotion words at high rate. 206 00:10:46,930 --> 00:10:50,258 I think it's part of the job description. 207 00:10:50,258 --> 00:10:52,246 (Laughter) 208 00:10:52,246 --> 00:10:54,904 The big difference was their use of the word "I". 209 00:10:54,904 --> 00:10:57,946 Suicidal poets use the word "I" more. 210 00:10:57,946 --> 00:11:00,271 Consider this poem, this is by Sylvia Plath 211 00:11:00,271 --> 00:11:03,213 who later committed suicide. 212 00:11:03,213 --> 00:11:06,701 Listen to the way that she uses the word "I" 213 00:11:06,701 --> 00:11:08,419 and first-person singular. 214 00:11:09,739 --> 00:11:13,348 I'm taking some lines from her poem "Mad Girl's Love Song". 215 00:11:14,488 --> 00:11:17,451 I shut my eyes and all the world drops dead; 216 00:11:17,451 --> 00:11:20,995 I lift my lids and all is born again. 217 00:11:20,995 --> 00:11:23,547 (I think I made you up inside my head.) 218 00:11:23,547 --> 00:11:25,575 I fancied you'd return the way you said, 219 00:11:25,575 --> 00:11:28,003 But I grow old and I forget your name. 220 00:11:28,593 --> 00:11:30,773 (I think I made you up inside my head.) 221 00:11:32,633 --> 00:11:35,643 You can almost see Plath 222 00:11:35,643 --> 00:11:39,217 embracing her sorrow, her misery and so forth 223 00:11:39,217 --> 00:11:44,486 and you can compare her writing with other poets, non-suicidal poets 224 00:11:44,486 --> 00:11:46,255 who write about lost love. 225 00:11:46,255 --> 00:11:50,012 When they do, you can almost see them holding it off from a distance, 226 00:11:50,012 --> 00:11:55,189 so they're looking at it from a more distant, third-person perspective. 227 00:11:55,189 --> 00:11:59,868 Now, there's a really interesting, important theory within psychology 228 00:11:59,868 --> 00:12:02,946 about depression. And people who are depressed 229 00:12:02,946 --> 00:12:07,099 are thought to be people who are very high in self-awareness or self-focus. 230 00:12:07,099 --> 00:12:12,164 And part of this is they also tend to be extremely honest. 231 00:12:12,164 --> 00:12:19,546 In fact, there are many studies showing that they have this deficit 232 00:12:19,546 --> 00:12:23,287 and they're not able to have positive illusions about ourselves. 233 00:12:23,287 --> 00:12:25,573 Those of us who aren't depressed get by every day 234 00:12:25,597 --> 00:12:28,804 by holding these insane illusions about the life. 235 00:12:28,804 --> 00:12:32,408 But these people are brutally honest. 236 00:12:32,408 --> 00:12:33,986 Now this made me wonder: 237 00:12:33,986 --> 00:12:36,384 throw away depression for just a second. 238 00:12:36,384 --> 00:12:38,384 Could we turn this entire thing upside down 239 00:12:38,408 --> 00:12:40,174 and find out if depressed people 240 00:12:40,174 --> 00:12:44,797 or if we could use a computer program as a linguistic lie-detector. 241 00:12:44,797 --> 00:12:47,535 I mean for anybody. So in fact we did some studies, 242 00:12:47,535 --> 00:12:49,230 where we brought people in the lab, 243 00:12:49,230 --> 00:12:51,185 we induced them to lie or tell the truth, 244 00:12:51,185 --> 00:12:54,233 we analyze court transcripts of people who were all found guilty, 245 00:12:54,257 --> 00:12:56,679 half of whom were later exonerated, 246 00:12:56,679 --> 00:12:59,924 and the effects were really quite impressive. 247 00:12:59,924 --> 00:13:01,999 We did a pretty good job at telling 248 00:13:01,999 --> 00:13:04,333 if someone who was telling the truth versus lying, 249 00:13:04,357 --> 00:13:07,367 and one of the best words was the use of the word "I". 250 00:13:07,367 --> 00:13:08,941 People who tell the truth 251 00:13:08,941 --> 00:13:12,695 use the word "I" more, owning what they're saying. 252 00:13:12,695 --> 00:13:16,609 Liars are tending to hold off, distancing themselves. 253 00:13:17,759 --> 00:13:21,018 Now, lie-detection and depression, 254 00:13:21,018 --> 00:13:23,907 status, are all some things that we can look at, 255 00:13:23,907 --> 00:13:26,384 but one of the things that I'm most interested in now 256 00:13:26,408 --> 00:13:27,729 is looking at groups, 257 00:13:27,729 --> 00:13:29,920 looking at the relationship between two people. 258 00:13:29,944 --> 00:13:32,445 Can you tell how two people are getting along 259 00:13:32,445 --> 00:13:36,872 by analyzing the way that they're using function words with each other? 260 00:13:36,872 --> 00:13:38,312 And the answer is "yes". 261 00:13:38,312 --> 00:13:40,832 We'd look at the percentage of each class of words 262 00:13:40,832 --> 00:13:44,183 and we come up with the metric that we call language style matching. 263 00:13:44,183 --> 00:13:48,244 And the more that two people are matching in their function word use, 264 00:13:48,244 --> 00:13:50,041 the more they're on the same page, 265 00:13:50,041 --> 00:13:53,024 the more they're talking about something in the same way. 266 00:13:53,024 --> 00:13:54,929 Now one place we started to look at this 267 00:13:54,953 --> 00:13:56,674 was with speed dating. 268 00:13:57,326 --> 00:14:00,771 Now, I should tell you I love speed dating, 269 00:14:00,771 --> 00:14:02,336 (Laughter) 270 00:14:02,336 --> 00:14:04,866 I would never do it in a million years, 271 00:14:04,876 --> 00:14:05,956 (Laughter) 272 00:14:05,956 --> 00:14:08,195 but I encourage all of you to go do speed dating 273 00:14:08,219 --> 00:14:09,460 and when you do, 274 00:14:09,460 --> 00:14:10,993 invite a researcher along 275 00:14:10,993 --> 00:14:13,576 because there is no paradigm that is better. 276 00:14:14,666 --> 00:14:17,320 We've been involved in speed-dating projects 277 00:14:17,320 --> 00:14:19,427 where people come in 278 00:14:19,427 --> 00:14:21,803 and in their 4 minute date, we tape-record it, 279 00:14:21,803 --> 00:14:23,741 they know we are, 280 00:14:23,741 --> 00:14:26,819 and then we transcribe the way they talk. 281 00:14:26,819 --> 00:14:29,327 The more they match in their language, 282 00:14:29,327 --> 00:14:31,423 the more likely they are to go out on a date. 283 00:14:31,447 --> 00:14:33,242 We can predict who will go on a date 284 00:14:33,242 --> 00:14:37,591 at rates slightly better than the people themselves can. 285 00:14:37,591 --> 00:14:40,231 We've done studies with young dating couples. 286 00:14:40,231 --> 00:14:43,622 To be in our study, they had to give us 287 00:14:43,622 --> 00:14:46,123 10 days of their instant messages or IM's. 288 00:14:46,723 --> 00:14:49,172 And then what we do is we analyze their IM's 289 00:14:49,172 --> 00:14:51,621 with this style matching, 290 00:14:51,621 --> 00:14:54,070 and we do much, much better than they do 291 00:14:54,070 --> 00:14:56,499 at predicting if they'll be together 3 months later. 292 00:14:56,523 --> 00:14:58,362 (Laughter) 293 00:14:58,362 --> 00:15:01,077 The fact is, is these words are telling us how individuals 294 00:15:01,101 --> 00:15:03,551 and pairs of people are connecting. 295 00:15:03,551 --> 00:15:04,611 What about groups? 296 00:15:04,611 --> 00:15:07,051 Now this is an area that we're now working at. 297 00:15:07,051 --> 00:15:08,575 We're looking at working groups, 298 00:15:08,599 --> 00:15:10,513 some are groups that we've worked with, 299 00:15:10,513 --> 00:15:12,037 people from the business school, 300 00:15:12,061 --> 00:15:14,495 we'd look at people in the get-to-know-you groups, 301 00:15:14,527 --> 00:15:16,908 we do educational groups. And what we're finding is 302 00:15:16,932 --> 00:15:19,836 by looking at a group of, say, 5 or 6 people, 303 00:15:19,836 --> 00:15:22,598 we can now get a sense of how productive the group will be, 304 00:15:22,622 --> 00:15:25,258 and also how cohesive the group will be, 305 00:15:25,258 --> 00:15:27,969 simply by looking at the style matching. 306 00:15:27,976 --> 00:15:30,912 Now here's where things are starting to get interesting: 307 00:15:30,912 --> 00:15:33,451 by tracking a group that's interacting 308 00:15:33,451 --> 00:15:35,770 and say they're all interacting online, 309 00:15:35,770 --> 00:15:39,551 we can have a computer monitoring how the group is behaving. 310 00:15:39,551 --> 00:15:40,867 Imagine for example, 311 00:15:40,867 --> 00:15:43,544 you are in this group, 312 00:15:43,544 --> 00:15:46,211 and a computer coach comes to your group 313 00:15:46,211 --> 00:15:50,190 every now and then, and a message comes and says, 314 00:15:50,190 --> 00:15:53,296 "You guys are not paying attention to one another, 315 00:15:53,296 --> 00:15:57,396 you need to be more attentive to what the other people are saying," or 316 00:15:57,396 --> 00:16:00,396 "You guys for the last few minutes have strayed off topic, 317 00:16:00,396 --> 00:16:03,716 try to get back on topic," or that loud mouth in the group, 318 00:16:03,716 --> 00:16:07,566 the computer comes in and says, "John, for the last 5 minutes 319 00:16:07,566 --> 00:16:11,142 you said 50% of the words, why don't you stand back 320 00:16:11,142 --> 00:16:13,884 and encourage others to talk?" (Laughter) 321 00:16:13,884 --> 00:16:17,199 Well, we have now created a program that does this, 322 00:16:17,199 --> 00:16:20,602 and we've now tested it out with hundreds of groups 323 00:16:20,602 --> 00:16:24,703 and we are getting very promising results. 324 00:16:24,703 --> 00:16:27,912 Now, you can start to see why I'm so excited 325 00:16:27,912 --> 00:16:30,244 about this world of function words, 326 00:16:30,244 --> 00:16:33,665 that we're now taking this in all these directions, 327 00:16:33,665 --> 00:16:36,249 that I never would've thought about. 328 00:16:36,249 --> 00:16:39,533 We've been looking at it in terms of looking at historical records. 329 00:16:39,533 --> 00:16:43,876 Can you tell if a particular explorer committed suicide or was murdered? 330 00:16:43,876 --> 00:16:45,611 We've done a project on that. 331 00:16:45,611 --> 00:16:48,056 Can you look at a company and get a sense 332 00:16:48,056 --> 00:16:51,307 of how their internal communications are working? 333 00:16:51,307 --> 00:16:53,355 How well they are connecting with the people 334 00:16:53,355 --> 00:16:55,283 in their company or with their clients. 335 00:16:55,283 --> 00:16:59,752 We look at corporate earnings reports or the quarterly phone calls 336 00:16:59,752 --> 00:17:03,112 to get a sense of the internal group dynamics of the company. 337 00:17:03,112 --> 00:17:04,636 We've worked with the government 338 00:17:04,660 --> 00:17:06,688 to try to get a sense of terrorist groups 339 00:17:06,688 --> 00:17:09,813 and if they are likely to behave badly. 340 00:17:09,813 --> 00:17:13,155 We've helped people sort out their love lives. 341 00:17:14,595 --> 00:17:15,978 You can start to see that 342 00:17:15,978 --> 00:17:19,721 by harnessing the power of these function words, 343 00:17:19,721 --> 00:17:22,948 we can get a sense of individuals and groups 344 00:17:22,948 --> 00:17:25,325 and how people are connecting. 345 00:17:26,305 --> 00:17:28,224 Now, what I would urge you to do, 346 00:17:29,185 --> 00:17:31,805 I'd like you to go home tonight 347 00:17:31,805 --> 00:17:34,557 and I want you to start looking at your emails, 348 00:17:34,557 --> 00:17:37,728 your tweets, your IM's or whatever, 349 00:17:37,728 --> 00:17:41,401 and in doing that, what I hope you start to see is, 350 00:17:41,401 --> 00:17:43,306 first of all you learn a little bit more 351 00:17:43,306 --> 00:17:45,068 about your relationships with others, 352 00:17:45,092 --> 00:17:46,903 but more than anything, 353 00:17:46,903 --> 00:17:49,411 I hope you'll learn a little bit about yourself. 354 00:17:49,411 --> 00:17:50,800 Thank you very much. 355 00:17:50,977 --> 00:17:56,459 (Applause)