1 00:00:09,500 --> 00:00:11,170 In this lecture, we'll discuss how 2 00:00:11,170 --> 00:00:14,050 analytics and, in particular, optimization 3 00:00:14,050 --> 00:00:15,920 is used in online dating. 4 00:00:15,920 --> 00:00:19,890 Specifically, we'll discuss the story of the company eHarmony 5 00:00:19,890 --> 00:00:21,970 that uses optimization to maximize 6 00:00:21,970 --> 00:00:24,430 the probability of a successful match 7 00:00:24,430 --> 00:00:28,030 between compatible adults. 8 00:00:28,030 --> 00:00:31,350 The goal of eHarmony is to take a scientific approach 9 00:00:31,350 --> 00:00:34,390 to love and marriage and offer it to the masses 10 00:00:34,390 --> 00:00:38,110 through an online dating website focused 11 00:00:38,110 --> 00:00:40,760 on long term relationships. 12 00:00:40,760 --> 00:00:42,950 Indicators of success for eHarmony 13 00:00:42,950 --> 00:00:47,560 include the fact that nearly 4% of U.S. marriages in 2012 14 00:00:47,560 --> 00:00:50,840 are a result of eHarmony. 15 00:00:50,840 --> 00:00:54,740 Furthermore, the company has generated, by 2009, 16 00:00:54,740 --> 00:00:57,460 over $1 billion in revenue. 17 00:01:00,620 --> 00:01:02,650 How is eHarmony different? 18 00:01:02,650 --> 00:01:05,640 Unlike other online dating websites, 19 00:01:05,640 --> 00:01:10,610 eHarmony does not have users browse other users' profiles. 20 00:01:10,610 --> 00:01:13,970 Instead, eHarmony uses a compatibility score 21 00:01:13,970 --> 00:01:17,460 between two people and uses optimization algorithms 22 00:01:17,460 --> 00:01:19,850 to determine the user's best matches. 23 00:01:22,390 --> 00:01:25,560 How does eHarmony compute the compatibility score? 24 00:01:25,560 --> 00:01:28,820 The score is based on 29 different dimensions 25 00:01:28,820 --> 00:01:33,460 of personality including character, emotions, values, 26 00:01:33,460 --> 00:01:35,620 traits, etc. 27 00:01:35,620 --> 00:01:40,340 The calculation involves a 436 questionnaire. 28 00:01:40,340 --> 00:01:42,539 The matches must meet at least 25 29 00:01:42,539 --> 00:01:45,580 out of 29 compatibility areas. 30 00:01:45,580 --> 00:01:50,680 The graph from eHarmony's website shown in this slide 31 00:01:50,680 --> 00:01:54,890 describes one such question regarding character. 32 00:01:54,890 --> 00:01:57,210 Let us discuss the history of the company. 33 00:01:57,210 --> 00:02:00,230 The founder of the company is Dr. Neil Clark Warren, 34 00:02:00,230 --> 00:02:04,400 a clinical psychologist who counseled couples and began 35 00:02:04,400 --> 00:02:08,650 to see that many marriages ended in divorce because couples 36 00:02:08,650 --> 00:02:11,160 were not initially compatible. 37 00:02:11,160 --> 00:02:14,560 Warren has written many relationship books. 38 00:02:14,560 --> 00:02:18,780 Finding the Love of your Life, The Triumphant Marriage, 39 00:02:18,780 --> 00:02:21,790 Learning to Live with the Love of Your Life and Loving It, 40 00:02:21,790 --> 00:02:26,610 Finding Commitment, and many others. 41 00:02:26,610 --> 00:02:30,310 In the late 1990s, after more than 35 years 42 00:02:30,310 --> 00:02:33,230 of work as a clinical psychologist and marriage 43 00:02:33,230 --> 00:02:36,660 counselor, Warren decided to test his theory 44 00:02:36,660 --> 00:02:40,320 that certain characteristics can predict compatibility and lead 45 00:02:40,320 --> 00:02:42,890 to more satisfying relationships. 46 00:02:42,890 --> 00:02:45,079 After three years of research Warren 47 00:02:45,079 --> 00:02:46,570 developed a model of compatibility 48 00:02:46,570 --> 00:02:51,010 that is now the basis of the company's matching system. 49 00:02:51,010 --> 00:02:54,220 The service launched its matching service for singles 50 00:02:54,220 --> 00:02:55,500 in 2000. 51 00:02:55,500 --> 00:02:59,150 Since then, the company has had about 33 million members, 52 00:02:59,150 --> 00:03:03,010 and as of 2008, about 15,000 people 53 00:03:03,010 --> 00:03:06,210 take the eHarmony questionnaire each day. 54 00:03:06,210 --> 00:03:08,960 Interested users may fill out the compatibility quiz, 55 00:03:08,960 --> 00:03:11,340 but in order to see matches members 56 00:03:11,340 --> 00:03:16,170 must pay a membership fee to eHarmony. 57 00:03:16,170 --> 00:03:19,050 What is a distinguishing characteristic of eHarmony? 58 00:03:19,050 --> 00:03:22,800 While eHarmony was not the first online dating website 59 00:03:22,800 --> 00:03:24,880 and faced serious competition, there 60 00:03:24,880 --> 00:03:28,079 is a key difference from other dating websites. 61 00:03:28,079 --> 00:03:30,550 eHarmony takes a quantitative optimization approach 62 00:03:30,550 --> 00:03:32,650 to matchmaking rather than letting 63 00:03:32,650 --> 00:03:35,280 users browse their website. 64 00:03:35,280 --> 00:03:37,110 In this lecture, we'll explore some 65 00:03:37,110 --> 00:03:40,400 of the analytics eHarmony uses.