1 00:00:00,030 --> 00:00:01,830 ♪ [music] ♪ 2 00:00:03,630 --> 00:00:05,630 - [Narrator] Welcome to Nobel Conversations. 3 00:00:06,930 --> 00:00:10,300 In this episode, Josh Angrist and Guido Imbens, 4 00:00:10,300 --> 00:00:13,380 sit down with Isaiah Andrews to discuss the key ingredients 5 00:00:13,380 --> 00:00:15,690 in their Nobel-winning collaboration. 6 00:00:16,700 --> 00:00:19,590 Josh and Guido, first congratulations on the Nobel Prize! 7 00:00:19,590 --> 00:00:20,620 Thank you. 8 00:00:20,620 --> 00:00:23,190 - [Isaiah] The work you did together, particularly the work 9 00:00:23,190 --> 00:00:25,986 on the Local Average Treatment Effect, or LATE framework 10 00:00:25,986 --> 00:00:28,900 was cited as one of the big reasons you won the prize. 11 00:00:29,200 --> 00:00:32,600 At the same time, you only overlapped at Harvard for a year-- 12 00:00:32,900 --> 00:00:34,300 if I'm remembering correctly-- 13 00:00:35,210 --> 00:00:36,250 it would be great to hear a bit more 14 00:00:36,250 --> 00:00:38,500 about how you started this collaboration 15 00:00:38,500 --> 00:00:40,964 and what made your working relationship productive. 16 00:00:40,964 --> 00:00:43,600 Are there ways in which you felt like you complimented each other, 17 00:00:43,600 --> 00:00:46,470 what got things started on such a productive trajectory? 18 00:00:46,790 --> 00:00:50,624 Your job talk, as I recall, Guido, it wasn't very interesting 19 00:00:50,624 --> 00:00:52,740 but I think it was a choice-based sampling-- 20 00:00:52,740 --> 00:00:54,600 It was. It was. [laughter] 21 00:00:54,600 --> 00:00:56,280 I was a very marginal hire there 22 00:00:56,280 --> 00:00:58,336 because they didn't actually interview me 23 00:00:58,336 --> 00:00:59,830 on the regular job market, 24 00:00:59,830 --> 00:01:03,000 but I think they were very desperate to get someone else 25 00:01:03,000 --> 00:01:04,900 to actually teach their courses. 26 00:01:05,920 --> 00:01:08,470 It was after they had a couple of seminars already 27 00:01:08,470 --> 00:01:11,123 and they're still looking in econometrics, 28 00:01:11,135 --> 00:01:13,940 - ...so Gary called me and kind of-- - [Josh] Gary Chamberlain? 29 00:01:13,940 --> 00:01:16,700 Gary Chamberlain called me and interviewed me over the telephone. 30 00:01:17,400 --> 00:01:20,828 He said, "Okay, well, why don't you come out and give a talk?" 31 00:01:21,089 --> 00:01:23,411 - [Josh] I remember this talk a little bit. 32 00:01:23,411 --> 00:01:26,941 I remember the dinner that you and Gary and I had. 33 00:01:29,000 --> 00:01:32,900 I remember not being very excited about your job market paper, 34 00:01:33,600 --> 00:01:38,220 but I saw that Gary was and luckily, Gary's view prevailed... 35 00:01:38,580 --> 00:01:39,600 Yes. 36 00:01:39,600 --> 00:01:41,900 - [Josh] ...and Harvard made you an offer 37 00:01:42,400 --> 00:01:46,300 and I think we started talking to each other pretty pretty soon after 38 00:01:46,300 --> 00:01:49,810 you arrived in the fall of 1990, right? 39 00:01:49,810 --> 00:01:52,990 As I said, I came and I didn't have a very clear agenda. 40 00:01:52,990 --> 00:01:55,700 I was a little intimidated getting there. 41 00:01:56,000 --> 00:01:59,776 But Gary kind of said, "No, you should talk to Josh." 42 00:01:59,776 --> 00:02:04,578 You should go to the labor seminar, kind of see what these people do. 43 00:02:04,578 --> 00:02:06,990 They're doing very interesting things there." 44 00:02:07,470 --> 00:02:08,880 I listened to Gary. 45 00:02:09,880 --> 00:02:10,938 As we did. 46 00:02:10,938 --> 00:02:14,834 As we did in the those days and ever since. 47 00:02:14,834 --> 00:02:16,700 I think it helped that we were neighbors. 48 00:02:16,700 --> 00:02:20,774 We both lived in Harvard's junior faculty housing, 49 00:02:22,030 --> 00:02:25,040 partly because housing costs were very high in Cambridge 50 00:02:25,040 --> 00:02:27,200 relative to our salary, which was very low. 51 00:02:27,800 --> 00:02:29,456 I think it also made a difference, 52 00:02:29,456 --> 00:02:31,212 neither of us came from Cambridge, 53 00:02:31,212 --> 00:02:33,360 so there were a lot of MIT people 54 00:02:33,360 --> 00:02:36,027 who already had their whole networks, 55 00:02:36,441 --> 00:02:37,800 kind of our collaborators. 56 00:02:37,800 --> 00:02:39,460 ♪ [music] ♪ 57 00:02:39,460 --> 00:02:41,850 - [Josh] Well, I think we figured out 58 00:02:41,850 --> 00:02:43,800 a mode of working together, also. 59 00:02:43,800 --> 00:02:46,410 We had kind of a regular date, so we were neighbors 60 00:02:46,860 --> 00:02:48,760 and we often did our laundry together. 61 00:02:49,510 --> 00:02:51,912 We didn't have laundry machines at our apartments. 62 00:02:52,500 --> 00:02:55,450 But we used to do our laundry and we were talking 63 00:02:55,450 --> 00:02:59,072 and you had a way of fairly systematically, 64 00:03:00,330 --> 00:03:03,300 addressing questions that would come up in our discussions 65 00:03:03,300 --> 00:03:05,562 and the one thing that I was very impressed by, 66 00:03:06,400 --> 00:03:08,728 our early interaction, is you would follow up. 67 00:03:09,993 --> 00:03:11,500 You would write some things down. 68 00:03:11,500 --> 00:03:13,250 Looking back at those days, sort of clearly, 69 00:03:13,250 --> 00:03:16,460 I just had a lot more time to actually think. 70 00:03:16,460 --> 00:03:19,370 - I look at my junior colleagues now-- - You don't have time to think now. 71 00:03:19,370 --> 00:03:22,753 No, but for me that is kind of one thing, 72 00:03:22,753 --> 00:03:24,850 but I feel now a lot of my junior colleagues 73 00:03:24,850 --> 00:03:27,200 don't actually have a lot of time to think. 74 00:03:27,200 --> 00:03:29,710 People are just doing so many projects, 75 00:03:29,710 --> 00:03:31,800 and it's actually so hard 76 00:03:31,800 --> 00:03:34,560 and there's so much pressure on people to publish. 77 00:03:34,560 --> 00:03:38,081 I remember spending a lot of time sitting in my office 78 00:03:38,081 --> 00:03:41,505 and thinking, "Wow, what shall I do now?" 79 00:03:41,505 --> 00:03:42,835 [laughter] 80 00:03:43,410 --> 00:03:45,096 But it would give me a lot of time 81 00:03:45,096 --> 00:03:46,883 to actually think about these problems 82 00:03:46,883 --> 00:03:48,790 and trying to figure it them out 83 00:03:48,790 --> 00:03:50,610 and I could actually go to seminars 84 00:03:52,000 --> 00:03:56,651 and then the next day have coffee or lunch with Josh or Gary 85 00:03:56,651 --> 00:03:58,640 and actually talk about those things. 86 00:03:58,640 --> 00:04:01,298 - [Isaiah] You guys weren't actually at Harvard together all that long, 87 00:04:01,298 --> 00:04:03,300 you started working together pretty quickly. 88 00:04:03,300 --> 00:04:06,600 Were you both in the mindset that you were looking for co-authors, 89 00:04:06,600 --> 00:04:09,260 or looking for a particular type of types of co-authors at the time 90 00:04:09,260 --> 00:04:11,600 or was it more sort of fortuitous than that? 91 00:04:11,600 --> 00:04:13,020 - [Josh] I think we were lucky. 92 00:04:13,020 --> 00:04:15,254 I don't remember that I was looking. 93 00:04:16,130 --> 00:04:17,900 I think, it was more fortuitous. 94 00:04:18,370 --> 00:04:21,411 I said I came in, I'd done my job market paper, 95 00:04:21,411 --> 00:04:23,110 and another paper for my thesis 96 00:04:23,110 --> 00:04:25,500 and I was just very happy to come to Harvard 97 00:04:25,500 --> 00:04:27,701 and suddenly there were all these seminars to go to, 98 00:04:28,262 --> 00:04:30,712 and lots of interesting people to talk to, 99 00:04:31,200 --> 00:04:35,805 but it wasn't a very conscious thing on my part. 100 00:04:36,300 --> 00:04:39,200 Looking back, I think there was a moment for me, 101 00:04:39,700 --> 00:04:42,933 where I was discussing instrumental variables, 102 00:04:42,933 --> 00:04:46,020 potential outcomes, treatment effects with Guido 103 00:04:47,000 --> 00:04:49,859 and we had a pretty good discussion, 104 00:04:49,859 --> 00:04:54,539 but then he also sent me some notes 105 00:04:55,770 --> 00:05:00,695 and the notes were very methodical write-up of our discussion 106 00:05:00,695 --> 00:05:02,966 and what you thought 107 00:05:03,600 --> 00:05:07,457 we had been concluding in a fairly formal way 108 00:05:07,457 --> 00:05:09,887 and I thought, "Well, that's great." 109 00:05:10,340 --> 00:05:13,020 Talk is cheap, right, but with somebody... 110 00:05:13,020 --> 00:05:15,514 - [Guido] Yeah, but-- - ...really writes out their story. 111 00:05:15,900 --> 00:05:18,500 - [Guido] For me, it really helps writing things down 112 00:05:18,500 --> 00:05:22,771 and I do remember working with Josh 113 00:05:22,771 --> 00:05:26,163 and sitting in my office and writing things out 114 00:05:26,633 --> 00:05:28,880 and you guys have all had the discussions with Gary 115 00:05:28,880 --> 00:05:32,212 where afterwards we need to then sit down 116 00:05:32,212 --> 00:05:33,920 and actually write things up 117 00:05:33,920 --> 00:05:36,641 to figure out exactly what was going on. 118 00:05:37,810 --> 00:05:39,360 I think the other thing we had, Guido, 119 00:05:39,360 --> 00:05:41,655 is we had some very concrete questions 120 00:05:41,655 --> 00:05:43,610 that came from applications. 121 00:05:43,610 --> 00:05:45,000 - [Guido] Yeah. 122 00:05:45,600 --> 00:05:47,465 A lot of econometrics, in my view, 123 00:05:47,870 --> 00:05:51,421 that we were schooled in was about models, 124 00:05:51,421 --> 00:05:55,411 here's a model and what can you say about this model? 125 00:05:57,110 --> 00:06:00,200 I think we were thinking about, here's a particular scenario, 126 00:06:00,500 --> 00:06:03,800 draft eligibility is an instrument for whether you serve in the Army. 127 00:06:04,830 --> 00:06:06,300 What do we learn from that? 128 00:06:06,300 --> 00:06:07,300 - [Guido] That's right. 129 00:06:07,300 --> 00:06:11,930 That's right, and that's sort of where your influence 130 00:06:11,930 --> 00:06:14,890 on the way I do research now is still very clear-- 131 00:06:14,890 --> 00:06:16,970 ♪ [music] ♪ 132 00:06:16,970 --> 00:06:19,060 - [Isaiah] Zooming out a little bit, just thinking about 133 00:06:19,060 --> 00:06:20,940 when you guys started working on this, 134 00:06:20,940 --> 00:06:22,353 when you started working together, 135 00:06:23,100 --> 00:06:24,410 any thoughts for folks 136 00:06:24,410 --> 00:06:26,890 who are just interested in finding productive 137 00:06:26,890 --> 00:06:28,170 co-authors being productive? 138 00:06:28,170 --> 00:06:30,900 I mean, Guido already mentioned the importance of having time, 139 00:06:30,900 --> 00:06:32,100 right, which it is. 140 00:06:32,100 --> 00:06:34,860 It is very easily not to have a lot of time to think-- 141 00:06:34,860 --> 00:06:36,250 You definitely have to make time. 142 00:06:36,250 --> 00:06:38,569 That's a great question though, Isaiah, 143 00:06:40,400 --> 00:06:42,738 and I tell my students that 144 00:06:42,738 --> 00:06:46,500 you should pick your co-authors as carefully, 145 00:06:46,500 --> 00:06:48,805 maybe more carefully than you pick your spouse. 146 00:06:49,390 --> 00:06:51,774 You want to find co-authors who, 147 00:06:53,800 --> 00:06:57,724 you have some complementarity 148 00:06:58,120 --> 00:07:00,985 and that's what makes a strong relationship. 149 00:07:03,200 --> 00:07:06,900 You don't want to work with somebody who sees the world exactly like you 150 00:07:09,370 --> 00:07:11,754 and as much as Guido and I agree about things, 151 00:07:12,071 --> 00:07:14,820 we often disagree about things to this day 152 00:07:15,565 --> 00:07:18,688 and it's fruitful to have those discussions 153 00:07:19,250 --> 00:07:21,400 and we had complimentary skills. 154 00:07:21,400 --> 00:07:24,821 I was very empirical. I'm not really an abstract thinker. 155 00:07:25,500 --> 00:07:29,800 Guido was great at figuring out what the principles were. 156 00:07:30,100 --> 00:07:34,500 Yeah, that's right and I totally agree, kind of [inaudible]. 157 00:07:34,700 --> 00:07:37,829 These are incredibly important relationships 158 00:07:37,829 --> 00:07:42,400 and you see a lot of people working together 159 00:07:42,400 --> 00:07:45,679 and not necessarily working very well 160 00:07:47,000 --> 00:07:51,990 and then it's very hard often to get out of this relationship. 161 00:07:52,900 --> 00:07:56,000 A good partnering is a beautiful thing, like a marriage. 162 00:07:56,500 --> 00:07:58,500 It produces wonderful children, 163 00:07:59,500 --> 00:08:03,408 the fruits of the scholarship are potentially wonderful 164 00:08:03,408 --> 00:08:07,666 and they exceed the capacity of the partners to do it on their own 165 00:08:07,900 --> 00:08:10,842 but a bad co-authorship can be very destructive 166 00:08:10,842 --> 00:08:14,336 and time consuming and painful, just like a bad marriage. 167 00:08:16,190 --> 00:08:18,922 Arguments may start about who did what when 168 00:08:18,922 --> 00:08:22,640 and intellectual property type issues, 169 00:08:22,640 --> 00:08:24,700 especially when it when it goes a little sour 170 00:08:24,700 --> 00:08:27,602 and somebody thinks the other party is not pulling their weight. 171 00:08:30,100 --> 00:08:32,070 There's more co-authorship now in economics, 172 00:08:32,070 --> 00:08:34,250 I think that's been documented, much more. 173 00:08:34,250 --> 00:08:35,090 - [Guido] Yes. 174 00:08:35,090 --> 00:08:37,460 There's more teams and there's larger teams 175 00:08:38,100 --> 00:08:40,651 and I think that's great, I love working on teams. 176 00:08:40,651 --> 00:08:43,070 We do work on schools with big teams. 177 00:08:43,070 --> 00:08:49,230 I work often with PI teammates like Parag Pathak and David Autor 178 00:08:49,230 --> 00:08:51,100 and then a team of graduate students, 179 00:08:51,100 --> 00:08:54,260 but I see that the students are not always, 180 00:08:54,260 --> 00:08:56,480 in some ways they're a little too promiscuous, 181 00:08:56,480 --> 00:08:58,700 in my view, in their partnering. 182 00:08:58,700 --> 00:09:00,420 They don't think it through. 183 00:09:01,180 --> 00:09:03,600 It's difficult to think it through. 184 00:09:03,930 --> 00:09:08,500 I think, for me, working with people always has involved 185 00:09:08,500 --> 00:09:11,061 spending a lot of one-on-one time with people, 186 00:09:11,431 --> 00:09:12,981 you need to figure out how they think 187 00:09:14,712 --> 00:09:17,465 and what kind of problems they're interested in 188 00:09:17,465 --> 00:09:19,546 and how they think about these problems, 189 00:09:19,546 --> 00:09:23,127 how they like to write, to make that-- 190 00:09:23,600 --> 00:09:26,060 And it takes some maturity on everybody's part. 191 00:09:26,060 --> 00:09:28,339 - Yes. Yes. - [Isaiah] In what sense? 192 00:09:28,339 --> 00:09:30,600 Just in the sense of knowing what's going to work for them, 193 00:09:30,600 --> 00:09:32,640 knowing when things are versus aren't working? 194 00:09:33,200 --> 00:09:36,131 - [Josh] Maturity in the sense of having some judgment 195 00:09:36,600 --> 00:09:40,151 to be able to face it honestly, if it's not going well, 196 00:09:40,151 --> 00:09:42,603 sometimes you have to have some difficult discussions. 197 00:09:43,583 --> 00:09:45,075 Is it worth continuing? 198 00:09:46,400 --> 00:09:48,795 "I was hoping you would do this, and you didn't," 199 00:09:49,100 --> 00:09:51,560 maybe it turns out there's some feeling 200 00:09:51,560 --> 00:09:53,445 in the other direction, the same way. 201 00:09:54,155 --> 00:09:56,800 And Josh is very good [chuckles] 202 00:09:56,800 --> 00:09:59,600 in the being honest, part from the beginning, 203 00:10:00,000 --> 00:10:01,310 - [Josh] For better or worse. 204 00:10:01,310 --> 00:10:03,896 - [Guido] I would write this stuff and then I remember 205 00:10:04,600 --> 00:10:08,192 the first version of the paper with Rubin, 206 00:10:08,963 --> 00:10:10,590 Josh was in Israel at the time, 207 00:10:12,700 --> 00:10:14,165 Don and I were in Cambridge 208 00:10:14,165 --> 00:10:16,010 and so I would talk with Don regularly, 209 00:10:16,010 --> 00:10:18,600 but Don wasn't really doing much writing in those days, 210 00:10:18,600 --> 00:10:21,801 I would write things and then I would fax them to Josh 211 00:10:21,801 --> 00:10:26,733 and they would come back, first page just one big cross, "No," 212 00:10:26,733 --> 00:10:29,555 second page, one big line, "No" 213 00:10:30,570 --> 00:10:33,470 and that would go for awhile but he still does that. 214 00:10:33,470 --> 00:10:36,800 I sent him the first draft of my Nobel lecture, 215 00:10:36,800 --> 00:10:39,309 and Josh goes, "No, no!" 216 00:10:40,330 --> 00:10:44,649 I've gotten some PDF comments like that from Josh, very helpful. 217 00:10:45,150 --> 00:10:46,720 Omit needless words. 218 00:10:47,390 --> 00:10:51,717 I have few co-authors who are willing to do that. 219 00:10:54,280 --> 00:10:58,400 Especially as you get older, it's harder to put up with that. 220 00:10:59,300 --> 00:11:02,905 I would find it harder now to start working with people who did that 221 00:11:03,810 --> 00:11:05,830 early on in a co-author relationship. 222 00:11:05,830 --> 00:11:08,900 It's also very hard because you need to have enough trust. 223 00:11:12,520 --> 00:11:16,559 Josh, for being willing to be very critical, 224 00:11:16,559 --> 00:11:20,470 he was also willing to admit being wrong. 225 00:11:20,470 --> 00:11:22,500 ♪ [music] ♪ 226 00:11:22,500 --> 00:11:25,370 - [Josh] But you have to be on the lookout for good partners, 227 00:11:25,800 --> 00:11:28,010 somebody who can help you answer questions 228 00:11:28,010 --> 00:11:29,710 that you can't answer yourself. 229 00:11:30,200 --> 00:11:33,000 I think there's a natural tendency for people to gravitate 230 00:11:33,000 --> 00:11:37,365 to people who are similar in outlook and skills 231 00:11:37,779 --> 00:11:39,763 and that's not as useful. 232 00:11:40,220 --> 00:11:43,131 - [Guido] Josh is right, nowadays it's very tempting 233 00:11:43,131 --> 00:11:46,134 to find people who think about the same problems 234 00:11:46,134 --> 00:11:49,176 you're already thinking about, who think along the same lines 235 00:11:49,730 --> 00:11:56,283 and that may not lead to very novel stuff. 236 00:11:58,500 --> 00:12:00,838 But at the same time finding people 237 00:12:00,838 --> 00:12:02,800 who actually have very different ideas, 238 00:12:02,800 --> 00:12:04,380 it's going to take a lot of time. 239 00:12:04,680 --> 00:12:07,570 Guido, you mentioned in passing how working with Josh 240 00:12:07,570 --> 00:12:10,270 has influenced how you do research, 241 00:12:10,270 --> 00:12:11,880 could you say a little more about that? 242 00:12:11,880 --> 00:12:13,800 I'd also be interested to hear from Josh, 243 00:12:14,670 --> 00:12:16,730 did working with Guido influence the way that you do research? 244 00:12:16,730 --> 00:12:19,460 - [Guido] Nowadays, I'm much more conscious of the fact that, 245 00:12:20,620 --> 00:12:21,990 for me, good economic research 246 00:12:21,990 --> 00:12:25,270 comes out of talking to people doing empirical work, 247 00:12:25,600 --> 00:12:29,300 and it's really not reading econometrica 248 00:12:30,020 --> 00:12:31,420 or the reading the stats journals, 249 00:12:31,420 --> 00:12:34,550 but it's actually talking to people doing empirical work, 250 00:12:34,550 --> 00:12:37,034 going to the empirical seminars. 251 00:12:38,770 --> 00:12:40,400 When I was at Berkeley, 252 00:12:41,250 --> 00:12:44,167 David Carr and Raj Chetty, as colleagues there 253 00:12:44,780 --> 00:12:46,700 and I would talk to them and listen to them, 254 00:12:46,900 --> 00:12:48,200 trying to figure out 255 00:12:48,601 --> 00:12:53,534 how are they solving their problems and other things there 256 00:12:53,534 --> 00:12:57,111 where I'm not really quite happy with the way they're doing things 257 00:12:57,111 --> 00:13:01,097 and trying to look for methodological problems, 258 00:13:02,710 --> 00:13:07,532 where there's some more general solutions possible. 259 00:13:07,900 --> 00:13:11,700 I tried to tell it to my students that I encourage them to work 260 00:13:11,700 --> 00:13:13,199 as research assistants also, 261 00:13:13,199 --> 00:13:18,704 for the people doing empirical work at Stanford. 262 00:13:19,700 --> 00:13:21,920 There was no subbing what I learned while I was in graduate school, 263 00:13:21,920 --> 00:13:25,600 but it really came out of working with Josh, 264 00:13:25,600 --> 00:13:26,990 as well as talking to Gary, 265 00:13:26,990 --> 00:13:30,367 Gary was always encouraging of doing that 266 00:13:30,367 --> 00:13:31,860 and because he done that himself, 267 00:13:31,860 --> 00:13:36,210 he'd worked with on empirical problems with Zvi Griliches 268 00:13:37,810 --> 00:13:39,500 early in his career. 269 00:13:39,500 --> 00:13:40,500 Yeah. 270 00:13:40,500 --> 00:13:44,600 Well, I became more more interested in the econometric theory 271 00:13:45,410 --> 00:13:47,100 through our interaction, 272 00:13:47,100 --> 00:13:51,960 and I think empiricists are often impatient with econometric theory, 273 00:13:51,960 --> 00:13:55,040 partly because empirical work is very time-consuming, 274 00:13:55,040 --> 00:13:59,100 and you may have a sense that something is 275 00:13:59,300 --> 00:14:00,740 convincing and sensible 276 00:14:00,740 --> 00:14:04,100 and you haven't really fully made the case for that, 277 00:14:04,100 --> 00:14:05,100 but you're convinced 278 00:14:05,100 --> 00:14:07,005 and that motivates you to pursue it, 279 00:14:07,860 --> 00:14:09,729 like the draft lottery story. 280 00:14:10,604 --> 00:14:12,441 I was pretty sure that was worth doing 281 00:14:14,420 --> 00:14:19,613 and I came away from working with Guido 282 00:14:19,613 --> 00:14:22,348 seeing that there was the potential to say something 283 00:14:22,733 --> 00:14:25,220 more than just about that particular problem, 284 00:14:26,560 --> 00:14:29,307 and I think over the those early years in the 90s, 285 00:14:31,600 --> 00:14:33,360 our thinking evolved together 286 00:14:33,360 --> 00:14:35,500 that there's actually a framework here, 287 00:14:35,500 --> 00:14:37,270 a way to solve a lot of problems 288 00:14:37,270 --> 00:14:40,700 and I think that that is the power of the LATE framework, 289 00:14:40,700 --> 00:14:42,630 is it answers a lot of questions. 290 00:14:42,630 --> 00:14:44,500 ♪ [music] ♪ 291 00:14:44,500 --> 00:14:46,300 - [Isaiah] In some sense, did you find that, 292 00:14:46,300 --> 00:14:48,560 email versus facts versus in-person, 293 00:14:48,560 --> 00:14:51,462 the medium mattered to how collaboration went 294 00:14:51,462 --> 00:14:53,190 or they're ways that you felt like 295 00:14:53,190 --> 00:14:54,760 it was the most useful to collaborate? 296 00:14:55,300 --> 00:14:57,361 To me, I think what matters most is, 297 00:14:58,251 --> 00:15:00,588 initially you have a period of-- 298 00:15:00,588 --> 00:15:02,150 We needed that initial period, 299 00:15:02,150 --> 00:15:06,477 that was very intense with almost daily interaction 300 00:15:06,477 --> 00:15:08,358 and we also became friends. 301 00:15:08,900 --> 00:15:13,512 You don't develop the kind of friendship, electronically usually 302 00:15:13,512 --> 00:15:15,000 [laughter] 303 00:15:15,000 --> 00:15:18,731 but once you have that foundation you can be pen pals 304 00:15:19,300 --> 00:15:24,314 and we did use email, though it wasn't as useful then 305 00:15:25,500 --> 00:15:28,400 but it worked, we definitely had a lot of faxes. 306 00:15:28,400 --> 00:15:31,300 I still have these faxes, long faxes 307 00:15:33,330 --> 00:15:36,885 and then in the summer, I would come to Cambridge, 308 00:15:36,885 --> 00:15:40,300 usually to the NBR meetings and hang around for a few weeks 309 00:15:40,300 --> 00:15:41,949 and you visited me in Israel. 310 00:15:41,949 --> 00:15:44,000 I visited in Israel. 311 00:15:44,000 --> 00:15:48,400 But yeah, there was good foundation from that that year 312 00:15:49,000 --> 00:15:51,100 and in some sense that was enough. 313 00:15:51,800 --> 00:15:53,300 Nowadays, 314 00:15:53,300 --> 00:15:56,600 I have the co-authors in lots of different places, 315 00:15:56,600 --> 00:15:59,100 but it's always been important 316 00:15:59,100 --> 00:16:01,380 to spend some time with people in the same place, 317 00:16:01,380 --> 00:16:04,900 so you understand how they work, how they think, 318 00:16:05,800 --> 00:16:07,350 even to the point that, 319 00:16:07,350 --> 00:16:08,490 you know when they actually respond, 320 00:16:08,490 --> 00:16:10,267 whether they respond quickly or whether that means, 321 00:16:10,267 --> 00:16:11,710 they're not actually doing anything 322 00:16:11,710 --> 00:16:15,100 or that mean they're thinking hard about a problem 323 00:16:15,100 --> 00:16:17,300 and they just take longer, 324 00:16:18,020 --> 00:16:21,707 but you do need to develop some understanding there. 325 00:16:21,707 --> 00:16:23,814 ♪ [music] ♪ 326 00:16:23,814 --> 00:16:26,900 - [Isaiah] We've talked about how your collaboration started, 327 00:16:26,900 --> 00:16:31,000 maybe just to step back slightly, were they're sort of features about 328 00:16:31,000 --> 00:16:34,000 the environment at Harvard or in Cambridge, at the time, 329 00:16:34,000 --> 00:16:35,980 which you felt contributed to it? 330 00:16:36,290 --> 00:16:37,920 Coming from Brown, 331 00:16:37,920 --> 00:16:42,174 I felt it was very intimidating place because it clearly was a very, very 332 00:16:43,500 --> 00:16:45,200 impressive set of people. 333 00:16:46,590 --> 00:16:48,620 Zvi Griliches was there, Dale Jorgensen-- 334 00:16:49,350 --> 00:16:53,610 Gary, Jerry Hausman, Whitney Newey, sometimes Jamie Robins. 335 00:16:53,890 --> 00:16:55,900 I mean, my view of that in retrospect, 336 00:16:55,900 --> 00:16:58,000 I can't say I loved every minute of every talk 337 00:16:58,000 --> 00:16:59,270 I ever gave in that Workshop, 338 00:16:59,270 --> 00:17:00,990 but that was the highest powered, 339 00:17:00,990 --> 00:17:02,670 that was the group you wanted to reach 340 00:17:03,600 --> 00:17:07,664 and you would get extraordinarily insightful feedback, 341 00:17:07,664 --> 00:17:10,600 even if it wasn't always easy to swallow. 342 00:17:11,300 --> 00:17:12,500 Yeah, and I have for a while, 343 00:17:12,500 --> 00:17:15,940 I would basically give a talk every semester 344 00:17:15,940 --> 00:17:19,000 because we didn't have any money to invite people. 345 00:17:19,710 --> 00:17:22,000 Gary would say, "Well, why don't you give a talk?" 346 00:17:22,000 --> 00:17:23,260 [laughter] 347 00:17:26,800 --> 00:17:30,758 That was the arena for young people with our interest. 348 00:17:30,758 --> 00:17:33,098 - [Guido] Yeah, it was really very impressive, 349 00:17:33,098 --> 00:17:35,448 but it was also quite tough-- 350 00:17:35,448 --> 00:17:37,128 It was intimidating. 351 00:17:37,800 --> 00:17:41,000 People there had very strong views on what they thought was 352 00:17:42,810 --> 00:17:44,310 the way you should do econometrics, 353 00:17:44,310 --> 00:17:46,310 the way the direction things should go, 354 00:17:49,340 --> 00:17:51,710 now, I would think things were getting a little stale, 355 00:17:51,710 --> 00:17:55,550 that in fact, we were bringing in a lot of the new ideas... 356 00:17:55,550 --> 00:17:57,000 - [Josh] Yeah. 357 00:17:57,000 --> 00:18:01,530 ...and that wasn't necessary immediately appreciated. 358 00:18:01,530 --> 00:18:02,530 [laughter] 359 00:18:02,530 --> 00:18:04,300 - [Josh] But that's okay. - And that's fine. 360 00:18:04,300 --> 00:18:07,730 We were pushed and a lot of great discussions 361 00:18:07,730 --> 00:18:12,887 in that workshop about what should we make of LATE 362 00:18:12,887 --> 00:18:15,687 but there were other questions that were just as interesting, 363 00:18:15,687 --> 00:18:18,267 like the role of the propensity score, 364 00:18:18,267 --> 00:18:20,678 that was a big deal in the 90s 365 00:18:20,689 --> 00:18:24,300 and econometrics was moving towards that 366 00:18:25,000 --> 00:18:27,550 and there were a lot of great questions. 367 00:18:27,550 --> 00:18:28,790 Yeah, 368 00:18:29,430 --> 00:18:32,810 I learned a huge amount there from the time I spent-- 369 00:18:32,810 --> 00:18:34,760 - [Josh] I think the other thing that Guido and I 370 00:18:34,760 --> 00:18:36,800 both benefited from is we both, 371 00:18:37,400 --> 00:18:39,810 not at the same time, but in early in our careers, 372 00:18:39,810 --> 00:18:42,400 taught econometrics with Gary Chamberlain, 373 00:18:43,200 --> 00:18:46,500 and that was like an apprenticeship for us, I think. 374 00:18:46,800 --> 00:18:50,530 I taught a mixed graduate, undergrad 1126, 375 00:18:50,530 --> 00:18:52,080 I don't know if they still have that number... 376 00:18:52,080 --> 00:18:53,500 - [Isaiah] Mmhmm, they do. 377 00:18:53,500 --> 00:18:55,480 ...very interesting course that it had 378 00:18:55,480 --> 00:18:57,885 both graduate and undergraduate enrollment 379 00:18:58,800 --> 00:19:02,869 and it was relatively applied for an econometrics class, 380 00:19:03,270 --> 00:19:06,542 and I learned a lot by teaching that with Gary. 381 00:19:07,500 --> 00:19:11,618 But in that sense, Harvard was a great place, 382 00:19:11,990 --> 00:19:13,210 very flexible there. 383 00:19:13,600 --> 00:19:15,879 The other thing I remember about Harvard is, 384 00:19:16,710 --> 00:19:18,612 well I had very good students, 385 00:19:20,300 --> 00:19:22,672 I taught a lot of wonderful students 386 00:19:22,672 --> 00:19:24,995 who went on to have wonderful careers. 387 00:19:26,300 --> 00:19:28,346 Also, Harvard as an institution, 388 00:19:28,346 --> 00:19:31,400 you're probably are aware of this, Isaiah, 389 00:19:31,400 --> 00:19:35,350 as a junior faculty member, they didn't then ask much of us, 390 00:19:35,350 --> 00:19:37,140 other than teaching our classes. 391 00:19:37,640 --> 00:19:40,730 We didn't have administrative concerns, to speak of. 392 00:19:41,300 --> 00:19:43,757 I think I went to two faculty meetings 393 00:19:43,757 --> 00:19:45,356 in my two years at Harvard 394 00:19:46,600 --> 00:19:48,940 and so we're left-- 395 00:19:50,920 --> 00:19:53,400 You were given a lot of freedom and flexibility. 396 00:19:54,740 --> 00:19:58,022 I went to the chair said, "Can I teach this course with Rubin?" 397 00:19:59,620 --> 00:20:04,133 I think it was Friedman at the time. It was like, "Fine." 398 00:20:05,200 --> 00:20:09,193 It wasn't really any concern about what what it was about 399 00:20:09,193 --> 00:20:11,790 and again, that was a very intimidating experience, 400 00:20:11,790 --> 00:20:13,350 but it was a great experience. 401 00:20:13,350 --> 00:20:14,385 ♪ [music] ♪ 402 00:20:14,385 --> 00:20:15,620 - [Narrator] If you'd like to watch more 403 00:20:15,620 --> 00:20:17,943 Nobel Conversations, click here, 404 00:20:18,198 --> 00:20:20,516 or if you'd like to learn more about econometrics, 405 00:20:20,516 --> 00:20:23,290 check out Josh's "Mastering Econometrics" series. 406 00:20:23,845 --> 00:20:26,713 If you'd like to learn more about Guido, Josh, and Isaiah, 407 00:20:26,713 --> 00:20:28,514 check out the links in the description. 408 00:20:28,514 --> 00:20:30,347 ♪ [music] ♪