0:00:00.900,0:00:01.900 ♪ [music] ♪ 0:00:03.800,0:00:05.700 - [Narrator] Welcome to [br]Nobel conversations. 0:00:07.300,0:00:10.240 In this episode, Josh Angrist [br]and Guido Imbens, 0:00:10.240,0:00:12.000 sit down with Isaiah Andrews 0:00:12.000,0:00:14.303 to discuss how the research[br]was initially received 0:00:14.900,0:00:17.736 and how they responded [br]to criticism. 0:00:18.700,0:00:19.300 At the time, did you feel like[br]you are on to something, 0:00:20.400,0:00:24.000 you felt like this was [br]the beginning of a whole line of work 0:00:24.000,0:00:27.400 that you felt like was going to be important or...? 0:00:27.600,0:00:30.100 Not so much that it was[br]a whole line of work, 0:00:30.100,0:00:32.600 but certainly I felt like, "Wow, this--" 0:00:32.600,0:00:34.700 We proved something be proved up[br]that people didn't know before, 0:00:34.700,0:00:39.000 that it was worth knowing. 0:00:39.000,0:00:40.000 Yeah, going back compared to my 0:00:40.000,0:00:41.400 job market papers having-- 0:00:41.600,0:00:45.900 I felt this was actually a very clear crisp result. 0:00:46.400,0:00:48.400 But there were definitely 0:00:48.900,0:00:53.200 was mixed reception and I don't[br]think anybody said that, 0:00:53.300,0:00:56.900 "Oh, wow, this is already,[br]something." 0:00:57.100,0:00:59.600 No, which is the nightmare scenario for a researcher 0:01:00.300,0:01:03.200 where you think you've discovered[br]something and then somebody else, 0:01:03.300,0:01:04.800 says, "Oh, I knew that." 0:01:05.000,0:01:08.600 But there were definitely was a need to[br]convince people that this was worth knowing, 0:01:09.000,0:01:12.800 that instrumental variables estimates[br]a causal effect for compliers. 0:01:13.200,0:01:18.000 Yeah, but even though it[br]took a long time to convince 0:01:18.600,0:01:20.400 a bigger audience, 0:01:20.700,0:01:24.600 sometimes even fairly quickly, the[br]reception was pretty good 0:01:24.800,0:01:27.000 among a small group of people. 0:01:27.200,0:01:31.500 Gary, clearly liked it a lot from the beginning 0:01:31.800,0:01:34.600 and I remember, because at that point Josh had left for Israel, 0:01:34.700,0:01:37.400 but I remember explaining it to Don Ruben 0:01:37.600,0:01:43.700 and he was like, "Yeah, this really is something here." 0:01:43.800,0:01:47.200 Not right away though.[br]Don took some convincing. 0:01:47.500,0:01:48.400 By the time you got to Don, 0:01:48.500,0:01:51.500 there have been some back[br]and forth with him 0:01:51.800,0:01:53.500 and in correspondence actually. 0:01:53.700,0:01:56.700 But I remember at some[br]point getting a call or email from him 0:01:56.700,0:02:02.300 saying that he was sitting at the[br]airport in Rome 0:02:02.500,0:02:03.700 and looking at the paper and thinking, 0:02:03.700,0:02:07.000 "Yeah, no actually, you guys are onto something." 0:02:07.000,0:02:10.600 We were happy about but that[br]took longer than I think you remember. 0:02:10.800,0:02:12.500 Yeah, it wasn't right away 0:02:12.600,0:02:13.600 [laughter] 0:02:13.700,0:02:16.500 because I know that I was back in[br]Israel by the time that happened. 0:02:16.500,0:02:18.300 I'd left for Israel in the summer-- 0:02:18.400,0:02:22.300 I was only at Harvard for two years. [br]We had that one year. 0:02:22.600,0:02:25.700 It is remarkable, I mean, that[br]one year was so fateful for us. 0:02:25.900,0:02:27.200 - [Guido] Yes. 0:02:28.500,0:02:30.200 I think we understood there was[br]something good happening, 0:02:30.200,0:02:34.000 but maybe we didn't think it was[br]life-changing, only in retrospect. 0:02:34.400,0:02:35.400 ♪ [music] ♪ 0:02:35.800,0:02:39.300 - [Isaiah] As you said, it sounds like a small group[br]of people were initially quite receptive, 0:02:39.300,0:02:41.000 perhaps took some time for 0:02:41.100,0:02:44.200 a broader group of people to come[br]around to 0:02:44.400,0:02:47.500 seeing the LATE framework[br]as a valuable way to look at the world. 0:02:47.700,0:02:50.000 I guess, in over the[br]course of that, did you 0:02:50.100,0:02:52.200 were their periods[br]where you thought, 0:02:52.300,0:02:53.200 maybe the people 0:02:53.300,0:02:55.800 saying this wasn't a useful way to[br]look at the world were right? 0:02:55.800,0:02:58.400 Did you get discouraged? [br]How did you think about? 0:02:58.400,0:03:00.900 I don't think I was discouraged[br]but the people who were saying 0:03:00.900,0:03:03.900 that we're smart people, well informed metricians, 0:03:05.000,0:03:08.000 sophisticated readers 0:03:08.900,0:03:11.800 and I think the substance[br]of the comment was, 0:03:11.800,0:03:15.600 this is not what econometrics is about. 0:03:16.300,0:03:20.700 Econometrics was being transmitted at that time was about structure. 0:03:21.300,0:03:24.700 There was this idea that[br]there's structure in the economy 0:03:25.100,0:03:27.100 and it's our job to discover it 0:03:27.200,0:03:31.200 and what makes it structure[br]is it's essentially invariant 0:03:31.900,0:03:34.800 and so we're saying, in the late theorem, 0:03:34.900,0:03:39.100 that every instrument produces[br]its own causal effect, 0:03:39.300,0:03:42.100 which is in contradiction to that[br]to some extent 0:03:42.400,0:03:45.300 and so that was where the tension was. 0:03:45.300,0:03:46.300 People didn't want to give up that idea. 0:03:46.300,0:03:47.700 Yeah. I remember 0:03:48.100,0:03:50.500 once people were started 0:03:51.200,0:03:56.100 arguing kind of more more[br]vocally against that, it 0:03:56.900,0:04:00.700 that never really bothered me[br]that much. It seems, you know, 0:04:01.000,0:04:03.700 sort of clear that we had[br]a result there and it was 0:04:04.900,0:04:08.900 Somewhat controversial, but instead[br]of controversial in a good way. It was 0:04:09.100,0:04:10.400 clear that people felt 0:04:10.700,0:04:12.800 they had to come out 0:04:12.900,0:04:14.100 against it because well, 0:04:14.100,0:04:16.800 I think what we think it's good[br]now and it's good night wasn't that 0:04:17.500,0:04:21.700 they might not have loved it at. Yeah,[br]I you know, I remember being somewhat, 0:04:21.800,0:04:26.400 the more upset there was some dinner[br]with someone said, no, no. That paper 0:04:26.700,0:04:28.300 that paper with Josh. That was really 0:04:28.800,0:04:32.600 that was doing a disservice[br]to the profession enough. 0:04:32.600,0:04:34.400 We had two reactions like that. So 0:04:34.800,0:04:38.200 That at some level, that's that[br]may be indicative of the culture 0:04:38.400,0:04:40.000 in general in economics. In the time. 0:04:41.400,0:04:44.300 I thought back later, but[br]I'd have to happen. Now, 0:04:44.600,0:04:48.200 if I was senior person sitting[br]in that conversation, I would 0:04:48.300,0:04:52.200 we call that out because it[br]really was not appropriate, 0:04:53.000,0:04:54.200 but it was so bad. 0:04:54.600,0:04:57.300 I think the criticism is[br]no, no. No, it wasn't, 0:04:57.700,0:05:01.500 it wasn't completely[br]misguided to be wrong. 0:05:01.800,0:05:04.700 No. No, but saying if you can[br]say two papers wrong order. 0:05:05.000,0:05:05.300 Yeah, 0:05:05.400,0:05:10.200 but it's saying that it's a disservice to[br]the professor. That's not really personal. 0:05:10.300,0:05:14.700 That's yes. And doing that, not to me, but[br]in front of my senior colleagues, yeah. 0:05:14.900,0:05:18.700 The but nobody was saying the result[br]was wrong and I remember also, 0:05:18.700,0:05:20.900 some of the comments were, you know, 0:05:20.900,0:05:24.000 thought-provoking so we had some[br]negative reviews. I think on the 0:05:24.400,0:05:26.300 average causal response paper. Yeah, 0:05:26.500,0:05:30.600 somebody said, you know, these compliers[br]you can't figure out who they are. 0:05:31.500,0:05:31.900 Right. 0:05:32.000,0:05:33.000 See it's one thing 0:05:33.000,0:05:36.200 to say you're estimating the effect of[br]treatment on the treated or something 0:05:36.200,0:05:38.400 like that. You can tell me who's treated, 0:05:38.600,0:05:42.600 you know, people in the CPS, you know,[br]you can't tell me who's a complier. 0:05:42.800,0:05:47.300 So that was a legitimate. That's, that's,[br]that's only fair that it's because he's 0:05:47.800,0:05:53.700 my dad. Yeah, my that part made people[br]a little uneasy and uncomfortable. 0:05:53.800,0:05:54.200 Yeah, 0:05:54.300,0:05:56.400 but it's a at the same time 0:05:56.900,0:06:00.800 because it showed that you couldn't[br]really go beyond that, it was 0:06:01.500,0:06:06.300 Very useful thing to realize[br]everyone was kind of on the day. 0:06:06.500,0:06:11.900 We got to the key result that I was thinking.[br]Wow, you know, this is this is sort of 0:06:12.100,0:06:17.100 as good as it gets them here. Be[br]actually having inside but it clearly 0:06:17.500,0:06:21.700 and we had to sell it. It's about selling[br]quite a few years. We had to sell. Yeah, 0:06:22.000,0:06:24.800 and it's proven it's[br]proven to be quite useful. 0:06:25.500,0:06:29.300 I don't think we understood that. It[br]would be so useful at the time. No, 0:06:30.100,0:06:35.600 I did feel like early on this was[br]a substantial inside something. 0:06:35.600,0:06:40.400 But yeah, but I did not[br]think goals were there. Yeah. 0:06:40.500,0:06:42.400 I felt like we were aiming for the Nobel. 0:06:43.900,0:06:46.300 We were very happy to get[br]that noted econometrics. 0:06:49.900,0:06:52.800 These are factors are ways of approaching[br]problems that lead people to be better at 0:06:52.800,0:06:53.100 like 0:06:53.200,0:06:56.600 recognizing the good stuff and taking the[br]time to do it as opposed to dismissing it. 0:06:56.600,0:06:57.700 Sometimes I think it's helpful. 0:06:57.700,0:07:01.300 If you're trying to convince somebody[br]that you have something useful to say 0:07:01.900,0:07:04.500 and maybe they don't, you[br]know, speak your language. 0:07:04.700,0:07:09.900 You might need to learn their language.[br]Yes. Yes. That's what we did with Don we cuz 0:07:10.300,0:07:11.300 we figured out. 0:07:11.400,0:07:12.200 How to remember. 0:07:12.200,0:07:17.600 We had a very hard time explaining[br]the exclusion restriction to Dawn May. 0:07:17.800,0:07:19.700 Rightfully, so it probably 0:07:20.000,0:07:24.600 I think he do and I eventually figured out[br]that it wasn't formulated very clearly, 0:07:24.900,0:07:25.400 you know, 0:07:25.400,0:07:29.700 and we came up with a way to do that in[br]the potential outcomes framework that 0:07:29.700,0:07:32.700 I think kind of worked[br]for the three of us. Yeah. 0:07:33.400,0:07:35.800 Well, I've worked for[br]the bigger literature but 0:07:35.800,0:07:39.000 I think what you're saying that is exactly[br]right. You kind of need to figure out 0:07:39.100,0:07:41.400 how not just kind of say, okay. Well, 0:07:41.400,0:07:43.900 I've got this language[br]and this this works great 0:07:43.900,0:07:45.900 and I've got to convince someone[br]else to use the language. 0:07:45.900,0:07:47.600 You could first figure out what language 0:07:47.700,0:07:49.300 State using and then 0:07:49.600,0:07:51.200 only then, can you try to say? 0:07:51.200,0:07:56.100 Wow, but here you thinking of it this way,[br]but that's actually a pretty hard thing 0:07:56.700,0:08:00.000 to do. You get someone from a[br]different discipline, convincing them. 0:08:00.200,0:08:03.300 They kind of to Junior faculty in a[br]different department actually have something 0:08:03.300,0:08:06.600 to say to you. That's that[br]takes a fair amount of effort. 0:08:07.500,0:08:10.200 Yeah, I wrote I wrote[br]on a number of times. 0:08:10.300,0:08:10.600 Yeah, 0:08:10.700,0:08:14.500 it fairly long letters. And I remember[br]thinking this is worth doing, you know, 0:08:14.600,0:08:17.600 that if I could convince[br]Don that would sort of, 0:08:17.800,0:08:19.600 The framework to some extent. 0:08:20.300,0:08:25.000 I think both both you and Dom were a little[br]bit more confident that you were right. 0:08:25.000,0:08:28.200 We used to argue a lot and[br]you would sometimes refereed. 0:08:29.800,0:08:30.700 That was fun. 0:08:30.800,0:08:34.100 I remember it wasn't. It wasn't hurtful. 0:08:35.200,0:08:39.800 I remember getting a little testy.[br]Once we had lunch in The Faculty Club 0:08:40.600,0:08:44.400 and we're talking, we're talking[br]about the draft lottery paper. Yeah, 0:08:45.200,0:08:47.600 talking about never take his kind of 0:08:47.700,0:08:51.000 people wouldn't serve in[br]the military irrespective of 0:08:51.200,0:08:53.700 whether they were getting drafted. 0:08:54.500,0:08:58.700 And you are done said something[br]about shooting yourself in the foot, 0:08:59.800,0:09:03.400 as a way of getting out of the military[br]and that may be the exclusion restriction 0:09:03.400,0:09:05.300 for never takes Muslim working. 0:09:06.300,0:09:08.900 And then wherever they were ever[br]said that the animal is going well. 0:09:08.900,0:09:12.100 Yes, you could do that. But why would[br]you want to shoot yourself in the foot? 0:09:13.400,0:09:17.600 It is Khalil. The I usually go for[br]moving to Canada from. Yeah. That's it. 0:09:17.900,0:09:19.400 Lindsey Graham teacher, 0:09:19.700,0:09:24.000 yes, but he thinks a tricky mean it's the, 0:09:24.100,0:09:27.900 you know, I say I get students coming[br]from computer science and they want to do 0:09:28.100,0:09:29.900 things on causal, inference. 0:09:30.400,0:09:33.700 And it takes a huge amount of[br]effort to kind of do figure out how 0:09:33.700,0:09:36.800 they actually thinking about problem[br]better. This, there's something there. 0:09:37.000,0:09:38.500 And so, now over the years, 0:09:38.500,0:09:40.600 I've got a little more[br]appreciation for the fact that Don 0:09:40.800,0:09:42.100 was actually willing to kind of. 0:09:42.200,0:09:46.000 Yeah, it took a while, but he did[br]engage kind of first with Josh. 0:09:46.400,0:09:47.500 And then we both of us. 0:09:47.700,0:09:51.000 And rather than kind of dismissing[br]the say, okay. Well, you know, 0:09:51.500,0:09:55.700 I can't figure out what these guys are[br]doing and it's probably just not really that 0:09:55.800,0:09:56.700 that interesting 0:09:57.200,0:10:00.300 everybody always wants to[br]figure out quickly, you know, 0:10:00.300,0:10:04.300 you want to save time and you want to save[br]your brain cells for other things. So, 0:10:04.700,0:10:05.000 you know, 0:10:05.000,0:10:08.900 the fastest route to that is to figure[br]out why you should dismiss something. Yes. 0:10:09.000,0:10:11.300 Yes. I don't need to spend time on this. 0:10:12.700,0:10:15.900 If you'd like to watch more[br]Nobel conversations, click here, 0:10:16.300,0:10:18.600 or if you'd like to learn[br]more about econometrics, 0:10:18.700,0:10:21.300 check out Josh's mastering[br]econometrics series. 0:10:21.800,0:10:24.700 If you'd like to learn more[br]about he do Josh and Isaiah 0:10:24.900,0:10:26.400 check out the links in the description.