Latest / Masters in Business / Special Edition: Nobel Prize Winner Richard Thaler Live from the Economic Club of New York
Transcript
- 0:02Speaker 1: Bloomberg Audio Studios, Podcasts, radio news. This is Masters in
- 0:11Speaker 1: Business with Barry Ritholts on Bloomberg Radio.
- 0:16Speaker 2: Hey, it's a bonus Masters in Business Live. One of
- 0:21Speaker 2: my favorite economists, Richard Taylor and his colleague at the
- 0:26Speaker 2: Booth School of Business, Alex Emos, We're going to give
- 0:30Speaker 2: a presentation at the New York Economic Club. And they said, Hey,
- 0:35Speaker 2: why don't we make this a live conversation and literally said, hey,
- 0:40Speaker 2: how do you feel about being our intolocutor And any
- 0:46Speaker 2: opportunity I have to spend time with Taylor, I jump
- 0:49Speaker 2: at So sure, let's do that. And so a few
- 0:53Speaker 2: weeks ago I sat down with Professor Richard Thaylor and
- 0:57Speaker 2: Professor Alex Emos, both of the Booth School of Business
- 1:02Speaker 2: at the University of Chicago, live at the New York
- 1:05Speaker 2: Economic Club, talking about their new version of the book,
- 1:11Speaker 2: The Winner's Curse. It was about thirty forty minutes of conversation.
- 1:15Speaker 2: We had some questions from the audience. It was fabulous.
- 1:19Speaker 2: In fact, it was so good. We're going to have
- 1:21Speaker 2: them back in the studio for a full Masters in Business,
- 1:26Speaker 2: which is now already recorded. It won't be out for
- 1:30Speaker 2: a couple of weeks, but in the meantime, to give
- 1:33Speaker 2: you a taste of what that full interview is like,
- 1:36Speaker 2: here is our live Masters in Business conversation at the
- 1:41Speaker 2: New York Economic Club. I'm kind of fascinated by not
- 1:49Speaker 2: only this book, but Richard's entire history, and a lot
- 1:55Speaker 2: of what I know about him really came to the
- 2:00Speaker 2: public eye through the Anomalies columns that began so long ago.
- 2:06Speaker 2: Tell us a little bit about the genesis of what
- 2:10Speaker 2: the Anomalies columns were and how that led to this book.
- 2:15Speaker 3: Sure, so, about nineteen eighty six, somebody at the American
- 2:23Speaker 3: Economics Association decided it would be a good idea to
- 2:26Speaker 3: start a new journal in which the articles would be
- 2:31Speaker 3: accessible to at least all economists and grad students and
- 2:37Speaker 3: even undergrads, because articles have become more and more specialized.
- 2:43Speaker 3: So that was the idea. I had a friend. I
- 2:47Speaker 3: have a friend named hal Varian who has been the
- 2:52Speaker 3: chief economist at Google. He was a mere professor at
- 2:56Speaker 3: the time and on the advisory board of this journal,
- 3:00Speaker 3: and they were planning some pieces that would appear in
- 3:03Speaker 3: every issue, which is once a quarter, and Hall and
- 3:07Speaker 3: I cooked up the idea of having a feature on anomalies.
- 3:13Speaker 3: So what's an anomaly in economics? An anomaly is something
- 3:19Speaker 3: that cannot easily be explained using the standard assumptions that
- 3:26Speaker 3: people are really smart, unemotional, selfish, no self control problems,
- 3:36Speaker 3: basically not like anybody you know. And so as a
- 3:43Speaker 3: result of that, there were lots of anomalies. And I
- 3:46Speaker 3: did this for almost four years. When it looked like
- 3:54Speaker 3: a pile of them looked like a book, I stapled
- 3:57Speaker 3: them together and that was the original version of The
- 4:01Speaker 3: Winner's Curse, published in nineteen ninety two.
- 4:06Speaker 2: So the book comes out in ninety two. I was curious,
- 4:09Speaker 2: how was it received by traditional economists. You're challenging core
- 4:16Speaker 2: thesis that they deeply believe in, and did the lay
- 4:20Speaker 2: public take any interest in us?
- 4:22Speaker 3: So, you know, I'm very good friends with Steve Levitt
- 4:26Speaker 3: and Stephen Dubner. They basically invented a best selling economics book.
- 4:34Speaker 3: Before Freakonomics, there was no such a thing. So this
- 4:37Speaker 3: is pre pre freeconomics. It was read, but the profession
- 4:45Speaker 3: had read the articles in the journal, and the book
- 4:51Speaker 3: was an attempt to reach out. But you know, I've
- 4:56Speaker 3: often said that, you know, I'm a professional heretic and troublemaker,
- 5:02Speaker 3: and I say, I didn't change anybody's mind over the
- 5:07Speaker 3: course of my career, and after realizing that, I decided
- 5:13Speaker 3: instead to have a strategy of corrupting the youth. And Alex, so, yeah,
- 5:24Speaker 3: I'll let Alex tell his version of the story. But
- 5:29Speaker 3: you know, the book sold better than expected and was around.
- 5:35Speaker 3: It was still in print, but for various boring reasons,
- 5:43Speaker 3: it was going to go out of print, and the
- 5:45Speaker 3: publisher asked me if I wanted to freshen it up,
- 5:50Speaker 3: and that turned into a well we first talked about
- 5:55Speaker 3: that five years ago, so you can see how long
- 5:58Speaker 3: it took. But that's that's the story of the book.
- 6:04Speaker 2: So, Alex, how did you get corrupted by doctor Thaylor?
- 6:09Speaker 4: I didn't need much much pushing, so I was.
- 6:12Speaker 5: I was a neuroscience undergrad major, so I was already
- 6:16Speaker 5: kind of interested in, you know, how human minds actually worked.
- 6:20Speaker 5: I took a bunch of abnormal psychology and things like that,
- 6:23Speaker 5: but science like STEM classes were really really hard, and
- 6:27Speaker 5: so I took economics as kind of a way to
- 6:28Speaker 5: boost my GPA. So and I thought it was fun
- 6:34Speaker 5: that the algebra was interesting, and but I didn't, you know,
- 6:38Speaker 5: I didn't think of much of it. And then at
- 6:41Speaker 5: some point I was like, I was moving and I
- 6:43Speaker 5: was a planing of medical school. By the way, I
- 6:44Speaker 5: was pre med, good immigrant kid, and I was I
- 6:49Speaker 5: was driving cross country and I was listening to the
- 6:52Speaker 5: radio and Richard was on the radio.
- 6:55Speaker 4: This was two thousand and eight. I had no idea
- 6:57Speaker 4: who Richard was. I didn't know what nudge was.
- 6:59Speaker 5: He was on on NPR talking about NUDGE and it
- 7:02Speaker 5: was about about this field called behavioral economics that I've
- 7:05Speaker 5: never heard about before. And I was like, wait, I
- 7:07Speaker 5: could take this and combine it with that, and that's amazing.
- 7:12Speaker 5: I got to Los Angeles, went online, applied to em
- 7:15Speaker 5: PhD programs right away, didn't end up going to medical school,
- 7:19Speaker 5: and I ended up going to UC San Diego for
- 7:21Speaker 5: my PhD.
- 7:23Speaker 4: And lo and behold, Richard was not on the roster.
- 7:26Speaker 5: But he spent his winters in San Diego in the
- 7:29Speaker 5: office next to me.
- 7:32Speaker 4: And you know, I would come out at first sight.
- 7:39Speaker 5: You corrupted me just way earlier, and so I was,
- 7:43Speaker 5: you know, we started chatting.
- 7:44Speaker 4: Then I got a job at Carnegie Mellon.
- 7:46Speaker 5: Afterwards, we kept in touch and then I got a
- 7:49Speaker 5: job offered at University of Chicago, and I think like
- 7:52Speaker 5: I got there in July twenty twenty.
- 7:54Speaker 4: I think within like a few months, you gave me.
- 7:56Speaker 5: A call and say, hey, my publisher is asking I
- 7:59Speaker 5: should freshen up the book, maybe to give it a
- 8:02Speaker 5: new preface, but I want to do something a little
- 8:05Speaker 5: bit more ambitious than that, and you know, we can
- 8:08Speaker 5: play around with it, add some new things. It'll take
- 8:11Speaker 5: about six months, easy, easy work.
- 8:13Speaker 4: We get to hang out, and.
- 8:15Speaker 5: I jumped at the opportunity, and then we kept talking
- 8:19Speaker 5: and then it grew and grew and grew, and that
- 8:21Speaker 5: book is about two thirds new content at this point.
- 8:24Speaker 5: So it took five years of writing and going back
- 8:27Speaker 5: and forth. And you know, there's been thirty years of
- 8:29Speaker 5: research since nineteen ninety two, and so that's kind of
- 8:33Speaker 5: the book. The original winner's courses in there a little
- 8:37Speaker 5: bit rewritten and freshened up, but the thirty years of
- 8:40Speaker 5: research are now in there too. So every single anomalies
- 8:44Speaker 5: column there were new anomalies that were added to it that.
- 8:47Speaker 4: Richard had written afterwards.
- 8:48Speaker 5: But also every single chapter comes with an update basically
- 8:52Speaker 5: reviewing everything that's happened in the last thirty years of behaviorly.
- 8:55Speaker 2: So I'm going to circle back to the book in
- 8:57Speaker 2: a moment. But for people who are UNFLI familiar with
- 9:00Speaker 2: Alex this wasn't just a random kid next door. He
- 9:06Speaker 2: wrote what could be one of the most cited finance
- 9:09Speaker 2: papers of recent years, called I'm going to get this wrong,
- 9:14Speaker 2: Selling fast and Buying Slow?
- 9:15Speaker 3: Is that right?
- 9:17Speaker 2: Selling fast and Buying Slow? It's a chapter in my
- 9:19Speaker 2: book I've written about it, and you describe how professional
- 9:24Speaker 2: fund managers are really really good buyers of stocks. What
- 9:28Speaker 2: turns out they're terrible sellers of stock. Nobody had discussed
- 9:32Speaker 2: this in this sort of detail, and that's one of
- 9:35Speaker 2: the reasons that paper has become so highly regarded. But
- 9:39Speaker 2: I just wanted the audience to be aware of who
- 9:43Speaker 2: you were. Tell us what it was like working on
- 9:48Speaker 2: the book with Richard.
- 9:50Speaker 4: It was just a lot of fun.
- 9:51Speaker 5: I mean, we would get on the phone and you know,
- 9:54Speaker 5: why don't we talk about this topic.
- 9:58Speaker 4: A lot of the research?
- 10:00Speaker 5: You know, I kind of wrote, I took lead on
- 10:02Speaker 5: the updates and we kind of went back and forth
- 10:04Speaker 5: on them, and then it was you know, just a
- 10:08Speaker 5: lot of a lot of conversations over the phone during
- 10:10Speaker 5: COVID it was a lot of zoom. Then it moved
- 10:13Speaker 5: on to you know, we were colleagues at the University
- 10:15Speaker 5: of Chicago coffees, just kind of going back and forth
- 10:19Speaker 5: on what should be included, what push, what where. A
- 10:23Speaker 5: lot of it was about framing of where the field
- 10:25Speaker 5: has come and where what we kind of found out.
- 10:30Speaker 5: I don't think this was obvious when we first started
- 10:32Speaker 5: the book, is that where the field has come is
- 10:34Speaker 5: really gone from these lab experiments that were in the
- 10:36Speaker 5: original columns in the Winner's Curse, where it was college students,
- 10:40Speaker 5: low stakes, maybe not even any stakes at all. And
- 10:43Speaker 5: the pushback from the economics profession was, look, we don't
- 10:46Speaker 5: really care about students, We care about market participants.
- 10:49Speaker 4: The updates are all about Look.
- 10:51Speaker 5: All of these anomalies, as you mentioned, replicate in some
- 10:54Speaker 5: of the most sophisticated economic participants out there, such as
- 10:57Speaker 5: institutional investors in the case of my paper.
- 11:00Speaker 2: So there are some ideas in the book down in
- 11:04Speaker 2: effect status quo biased Winners Curse that were or today
- 11:09Speaker 2: are everyday vocabulary, but back then people really know about it.
- 11:16Speaker 2: The whole book has aged fairly well. What do you
- 11:19Speaker 2: think about those original ideas, Richard, and how they present
- 11:24Speaker 2: in the modern world.
- 11:26Speaker 3: Well, I mean, the one of the one of the
- 11:31Speaker 3: motivations for writing the book is the so called replication crisis.
- 11:37Speaker 3: It's not really a crisis, but there's there has been
- 11:43Speaker 3: several papers and several fields where the original experiments cannot
- 11:49Speaker 3: be reproduced, and some of those papers are, let's say,
- 11:55Speaker 3: adjacent to behavioral economics, and I was worried that some
- 12:02Speaker 3: of that bad aroma would rub off on us. And
- 12:10Speaker 3: I think the reason why things replicate so well is
- 12:18Speaker 3: when I was choosing what topics to write about, I
- 12:22Speaker 3: was picking big stuff. I wasn't picking some little minor thing.
- 12:27Speaker 3: I was picking something with a very big effect size
- 12:32Speaker 3: and topics. There had already been several papers. So you know,
- 12:40Speaker 3: it's not when we started this that we realized there
- 12:46Speaker 3: really wouldn't be any problems. But we were pleasantly surprised
- 12:51Speaker 3: not to find any anything in the attic, so.
- 12:57Speaker 2: To speak, nothing aged poorly. No, not really what has
- 13:03Speaker 2: persisted or if anything, have become more widely accepted today.
- 13:08Speaker 2: That was a pleasant surprise. Amongst the chapters in the book.
- 13:15Speaker 5: WHOA the endowment effect now so you know, back then
- 13:20Speaker 5: Bick in the ninety two book, it was about mugs
- 13:22Speaker 5: and pens. So the endowment effect is this phenomenon where
- 13:25Speaker 5: you know, buyers and sellers are in a market. The
- 13:29Speaker 5: idea is that if you assign a good to a
- 13:31Speaker 5: buyer seller. There's a theorem in economics that underlies Basically,
- 13:35Speaker 5: it's one of the fundamental theorems in economics called the
- 13:38Speaker 5: coast theorem. Basically, it means that it doesn't matter who's
- 13:40Speaker 5: assigned property rights, there's going to be transactions where people
- 13:44Speaker 5: the person who wants it the most or values are
- 13:46Speaker 5: the most, that's going to end up with it. And
- 13:48Speaker 5: what Richard showed in a paper with Jack Netch and
- 13:52Speaker 5: Danny Kahneman is that basically, you know half, Let's say Barry,
- 13:57Speaker 5: you are sitting in a classroom. I'm sitting in a
- 13:59Speaker 5: class the professor gives me a mug and doesn't give
- 14:02Speaker 5: you a mug. You have some money in your pocket,
- 14:03Speaker 5: and he's asking what is the lowest amount that you
- 14:06Speaker 5: would be willing to sell the mug? And he's asking you,
- 14:09Speaker 5: is how what's the most you'd be willing to pay
- 14:11Speaker 5: for the mug? Because it doesn't matter we were randomly assigned,
- 14:15Speaker 5: we should have basically the same average valuation, but it
- 14:17Speaker 5: turns out just because I own the mug, I start
- 14:20Speaker 5: valuating it more. This is called the endowment effect, and
- 14:23Speaker 5: what Richard and Danny and Jack showed is that it's
- 14:26Speaker 5: about two and a half times more. So there's like
- 14:29Speaker 5: a breakdown in the market because of this endowment effect.
- 14:32Speaker 5: So what have we found? What has been documented thus far?
- 14:37Speaker 5: There's a paper in the American Economic Review, the top
- 14:40Speaker 5: journal in the profession, showing that there's an endowment effect
- 14:42Speaker 5: for houses, and you can actually estimate exactly the amount
- 14:46Speaker 5: of loss aversion that people have which drives them to post.
- 14:50Speaker 5: If they own the house, they post the house at
- 14:53Speaker 5: a higher price. And the number the actual quantitative number
- 14:57Speaker 5: in housing markets. This is the crazy part about it
- 15:01Speaker 5: matches the number that Richard documented in the lab. So
- 15:05Speaker 5: there's a there's there's obviously a lot of back and
- 15:08Speaker 5: forth between different experimental is, different different experiments and stuff
- 15:13Speaker 5: like that, but even most of the quantitative magnitudes have
- 15:16Speaker 5: been great.
- 15:17Speaker 2: It's robust. Let's talk about something that economic theory says
- 15:22Speaker 2: shouldn't happen. Ultimatums and cooperations let's talk about the ultimatum game.
- 15:27Speaker 2: Tell us a little bit about that.
- 15:29Speaker 3: Okay, sure, So the ultimatum game is pretty simple. Let's
- 15:34Speaker 3: say I give Barry one hundred dollars and I tell
- 15:38Speaker 3: him that he's got to share it with Alex. He
- 15:42Speaker 3: can make Alex an offer for some amount of the hundred.
- 15:47Speaker 3: You can give all.
- 15:48Speaker 2: Hundred unlikely, I'll take it.
- 15:53Speaker 3: Alex gets to say yes or no, So it's an ultimatum.
- 15:59Speaker 3: And if he says yes, deal he says no, they
- 16:03Speaker 3: both get nothing. Now that game was invented, It didn't
- 16:09Speaker 3: really surprise us. It was invented because we kind of
- 16:15Speaker 3: knew what was going to happen, which was so. But
- 16:20Speaker 3: before that, let's say, what does economic theory say and
- 16:25Speaker 3: what does game theory say? Game theory says people are
- 16:29Speaker 3: selfish and Alex, if you offer him a dollar, don't
- 16:35Speaker 3: insult him with a quarter or a penny. But if
- 16:38Speaker 3: you offer him a dollar dollars or something, and he
- 16:42Speaker 3: knows the dollars worth more than zero, so he'll take it.
- 16:47Speaker 3: And you know that he knows that, and so you
- 16:52Speaker 3: offer him a dollar and he takes it. No, no
- 16:56Speaker 3: real world person has ever done that.
- 17:00Speaker 2: Meaning in the lab experiments, what's the number under twenty dollars.
- 17:05Speaker 3: Under yeah, offers less than twenty percent of whatever the
- 17:08Speaker 3: pie is are more likely are likely to be rejected.
- 17:13Speaker 3: Allfers tend to be fifty to fifty. The profit maximizing
- 17:18Speaker 3: offer is forty percent. So there are a whole We
- 17:24Speaker 3: have two chapters that are about games sort of like this.
- 17:29Speaker 3: The big lesson is that in the world, you're dealing
- 17:33Speaker 3: with people, and if you make insulting offers, they may
- 17:38Speaker 3: get rejected. And if you want cooperation, you have to
- 17:45Speaker 3: be cooperative. Let me tell you a story that's related
- 17:50Speaker 3: to this. Years ago, my wife and I were in
- 17:54Speaker 3: Thailand and we needed to take a cab twenty minute
- 18:00Speaker 3: ride like three blocks here, but it was ten miles
- 18:04Speaker 3: and changed my so and everything is negotiated there. So
- 18:11Speaker 3: I'm negotiating with this cab driver and after wild negotiations,
- 18:17Speaker 3: we agree on some fare out four dollars and we
- 18:21Speaker 3: get to the restaurant and then there was a question
- 18:27Speaker 3: of how are we going to get back? And the
- 18:32Speaker 3: cab driver said, would you like me to take you back?
- 18:34Speaker 3: And notice there's a mutual risk of defection. He could
- 18:41Speaker 3: not be there when we get done with dinner, or
- 18:44Speaker 3: we could get done early and go back with somebody else.
- 18:48Speaker 3: He proposed a contract that no economist would ever recommend.
- 18:55Speaker 3: The contract was, he said, don't pay me anything perfect.
- 19:01Speaker 3: So when dinner's over, of course we went to look
- 19:04Speaker 3: for this cab driver. We're not going to stiff the
- 19:06Speaker 3: cab driver. And in fact he dropped us somewhere else
- 19:10Speaker 3: for some other same thing. Now, what's the lesson there?
- 19:18Speaker 3: He knew that by being trusting he would engender trust,
- 19:28Speaker 3: and that's like a big important lesson both in business
- 19:35Speaker 3: and in life and in politics.
- 19:39Speaker 2: Coming up, we continue our live conversation with doctor Richard
- 19:44Speaker 2: Taylor and doctor Alex Emos, both of the Booth School
- 19:48Speaker 2: of Business at the University of Chicago, discussing the newest
- 19:53Speaker 2: edition of their book, The Winner's Curse. I'm Barry Ridults.
- 20:07Speaker 2: You're listening to Bloomberg's Masters in Business. Let's continue our
- 20:11Speaker 2: live conversation with Richard Taylor and Alex Amos discussing the
- 20:17Speaker 2: new edition of the book The Winner's Curse. So let's
- 20:22Speaker 2: talk about some other things within the book. The title
- 20:26Speaker 2: The Winner's Curse is really a fascinating story and leads
- 20:31Speaker 2: so many places. Let's start off talking about oil leases.
- 20:35Speaker 2: Tell us about the winner's curse.
- 20:38Speaker 3: You want to go, you want me to go, you
- 20:41Speaker 3: can do it. So this is the only chapter in
- 20:48Speaker 3: the book that the research original research was not done
- 20:53Speaker 3: by psychologists or economists.
- 20:55Speaker 4: The lord one price.
- 20:57Speaker 3: Oh, you're not calling financial economists as aonymous. Oh, and
- 21:02Speaker 3: that gets back to booth. You're going to be in
- 21:05Speaker 3: a lot.
- 21:05Speaker 4: I'm in a different part of the building.
- 21:09Speaker 3: So finance is just a branch of economics, it's not
- 21:13Speaker 3: its own field. So we're both dabblers in finance. So
- 21:23Speaker 3: the research on this was done by engineers at Atlantic
- 21:28Speaker 3: Ridgefield ARCO. And here's what they found. They were bidding
- 21:32Speaker 3: for oil leases in what I still call the Gulf
- 21:36Speaker 3: of Mexico. And what they found was that for the
- 21:44Speaker 3: leases they won, there was less oil than they expected.
- 21:51Speaker 3: And they're thinking, we have great geologists, how can we
- 21:55Speaker 3: be wrong? What's going on? And then they got an insight.
- 22:02Speaker 3: The essence of the insight is that when you're in
- 22:08Speaker 3: an auction, the ones you win are not a random
- 22:13Speaker 3: sample of your bids. The auctions you win are when
- 22:18Speaker 3: you bid high. Right now, that sounds like a pretty
- 22:23Speaker 3: obvious point, but it's not because if there are a
- 22:27Speaker 3: lot of bidders. Let's suppose that the version of this
- 22:32Speaker 3: that we would run in classrooms is we'd have a
- 22:35Speaker 3: jar of coins, and we'd have people bid for the
- 22:40Speaker 3: amount of money in the jar, not the coins. And
- 22:44Speaker 3: what happens the average bid is, let's say the jar's
- 22:48Speaker 3: worth a hundred dollars, the average bid is much less
- 22:52Speaker 3: because people are risk averse, but the winning bid is
- 22:56Speaker 3: always more than a hundred, because it's the most optimistic
- 23:00Speaker 3: person or the person with the first eyesight or whatever.
- 23:05Speaker 3: So this insight by the engineers applies everywhere, and contractors
- 23:18Speaker 3: have either learned this or go out of business right
- 23:22Speaker 3: because when they're bidding on a job, it low bid wins,
- 23:28Speaker 3: and if you forget the roof or the hvac, you're
- 23:33Speaker 3: going to go massively over. And so one of the
- 23:37Speaker 3: interesting follow up experiments was to take a bunch of
- 23:41Speaker 3: contractors and put them into one of these experiments and
- 23:46Speaker 3: see what would happen. And the experimenters were a little
- 23:50Speaker 3: worried that the contractors were going to take them to
- 23:53Speaker 3: the cleaners, but they didn't. The reason is the contractors
- 23:57Speaker 3: never understood the math of this. Instead, they had a
- 24:01Speaker 3: fudge so they would figure out what they thought they
- 24:06Speaker 3: could build it for and then add twenty five and
- 24:10Speaker 3: that covers the stuff they forget. But they didn't have
- 24:14Speaker 3: that rule for bidding for jars, and so they were
- 24:18Speaker 3: no better than the undergrads in The Winner's Curse.
- 24:23Speaker 2: How is this held up since what does the latest
- 24:26Speaker 2: data on the Winter Scurse look like?
- 24:29Speaker 5: Well, the Winter Skurs will as we discuss in the update,
- 24:32Speaker 5: that it's held up quite well as far as you know,
- 24:36Speaker 5: the experiment replicates. First of all, you know, you run
- 24:40Speaker 5: it in Harvard, you go into econ one to one
- 24:42Speaker 5: at Harvard, you auction off of jar coins. They're going
- 24:45Speaker 5: to be overbidding for the for the coins it's just
- 24:49Speaker 5: and then you know it's hold up, held up with
- 24:51Speaker 5: the NFL teams where you're you're basically bidding for free
- 24:55Speaker 5: agents and things like that.
- 24:56Speaker 4: So it shows up in the data and the big file.
- 25:00Speaker 5: Follow up to The Winner's Curse has been the idea
- 25:02Speaker 5: the kind of abstracting from the phenomenon of the Winter's
- 25:06Speaker 5: Curse but thinking about like what leads to the Winter's
- 25:09Speaker 5: Curse in the first place, psychologically and psychologically, what leads
- 25:13Speaker 5: to the Winter's curse is you not taking into account
- 25:15Speaker 5: that you're bidding against other people. You're not just kind
- 25:18Speaker 5: of bidding alone. Oh I think this is worth this much.
- 25:21Speaker 5: That's how much I'm going to pay, shading down a
- 25:23Speaker 5: little bit. It's the fact that if I'm bidding with
- 25:26Speaker 5: a lot of people, if I end up winning, that's
- 25:29Speaker 5: real bad news for me because everybody else is just
- 25:32Speaker 5: as smart as me, and they're bidding a great they
- 25:35Speaker 5: with the similar information. And if I'm the one who's winning,
- 25:39Speaker 5: I'm making a mistake. So you kind of have to
- 25:41Speaker 5: bid down. And so the other follow up experiments have
- 25:44Speaker 5: basically explored where this sort of phenomenon shows up in
- 25:50Speaker 5: other places. So, for example, one setting is you know,
- 25:55Speaker 5: kind of thinking about there's the guessing game to be
- 26:00Speaker 5: beauty contest game, which is meant to model from from
- 26:03Speaker 5: Caines exactly, so the follow up to the idea behind
- 26:06Speaker 5: the winner score. So Kines had the model for the
- 26:09Speaker 5: stock market where he said, the stock market is a
- 26:12Speaker 5: beauty contest in the sense that it's not that the
- 26:14Speaker 5: fundamental value of a stock would determine its price, it's
- 26:17Speaker 5: what everybody else thinks the fundamental value is it's all
- 26:21Speaker 5: about the belief.
- 26:22Speaker 4: So there was this.
- 26:23Speaker 5: The reason it's called the beauty contest is the newspapers
- 26:25Speaker 5: used to run these contests where you had a whole
- 26:28Speaker 5: page of faces, and the winner of the contest was
- 26:32Speaker 5: the one who chose the face that everybody else chose
- 26:35Speaker 5: as well. And so he said, the stock markets just
- 26:38Speaker 5: like that. And so you run the beauty contest by
- 26:40Speaker 5: saying something like, all right, what is guess the number
- 26:44Speaker 5: between one and one hundred? The room guesses, everybody submits
- 26:48Speaker 5: a guess, and the winner is the one who guesses
- 26:51Speaker 5: two thirds of the average. Now again this game, think
- 26:55Speaker 5: about it for a second. This game has an e
- 26:58Speaker 5: economic solution. Then what's the solution we can we can
- 27:02Speaker 5: do right now?
- 27:03Speaker 3: It's the New York Economics Club. Somebody should know the equilibrium.
- 27:07Speaker 5: Anybody have a guess for the Nash equilibrium?
- 27:12Speaker 4: Yeah, should be Yeah, it should be one.
- 27:16Speaker 3: It should be one, would be zero or one.
- 27:17Speaker 5: If if the lowest number is one is one, it's one.
- 27:20Speaker 5: And the reason is the following. Let's say I think
- 27:23Speaker 5: i'm I'm I'm playing against a bunch of you know,
- 27:25Speaker 5: random people. They don't know what they're doing. They're guessing randomly.
- 27:28Speaker 5: If everybody guesses randomly, the average is going to be fifty.
- 27:31Speaker 5: So I should do two thirds of that, right, But
- 27:34Speaker 5: then I think, all right, if it's two thirds of that,
- 27:35Speaker 5: I guess that. Wait, well, they're probably going to think
- 27:39Speaker 5: the same thing, and so they're going to guess two
- 27:41Speaker 5: thirds of fifty, so I should do two thirds of that.
- 27:44Speaker 4: But then I think, wait, no, hold on, hold on,
- 27:47Speaker 4: I'm going to do.
- 27:48Speaker 5: Two thirds of that, and two thirds two thirds, two
- 27:51Speaker 5: thirds I get to one, right, So that's the Nash
- 27:53Speaker 5: equilibrium solution.
- 27:55Speaker 4: Would you win guessing one?
- 28:00Speaker 5: No, you would not win guessing one because other people
- 28:04Speaker 5: are not guessing one. So the way that when you
- 28:08Speaker 5: run this experiment, essentially what you see is the majority
- 28:12Speaker 5: of people guess something like fifty times two thirds times
- 28:17Speaker 5: two thirds, so they'd make it to level two and
- 28:20Speaker 5: then they stop.
- 28:23Speaker 3: I played this game once in the Financial Times with
- 28:27Speaker 3: two business class tickets from London to the US as
- 28:31Speaker 3: a prize, and the winning guess was thirteen. So there
- 28:37Speaker 3: were lots of zero ones and they didn't win. There
- 28:44Speaker 3: were a bunch of ninety nine.
- 28:46Speaker 2: And one hundred they didn't understand the game.
- 28:48Speaker 3: No, they were jerks trying to skew the numbers. Yeah,
- 28:54Speaker 3: and they were all from Oxford and they were trying
- 28:59Speaker 3: to pull it all. They weren't disguising they all had
- 29:05Speaker 3: the same dorm address. But but but it was one
- 29:10Speaker 3: guest per person. So my tas and I were the
- 29:16Speaker 3: judges and we had thirteen hundred entrance. But yeah, so again,
- 29:21Speaker 3: this is the sort of thing that we can do
- 29:24Speaker 3: in class. If you do it with NBA students, you're
- 29:28Speaker 3: going to get a number in the teams when.
- 29:31Speaker 4: Thirteen eight something like that.
- 29:33Speaker 5: The more so kind of oh I've taken economics, they'll
- 29:36Speaker 5: go like eight, Oh, I haven't taken economics.
- 29:39Speaker 4: Thirteen sixteen.
- 29:41Speaker 5: So it's it's always above one, and it just mattered.
- 29:44Speaker 5: You can see these spikes in the data. That's the
- 29:46Speaker 5: craziest part about it.
- 29:47Speaker 3: So, you know, I've written a paper with one of
- 29:50Speaker 3: my former students showing that the NFL draft is subject to.
- 29:55Speaker 2: This literally where I wanted to take this inside world.
- 29:58Speaker 3: You know, esp is one one of my one of
- 30:01Speaker 3: my skills. Arry, So, uh, well, you probably are all
- 30:06Speaker 3: familiar with the NFL draft that the end of the season,
- 30:09Speaker 3: the worst team gets the first pick of the eligible players.
- 30:14Speaker 3: What you may not know is there's a chart that
- 30:20Speaker 3: the Dallas Cowboys first created, one of the one of
- 30:25Speaker 3: the owners that plots what somebody thought was the should
- 30:30Speaker 3: be the prices to trade picks. So, for example, you
- 30:35Speaker 3: can trade the first pick for the seventh and eighth picks,
- 30:38Speaker 3: or for half a dozen second round picks. And what
- 30:43Speaker 3: we show in that paper is the early picks are
- 30:46Speaker 3: massively overvalued.
- 30:48Speaker 2: And where where does the value show up? Round twound?
- 30:52Speaker 3: Yeah, round two. Now, even bigger anomaly is you can
- 30:57Speaker 3: trade this year's pick for next year. And the rule
- 31:03Speaker 3: of thumb is if you trade a second round pick
- 31:08Speaker 3: this year, you get a first round pick next year.
- 31:11Speaker 3: So you move up one round per year. And we
- 31:16Speaker 3: calculated that's a discount rate of one hundred and thirty
- 31:19Speaker 3: seven percent.
- 31:20Speaker 2: Really, why such a big discount, right?
- 31:23Speaker 3: Because owners want to win. Now, we have one former
- 31:28Speaker 3: franchise owner in the room, and I'm pretty sure he
- 31:32Speaker 3: didn't get his money by borrowing at one hundred and
- 31:36Speaker 3: thirty seven percent. But and NFL teams are even more
- 31:42Speaker 3: expensive than NBA teams, But that it's still they still
- 31:48Speaker 3: have that rule. And we're in the process of replicating
- 31:54Speaker 3: that study, and it's.
- 31:56Speaker 2: All exactly So this conversation reminds me of the discussion
- 32:03Speaker 2: that took place after Michael Lewis's Moneyball. So everyone's familiar
- 32:09Speaker 2: with the book about the Oakland A's and how they
- 32:13Speaker 2: brought a essentially behavioral economic approach to selecting players. What
- 32:20Speaker 2: happened after that book came out.
- 32:23Speaker 3: Well, it's interesting. I mean, one thing happened is I
- 32:27Speaker 3: got in touch with Michael Lewis, and we didn't know
- 32:31Speaker 3: each other at the time, but through his publisher or something,
- 32:36Speaker 3: I said, if you ever in Chicago, let me know
- 32:38Speaker 3: I'm there next week. And we've become very good friends
- 32:43Speaker 3: and have come to realize that sports analytics and behavioral
- 32:47Speaker 3: economics are the same field. It's trying why, well, what
- 32:54Speaker 3: was Billy Bean, who also lives in our northern California.
- 33:00Speaker 3: What was Billy trying to do? He was trying to
- 33:02Speaker 3: buy a team more cheaply than others by And it's
- 33:10Speaker 3: just like being a portfolio manager, you're trying to buy
- 33:13Speaker 3: undervalued stocks. He was trying to buy undervalued players. Michael
- 33:18Speaker 3: got so interested in this he ended up writing the
- 33:22Speaker 3: book The Undoing Project which is a great book. It's
- 33:26Speaker 3: about my mentors, Danny Kahneman and named mister Vsky. He
- 33:31Speaker 3: did stick an irrelevant chapter in the beginning about Darryl Moury.
- 33:35Speaker 2: But anyway, the line I was looking to pull from
- 33:42Speaker 2: you is not for nothing, Michael. But what you're writing
- 33:46Speaker 2: about these two Israeli psychologists have been writing about and
- 33:51Speaker 2: experimenting with for years. Moneyball directly led to your relationship
- 33:57Speaker 2: with him and that becoming a book as well.
- 33:59Speaker 3: Yeah, yeah, And I mean it's about the biases from
- 34:04Speaker 3: psychology and it's also about markets, right, So the difference
- 34:08Speaker 3: between behavioral economics and psychology is markets. So a psychologist
- 34:15Speaker 3: would be interested in the fact that teams are overconfident
- 34:22Speaker 3: in their ability to tell good players from bad. That's
- 34:26Speaker 3: pure psychology. The fact that it gets reflected in the
- 34:31Speaker 3: market for picks, that's economics.
- 34:34Speaker 2: So let me push back a little bit on this
- 34:37Speaker 2: and The Winner's Curse in that all the topics that
- 34:42Speaker 2: you write about in The Winner's Curse oil leases where
- 34:46Speaker 2: we don't know what the future oil production will be,
- 34:49Speaker 2: first round draft picks where we don't know how that
- 34:51Speaker 2: player is going to perform, and in the market's either
- 34:54Speaker 2: picking stocks, or picking fund managers to pick stocks, or
- 34:59Speaker 2: picking somebody to pick the fund managers in a fund
- 35:01Speaker 2: of fund to pick stocks. They all seem to deal with, Hey,
- 35:05Speaker 2: we really are unaware of how this is going to
- 35:09Speaker 2: play out, and we're making decisions under uncertainty. All of
- 35:14Speaker 2: this comes back to economin and Suvarski.
- 35:19Speaker 3: Well, I'm not gonna I'm not going to disagree with that.
- 35:24Speaker 3: I mean, look, I became a behavioral economist when I
- 35:28Speaker 3: discovered them. I claim that was my big discovery, was
- 35:34Speaker 3: discovering these two psychologists who were over in Israel that
- 35:38Speaker 3: economists hadn't heard of. And I went and spent a
- 35:43Speaker 3: year at Stanford where when I got winned that they
- 35:45Speaker 3: were going to be there and basically stalked them.
- 35:51Speaker 5: Well, a lot of the phenomenon they go away when
- 35:54Speaker 5: there's not a lot of uncertainty. The winner's course needs uncertainty. Right,
- 35:58Speaker 5: If we know what the value of the plot is,
- 36:00Speaker 5: there's no winner's curse. It doesn't matter how many people
- 36:02Speaker 5: are bidding.
- 36:03Speaker 4: If we know.
- 36:03Speaker 5: So, there's a famous anchoring effect, right, So if I
- 36:07Speaker 5: the anchoring effect is essentially you know, you ask a
- 36:10Speaker 5: question like how many countries are in Africa before but
- 36:12Speaker 5: before I do it, I spin a big wheel, right.
- 36:14Speaker 4: The wheel has nothing to do with the question.
- 36:16Speaker 5: And the wheel gets to like seventeen or eight or whatever,
- 36:20Speaker 5: and it turns out wherever that number gets to affects
- 36:24Speaker 5: how what number of people gets about the number of
- 36:26Speaker 5: countries in Africa. But if people know the number of countries,
- 36:28Speaker 5: they're not going to be affected by the wheel. Right,
- 36:31Speaker 5: So all of this has to do Almost every single
- 36:33Speaker 5: behavioral economic phenomenon has is bred and.
- 36:37Speaker 4: Fed through uncertainty.
- 36:39Speaker 5: And I think the way that people react to that
- 36:42Speaker 5: uncertainty and shape their preferences and beliefs, that's where all
- 36:45Speaker 5: the biases seep in in the first place. When I'm
- 36:48Speaker 5: certain when experts know what they're doing, when they're you know,
- 36:53Speaker 5: they know the value of the plot, they know what
- 36:55Speaker 5: you know, the whether the stock is going to go
- 36:57Speaker 5: up or down, there's not a lot of biases to.
- 36:59Speaker 3: Talk, you know. One aspect of this that surprised me
- 37:08Speaker 3: is in the sports world, teams have learned but really slowly.
- 37:15Speaker 3: I mean it's like shockingly slowly. When the three point
- 37:22Speaker 3: shot was introduced in basketball, Darryl Moorey, I always tease him.
- 37:27Speaker 3: He's the general manager of the Philadelphia seventy six ers.
- 37:31Speaker 3: I always tease him that he was the first guy
- 37:33Speaker 3: who figured out that three is one point five times two,
- 37:37Speaker 3: So you should take three point shots because they have
- 37:41Speaker 3: a higher expected value. Every team has somebody who can
- 37:44Speaker 3: make forty of their three point shots, and they make
- 37:48Speaker 3: about half their two point shots. But if you look,
- 37:52Speaker 3: Larry Bird was really good at making three point shots,
- 37:54Speaker 3: and he took two or three a game. Steph takes twenty.
- 37:59Speaker 3: He's a little better than Larry Bird. But now if
- 38:03Speaker 3: you look at that trend, it's really shallow, and it's
- 38:10Speaker 3: the same as football. Teams have learned to punt.
- 38:15Speaker 2: Less but still sill on fourth down.
- 38:18Speaker 3: They should go for it on fourth down. They get
- 38:21Speaker 3: it right now half the time they and the closer
- 38:27Speaker 3: they get to if they get over the fifty yard line,
- 38:31Speaker 3: they're more likely to get it right. But they're still terrible.
- 38:34Speaker 3: So the learning is slow, and the reason is people
- 38:38Speaker 3: don't like to look like fools.
- 38:40Speaker 2: There was a Wall Street Journal article about I don't
- 38:43Speaker 2: remember it was a high school or a college coach
- 38:46Speaker 2: who always went for an on fourth down.
- 38:48Speaker 3: Yeah, and I love that guy.
- 38:50Speaker 2: Ten years ago.
- 38:51Speaker 3: Right, yeah, twenty years ago. Probably he didn't have a kicker.
- 38:56Speaker 3: He didn't have any Yeah, even he he didn't have
- 39:01Speaker 3: a field goal kicker or a punter. Now it's this
- 39:05Speaker 3: is obviously the case for high school because think about
- 39:11Speaker 3: you gotta hike it back to some kid. He has
- 39:14Speaker 3: to catch it, he has to put it down, and
- 39:17Speaker 3: then the other kid has to kick it, and the
- 39:19Speaker 3: weather's lousy. So he just had no kickers and he
- 39:26Speaker 3: was winning the state championship in Arkansas, I mean, not
- 39:30Speaker 3: some place with lousy football. So teams will get better.
- 39:36Speaker 3: People do learn, But you know, people are always asking
- 39:40Speaker 3: me what surprised me. What has surprised me is how
- 39:43Speaker 3: slowly the learning has taken place in Look, how long
- 39:48Speaker 3: did it take it's the World Series? How long did
- 39:51Speaker 3: it take them to add a pitch clock? Baseball had
- 39:55Speaker 3: become unwatchable. They add a pitchclock, It cuts half hour
- 39:59Speaker 3: off the game. Well, you know that's not a genius.
- 40:02Speaker 3: They had twenty four second clock in basketball for forty years,
- 40:07Speaker 3: so they could have figured this out.
- 40:10Speaker 4: But it's not just sports.
- 40:12Speaker 5: I think, like the thing that economists push back with
- 40:15Speaker 5: behavioral economics, it's oh, people just don't know, have opportunities
- 40:18Speaker 5: to learn right in the endowment effect. If they trade enough,
- 40:22Speaker 5: if people know what they're doing for long, even for
- 40:24Speaker 5: a short period of time, they'll figure it out. These
- 40:26Speaker 5: biases are going to go away. That's the whole Like, look,
- 40:29Speaker 5: these are just confused subjects. They go to the market,
- 40:31Speaker 5: they'll get some feedback, everything will be fine. But I
- 40:34Speaker 5: think that's the biggest I think with Richard being surprised,
- 40:37Speaker 5: I think not just in sports everywhere that these anomalies
- 40:40Speaker 5: have held up, and the fact that these anomalies are
- 40:42Speaker 5: holding up in very, very experienced people. So in the
- 40:46Speaker 5: paper with traders, you know there, we find that they
- 40:49Speaker 5: trade really well when they're buying, but on the selling
- 40:52Speaker 5: they have to do a lot of selling. They sell
- 40:53Speaker 5: all the time, they have to sell it order to buy.
- 40:56Speaker 5: They sell all the time. Some of them have years,
- 40:59Speaker 5: decades of experience, and they're doing worse than random and
- 41:02Speaker 5: they're selling well.
- 41:03Speaker 2: Explain that, because that was what was so brilliant about
- 41:05Speaker 2: that paper. In order to figure out how well they sold,
- 41:11Speaker 2: you guys came up with the solution of let's randomly
- 41:14Speaker 2: sell anything else from that manager's holdings and compare it
- 41:18Speaker 2: to what they actually sold, right, so what are the results?
- 41:21Speaker 5: The results are, so we basically said, look, we want
- 41:24Speaker 5: to give these guys a large benefit of the doubt.
- 41:27Speaker 5: We don't know what their conditions are, so we're just
- 41:29Speaker 5: going to compare them to a very very easy counterfactual.
- 41:33Speaker 5: I don't know what they're facing. I'm just going to
- 41:35Speaker 5: throw a dart in their portfolio and sell that instead.
- 41:38Speaker 5: And they did worse than random. And basically what we
- 41:42Speaker 5: found is that they were they didn't have they weren't
- 41:45Speaker 5: spending a lot of time on the selling decisions.
- 41:48Speaker 4: We interviewed them and we said, like, what are you
- 41:49Speaker 4: guys doing. It's like, ah, selling is not really that important.
- 41:52Speaker 4: It's not really an investment decision.
- 41:54Speaker 5: And I'm like, you know, all right, I told my
- 41:59Speaker 5: friends at the University Chicago finance department. They were very
- 42:01Speaker 5: surprised that selling wasn't an investment decision, and so they
- 42:07Speaker 5: were just not really paying attention to it. So they
- 42:09Speaker 5: were just selling the things that were very very salient
- 42:11Speaker 5: on their screens and the things that they were least
- 42:14Speaker 5: attached to. So going back to the endowment effect, they
- 42:17Speaker 5: were selling the things that they had recently bought, but
- 42:19Speaker 5: if you're good at buying, that's not what you should
- 42:22Speaker 5: be selling.
- 42:23Speaker 4: You should be holding onto that for longer to get
- 42:26Speaker 4: that alpha out.
- 42:27Speaker 5: And we actually we have a graph in the paper
- 42:30Speaker 5: called like the alpha decay graph and it was about
- 42:32Speaker 5: nine months and they were selling it around six.
- 42:35Speaker 3: You know, we all have blind spots. And you just
- 42:40Speaker 3: wrote a book recently, you have a chapter on selling
- 42:44Speaker 3: because of Alex. If I hadn't written that paper, you
- 42:48Speaker 3: wouldn't have had a chapter on selling.
- 42:50Speaker 2: I would have had a different chapter. It wouldn't have
- 42:52Speaker 2: been as good.
- 42:53Speaker 3: Or there are no articles about selling, basically very few,
- 42:58Speaker 3: very few. So if you look at the Journal of
- 43:01Speaker 3: Finance or one of the other top journals, there'll be
- 43:06Speaker 3: one hundred articles of the form. Use the following three
- 43:11Speaker 3: criteria a former portfolio, hold for one year, then sell.
- 43:16Speaker 3: And these guys said, oh, maybe selling could be interesting
- 43:22Speaker 3: and they could maybe double their alpha if they're selling
- 43:27Speaker 3: decisions or as good as they're buying decisions.
- 43:30Speaker 2: Coming up, we continue our live conversation with doctor Richard
- 43:35Speaker 2: Taylor and doctor Alex Emos, both of the Booth School
- 43:38Speaker 2: of Business at the University of Chicago, discussing the newest
- 43:43Speaker 2: edition of their book The Winner's Curse. I'm Barry Ridults.
- 44:02Speaker 2: You're listening to Bloomberg's Masters in Business. Let's continue our
- 44:06Speaker 2: live conversation with Richard Taylor and Alex EMUs discussing the
- 44:12Speaker 2: new edition of the book The Winner's Curse. Well, we
- 44:17Speaker 2: talked about this last time we discussed this issue. The
- 44:21Speaker 2: buys are very quantitative and rigorous. The cells are just squishy,
- 44:27Speaker 2: and every emotional bias that comes in, Oh, this is
- 44:31Speaker 2: starting to falter. It's not doing what I expected. Something
- 44:34Speaker 2: else shiny comes along and catches their attention. They need
- 44:37Speaker 2: to make room in the portfolio. You mentioned blind spots.
- 44:44Speaker 2: Your friend Danny Koneman used to talk about. I used
- 44:47Speaker 2: to ask him on occasion, how do you avoid all
- 44:50Speaker 2: of these biases we all succumb to? And he's like,
- 44:54Speaker 2: I'm subject to every one of them. We all have
- 44:56Speaker 2: a bias, blind spot. There's no getting a way from it.
- 45:00Speaker 2: Is there hope for us?
- 45:02Speaker 3: Well, the only way you can learn anything is feedback,
- 45:06Speaker 3: and most of us don't bother, so we don't get
- 45:12Speaker 3: the feedback. And you know when when my friend Caide,
- 45:21Speaker 3: my former student that I did the football paper with,
- 45:24Speaker 3: we were hired for a while by one of the
- 45:28Speaker 3: NFL teams, and we're they're showing us around their facility
- 45:35Speaker 3: and we go and there's some room about the size
- 45:39Speaker 3: of this, full of file cabinets, and we say, what's
- 45:43Speaker 3: in there? Oh, old scouting reports. Our eyes are getting back,
- 45:49Speaker 3: you know, like, well, have you ever studied those? No? Right,
- 45:56Speaker 3: so you know that they have. They have probably twenty
- 46:02Speaker 3: scouts going around watching games. They've built a two billion
- 46:09Speaker 3: dollar taj Mahele Stadium. But do they invest a little
- 46:14Speaker 3: research in improving the process of picking players? No, And
- 46:19Speaker 3: I must say most firms are not that much better.
- 46:24Speaker 3: Really well, firms still do interviews, interviews.
- 46:31Speaker 2: Symphonies are doing blind auditions.
- 46:33Speaker 3: Yeah, they but they still listen.
- 46:38Speaker 2: Yes, so arguably.
- 46:41Speaker 3: Interview look, and I think a great musician can here
- 46:48Speaker 3: whether you're playing well or poorly, learning anything useful about
- 46:54Speaker 3: how somebody is going to do on the job from
- 46:57Speaker 3: the usual job. Interview is very.
- 47:01Speaker 4: One of our postdocs.
- 47:02Speaker 5: Actually, as a paper Brian Dreberian on So he worked
- 47:06Speaker 5: with a company in the Philippines. They replaced all first
- 47:10Speaker 5: round interviews with artificial intelligence, and retention ended up increasing. Basically,
- 47:16Speaker 5: they were able to extract the signals that they needed
- 47:18Speaker 5: to extract at that stage, and the humans were missing.
- 47:21Speaker 2: So let's talk about this before we're going to open
- 47:24Speaker 2: up this up for questions in a minute. But let's
- 47:26Speaker 2: talk about that sort of choice architecture, and I just
- 47:31Speaker 2: have to share some numbers with people as to how
- 47:35Speaker 2: significant this could be. Richard's book Nudge described a variety
- 47:42Speaker 2: of different ways to affect decision making. Perhaps the most
- 47:48Speaker 2: significant was when you open a four oh one K,
- 47:51Speaker 2: there's no obligation for you to participate in the company.
- 47:55Speaker 2: When money goes into it, there's no obligation to put
- 47:57Speaker 2: that money to work. Sure convinced the SEC and the
- 48:02Speaker 2: government to change that so that the default is that
- 48:06Speaker 2: you're assumed to participate and the money goes into some
- 48:11Speaker 2: qualified fund, either a balance fund or a target date fund.
- 48:15Speaker 2: And to just put some flesh on how significant that is,
- 48:19Speaker 2: the US's four oh one K, not counting today's trading action,
- 48:24Speaker 2: is four point seven trillion dollars. Historically, forty percent of
- 48:29Speaker 2: that was defaulted to cash, which means there's two trillion
- 48:34Speaker 2: dollars being invested today that otherwise would have been sitting
- 48:37Speaker 2: around in cash for god knows how many years. So,
- 48:40Speaker 2: given what we know about choice architecture, how should we
- 48:45Speaker 2: be addressing choices and options, whether it's in hiring or
- 48:49Speaker 2: putting money to work or bidding in auctions? How should
- 48:53Speaker 2: what should we be doing well better?
- 48:55Speaker 3: I mean there's so you know. Let on the retire
- 49:00Speaker 3: and saving thing. We did three things. One was changed
- 49:05Speaker 3: the default, and we had to get congressional approval for
- 49:11Speaker 3: all of this because companies said, oh, if we enroll
- 49:16Speaker 3: somebody without their permission, some lawyer is going to sue
- 49:20Speaker 3: us as soon as the market goes down. So we
- 49:25Speaker 3: were able to get a bill passed in two thousand
- 49:27Speaker 3: and six that said it was okay to automatically enroll,
- 49:32Speaker 3: it was okay to invest in something I could target
- 49:35Speaker 3: day fund even though it could go down, and it
- 49:38Speaker 3: was okay to slowly ramp up their contributions what I
- 49:44Speaker 3: call save more tomorrow because we all have more self
- 49:47Speaker 3: control next week. So that you know, those three ingredients
- 49:59Speaker 3: were important. Maybe that for trillion is twice what it
- 50:05Speaker 3: would have been without it. It's it's not easy to
- 50:10Speaker 3: just say, you know, what, what can you do to
- 50:16Speaker 3: solve obesity or some other problem. My mantra is make
- 50:28Speaker 3: it easy. If you want people to do something, make
- 50:33Speaker 3: it easy. I always say, what I would like is
- 50:38Speaker 3: a world that's like GPS. I have a terrible sense
- 50:42Speaker 3: of direction, and now I don't get lost hardly ever. Right,
- 50:49Speaker 3: And notice the GPS doesn't tell you where to go.
- 50:53Speaker 3: You had the wrong address coming tonight. So but but
- 50:57Speaker 3: I plugged in the right address. You know, well I
- 51:02Speaker 3: just had to walk down Fifth Avenue. But even I
- 51:04Speaker 3: could do that. But right, So for complicated things like
- 51:11Speaker 3: improving your diet or exercising more, or whatever problem you're
- 51:18Speaker 3: trying to solve, you have to figure out what's preventing
- 51:24Speaker 3: people from getting it right and then eliminate that. And
- 51:30Speaker 3: you know, when when David Cameron was elected Prime Minister
- 51:35Speaker 3: in the UK, he had get this. They have They
- 51:41Speaker 3: don't have platforms, they have manifestos. And they had told
- 51:47Speaker 3: me that they were going to put in their manifesto
- 51:51Speaker 3: that if they got elected they were going to create
- 51:54Speaker 3: a nudge unit. And I said, yeah, yeah, because I'm
- 51:58Speaker 3: used to the US. So but they did it, and
- 52:02Speaker 3: they called me up and said, hey, we're starting this thing.
- 52:05Speaker 3: You better come over and figure out how to do this.
- 52:08Speaker 3: And the main lesson I learned was we'd go to
- 52:14Speaker 3: the branch. One of the things we did was we
- 52:19Speaker 3: changed the way they dealt with people who owe money
- 52:23Speaker 3: on their taxes. And what do you do, Well, we
- 52:27Speaker 3: send a letter. What does the letter say? Oh, well,
- 52:30Speaker 3: they showed us the letter. Oh I think we can
- 52:32Speaker 3: improve the letter. So and we told them truthfully, ninety
- 52:37Speaker 3: percent of people paid their taxes on time. That increased
- 52:41Speaker 3: the speed, so brought in money very fast. Costs nothing, Right,
- 52:47Speaker 3: they're sending a letter. It doesn't cost anymore to write
- 52:50Speaker 3: a good letter. But you have to talk to the
- 52:57Speaker 3: experts and understand what it is that's preventing them from
- 53:03Speaker 3: doing the right thing, and then make it easy for
- 53:06Speaker 3: them to do that.
- 53:07Speaker 2: Remove the obstacles, make it easy. All right, So we
- 53:10Speaker 2: have a few more minutes. Let's get some questions. Can
- 53:13Speaker 2: I see some hands? Wait for the mic. Let's start
- 53:16Speaker 2: right up front and work our way back.
- 53:20Speaker 6: Thank you so much for super interesting discussion. I'm curious
- 53:24Speaker 6: Robert Oman has a theory that says that reasonable people
- 53:29Speaker 6: can't disagree, and I'm curious, like how you would relate
- 53:32Speaker 6: that to the winner's person if you've ever had a
- 53:35Speaker 6: discussion with.
- 53:35Speaker 3: Him about that. Reasonable people can't disagree.
- 53:39Speaker 2: He's never been online.
- 53:40Speaker 3: I mean, you know, Alex and I are both extremely reasonable.
- 53:47Speaker 3: We disagree, we disagree on all kinds of things.
- 53:49Speaker 5: Well, his theorem is basically, if you have the same
- 53:52Speaker 5: information set, you have to arrive in the same belief
- 53:56Speaker 5: the same information you need, common knowledge, you need.
- 54:00Speaker 2: You need com each other's rationality.
- 54:03Speaker 3: You don't need the same confition.
- 54:05Speaker 5: But and then you arrive at the exact same posterior belief.
- 54:10Speaker 3: Right.
- 54:10Speaker 5: But the problem is that people have confirmation bias in
- 54:14Speaker 5: the real world, right, so they seek out information that
- 54:18Speaker 5: confirms their beliefs. So they end up not only uh,
- 54:22Speaker 5: they basically end up in completely different worlds thinking that
- 54:24Speaker 5: they're rational and somebody else who's not agreeing with them
- 54:27Speaker 5: is irrational. And that if you go back to Robert Auman,
- 54:33Speaker 5: that breaks that that condition for being able to agree.
- 54:37Speaker 5: So one of the things about the Internet age and
- 54:39Speaker 5: digital the digital transformation is that look, if you read
- 54:43Speaker 5: like the texts of what technologists we're writing, we're going
- 54:46Speaker 5: to be in a utopia, millions of library of Alexandria's
- 54:49Speaker 5: at our fingertip. Everybody will have all information at the
- 54:52Speaker 5: same time. We should all agree, right, but we're not
- 54:57Speaker 5: there yet, we have all the information, we are there yet.
- 55:00Speaker 3: But what ended up happening agreeing?
- 55:03Speaker 5: But it's because people are seeking information that confirms their
- 55:06Speaker 5: priors and confirms the priors of the people that they're
- 55:09Speaker 5: the and and because you can't think that your prior
- 55:13Speaker 5: is wrong if you could, if you meet somebody with
- 55:15Speaker 5: a different prior or a different belief, you assume that
- 55:18Speaker 5: they are irrational. And then we're not going to agree.
- 55:21Speaker 5: I'm going to hold out to my belief. You're going
- 55:22Speaker 5: to hold onto your belief. And the more this kind
- 55:25Speaker 5: of ramps up, the ability to anddogenously gather information and
- 55:29Speaker 5: the feeding of that process from the information providers gets
- 55:34Speaker 5: worse and worse.
- 55:36Speaker 2: The fascinating part about the stock market is all the
- 55:40Speaker 2: economic data is out there, all the market analysis is
- 55:43Speaker 2: out there. Bulls and bears go out and they find
- 55:47Speaker 2: what supports their view. They rarely seek disconfirming advice. And hey,
- 55:53Speaker 2: trade is where there's a disagreement on value, button agreement
- 55:57Speaker 2: on price, and it's all the same information people check
- 56:00Speaker 2: pick And.
- 56:00Speaker 3: Perhaps the biggest anomaly in financial markets is the volume
- 56:04Speaker 3: of trade.
- 56:05Speaker 4: That people are trading from place.
- 56:07Speaker 3: That that's the counter example, how can we have a
- 56:10Speaker 3: trillion shares traded if everybody agrees? Yeah, right, the mic right.
- 56:21Speaker 2: So this is actually a related question.
- 56:24Speaker 7: You've heard a paper in nineteen ninety seven on the
- 56:26Speaker 7: equity premium puzzle. You finished it by saying, you have
- 56:29Speaker 7: any issues with this, call me in twenty seventeen. So
- 56:32Speaker 7: in twenty seventeen, two fourth years at the University of
- 56:35Speaker 7: Chicago studied economics. Email do you try to call you
- 56:38Speaker 7: on your bluff? You met with them, which me and
- 56:41Speaker 7: my now husband do appreciate, and we both work in
- 56:46Speaker 7: finance now and I am curious, especially you mentioned, like
- 56:49Speaker 7: the volume of trading Democratization of trading Robin Hood Traders.
- 56:54Speaker 7: As you're refreshing this book more broadly, how is technology
- 56:57Speaker 7: changed or magnified some of the behavioral confects that you
- 57:00Speaker 7: were writing about in nineteen ninety two.
- 57:04Speaker 3: So, of course I vividly remember this. And there's a
- 57:10Speaker 3: bridge over in here, Brooklyn, you know the So you're right,
- 57:16Speaker 3: there was a chapter. It wasn't a chapter in the
- 57:20Speaker 3: original book, but I did write a column on the
- 57:23Speaker 3: equity premium puzzle and then a paper about it, and
- 57:26Speaker 3: we talked about whether it included. Instead, we just have
- 57:31Speaker 3: a couple pages saying the equity premium is within one
- 57:36Speaker 3: percent of what it was when the first paper was published.
- 57:41Speaker 3: It's going from seven down to six or something like that.
- 57:44Speaker 3: So it didn't seem worth a chapter. But I'll let Alex,
- 57:50Speaker 3: who's the now part talk about the technology.
- 57:56Speaker 5: Yeah, So I think the democracy you mentioned the democratization
- 57:59Speaker 5: of finance, and I think there was this hope that again,
- 58:02Speaker 5: you know, people have access to basically there's no transaction fees,
- 58:07Speaker 5: you log onto your phone, you have access to these
- 58:09Speaker 5: equities and financial products that you didn't have access before.
- 58:13Speaker 5: So now everyday people have you know, can can get
- 58:16Speaker 5: a piece of the pie. They can get a piece
- 58:18Speaker 5: of the real growth of the economy. So some of
- 58:20Speaker 5: our colleagues wrote a paper at the University of Chicago recently.
- 58:23Speaker 4: I think he came out.
- 58:24Speaker 5: This year doing an audit of what people are trading
- 58:28Speaker 5: on platforms like Robinhood. They're trading weekly options and they're
- 58:33Speaker 5: losing billions of dollars. I think within the last two
- 58:37Speaker 5: years they lost six billion dollars, right, and so, and
- 58:42Speaker 5: why is that? Well, the same sort of biases that
- 58:45Speaker 5: you have that you're documenting them lap that you document
- 58:48Speaker 5: in the field, they're on steroids in digital spaces. Right.
- 58:51Speaker 4: What is robinhood doing? Where is it making its money?
- 58:54Speaker 5: Because the Robinhood does make money, it's making it on spreads, right,
- 58:59Speaker 5: and the itis spreads are crazy instruments like options that
- 59:04Speaker 5: generate these lottery like returns that we know human people
- 59:07Speaker 5: are really attracted to. And so it's making money off
- 59:10Speaker 5: of behavioral biases and people are losing a lot of
- 59:13Speaker 5: money on it.
- 59:14Speaker 2: So it's not even the weekly options, it's the single
- 59:17Speaker 2: day options now have become the biggest volume.
- 59:20Speaker 3: Right. And of course pure gambling sports gambling is even
- 59:27Speaker 3: worse odds.
- 59:29Speaker 2: Where you can bet on every play, not even the
- 59:32Speaker 2: outcome of the well.
- 59:33Speaker 3: And now they're learning that these bets on what a
- 59:37Speaker 3: specific player does, they've got to get rid of those
- 59:41Speaker 3: because there's just going to be too many scandals.
- 59:45Speaker 2: That was my live conversation with Richard Taylor and Aleximus.
- 59:49Speaker 2: Be sure and check out the full version of this
- 59:52Speaker 2: coming sometime in the coming months. I would be remiss
- 59:55Speaker 2: if I didn't thank the Cracked team that helps put
- 59:57Speaker 2: these conversations together. A special thanks goes to the Economic
- 1:00:02Speaker 2: Club of New York for hosting this event. My audio
- 1:00:06Speaker 2: engineer is Justin Milner. Anna Luke is my producer. Sean
- 1:00:11Speaker 2: Russo is my researcher. I'm Barry Renaults. You've been listening
- 1:00:15Speaker 2: to a bonus live edition of Masters in Business on
- 1:00:20Speaker 2: Bloomberg Radio.