WEBVTT - Cliff Asness on How Markets Got Dumber in the Last 10 Years

0:00:02.720 --> 0:00:15.880
<v Speaker 1>Bloomberg Audio Studios, Podcasts, radio News.

0:00:18.600 --> 0:00:21.320
<v Speaker 2>Hello and welcome to another episode of the All Thoughts Podcast.

0:00:21.400 --> 0:00:22.640
<v Speaker 2>I'm Tracy Allaway.

0:00:22.360 --> 0:00:23.560
<v Speaker 3>And I'm Joe wysnent Thal.

0:00:23.800 --> 0:00:25.440
<v Speaker 2>Joe, it's a big month for us.

0:00:25.480 --> 0:00:27.640
<v Speaker 3>Big month for us. We've been doing this for ten years.

0:00:27.840 --> 0:00:30.920
<v Speaker 2>I know, I can't believe it. Do you remember the

0:00:30.920 --> 0:00:31.640
<v Speaker 2>first episode?

0:00:31.720 --> 0:00:33.559
<v Speaker 3>Yeah, of course with Tom Keane.

0:00:33.640 --> 0:00:35.880
<v Speaker 2>Yeah, But and then our second episode I think was

0:00:35.920 --> 0:00:38.560
<v Speaker 2>about bananas for some reason, it was You're.

0:00:38.520 --> 0:00:41.159
<v Speaker 4>Right, it took us a long time to figure out

0:00:41.200 --> 0:00:43.080
<v Speaker 4>what we were doing. It took us a long time

0:00:43.159 --> 0:00:45.120
<v Speaker 4>to figure out what we were doing, and I don't

0:00:45.159 --> 0:00:48.479
<v Speaker 4>think at that point I would have expected that we'd be.

0:00:48.400 --> 0:00:50.080
<v Speaker 3>Doing it ten years later. I don't know what I

0:00:50.120 --> 0:00:52.280
<v Speaker 3>was expecting. I think turning on a microphone in a

0:00:52.360 --> 0:00:53.840
<v Speaker 3>radio studio and talking for a while.

0:00:54.000 --> 0:00:56.520
<v Speaker 2>We started doing it because we wanted to have a

0:00:56.520 --> 0:00:58.800
<v Speaker 2>podcast and talk to interesting people. I think we were

0:00:58.880 --> 0:01:03.080
<v Speaker 2>hashtag bless. No one was listening for a very very

0:01:03.120 --> 0:01:05.880
<v Speaker 2>long time, which gave us a long runway to figure

0:01:05.920 --> 0:01:09.280
<v Speaker 2>things out. So we got lucky. That said, you know,

0:01:09.400 --> 0:01:11.880
<v Speaker 2>ten years, it is, in fact a long time to

0:01:11.959 --> 0:01:14.640
<v Speaker 2>be doing this, and a lot has changed in that period.

0:01:14.800 --> 0:01:18.080
<v Speaker 4>A lot has changed in that period, sometimes mind blowing.

0:01:18.160 --> 0:01:20.720
<v Speaker 4>And we've talked about this before for sure, But the

0:01:20.880 --> 0:01:23.600
<v Speaker 4>things that we were covering is capital and news at

0:01:23.640 --> 0:01:25.520
<v Speaker 4>the time are now capital age history.

0:01:25.880 --> 0:01:28.520
<v Speaker 3>And it's like these things that are we sort of

0:01:28.560 --> 0:01:29.840
<v Speaker 3>take for granted. Everyone was there.

0:01:29.920 --> 0:01:31.840
<v Speaker 4>It's like, no, children, let us tell you what it

0:01:31.920 --> 0:01:35.040
<v Speaker 4>was like in the old days when people were worried

0:01:35.040 --> 0:01:36.880
<v Speaker 4>the world was going to come to an end because

0:01:37.160 --> 0:01:39.560
<v Speaker 4>you know, Greece is sovereign debt and all this stuff

0:01:39.600 --> 0:01:42.120
<v Speaker 4>that we just sort of part of the landscape is

0:01:42.160 --> 0:01:43.280
<v Speaker 4>people don't remember it.

0:01:43.440 --> 0:01:45.520
<v Speaker 2>No, one of those things has to be the idea

0:01:45.600 --> 0:01:48.880
<v Speaker 2>of value or fundamental investing, right, Like, let us tell

0:01:48.920 --> 0:01:51.920
<v Speaker 2>you about the days when price actually mattered and had

0:01:51.920 --> 0:01:54.040
<v Speaker 2>a limit to what investors would pile into.

0:01:54.240 --> 0:01:55.320
<v Speaker 3>Yeah, that's exactly right.

0:01:55.400 --> 0:01:57.360
<v Speaker 4>Let us tell you about the days when people used

0:01:57.360 --> 0:02:00.040
<v Speaker 4>to talk about pe ratios and this stock, Oh so

0:02:00.200 --> 0:02:02.440
<v Speaker 4>the twenty five pe we better sell it and buy

0:02:02.440 --> 0:02:04.280
<v Speaker 4>the stock at a fifteen p or whatever.

0:02:04.640 --> 0:02:05.960
<v Speaker 3>Yes, that feels quaint.

0:02:06.000 --> 0:02:08.040
<v Speaker 4>Maybe it'll be back there one day, but for now,

0:02:08.480 --> 0:02:11.639
<v Speaker 4>given how many things in the market seem to be

0:02:12.200 --> 0:02:15.400
<v Speaker 4>the Graham and DoD kind of stuff, feels a little.

0:02:15.200 --> 0:02:17.079
<v Speaker 2>Old, a little old fashioned, little old.

0:02:17.480 --> 0:02:17.679
<v Speaker 5>Yeah.

0:02:17.720 --> 0:02:20.320
<v Speaker 2>Okay, So one of the big themes that has emerged

0:02:20.360 --> 0:02:22.440
<v Speaker 2>in the ten years that we've been doing this podcast

0:02:22.600 --> 0:02:25.239
<v Speaker 2>is everyone seems to have grown more stupid. I would say,

0:02:25.840 --> 0:02:28.680
<v Speaker 2>hopefully that's not related, so that's not like a correlation thing.

0:02:30.000 --> 0:02:32.120
<v Speaker 2>It could be all right, but you know, we have

0:02:32.160 --> 0:02:36.160
<v Speaker 2>all this gamification of investing, people betting onlines going up,

0:02:36.600 --> 0:02:40.160
<v Speaker 2>we're down, people betting on random meme coins, things like that,

0:02:40.240 --> 0:02:42.480
<v Speaker 2>and I think, you know, we talk about it a

0:02:42.520 --> 0:02:44.959
<v Speaker 2>lot on the podcast, but this is actually a fundamental

0:02:44.960 --> 0:02:46.920
<v Speaker 2>shift in the market. If you think about the market

0:02:47.000 --> 0:02:51.160
<v Speaker 2>as something that's supposed to be about capital allocation, alignment

0:02:51.240 --> 0:02:54.639
<v Speaker 2>of incentives. People are investing in something because they think

0:02:54.639 --> 0:02:56.519
<v Speaker 2>it's going to be profitable in the future at the

0:02:56.600 --> 0:02:59.240
<v Speaker 2>right price. And now people are just sort of piling

0:02:59.240 --> 0:03:01.800
<v Speaker 2>into stuff because other people are doing it, and again,

0:03:01.960 --> 0:03:02.680
<v Speaker 2>line go up.

0:03:02.880 --> 0:03:04.959
<v Speaker 4>Deep down, I still believe that the value of a

0:03:05.000 --> 0:03:07.480
<v Speaker 4>stock should reflect the net present value of all. I

0:03:07.520 --> 0:03:10.440
<v Speaker 4>know you're an MH guy, but I've it's been a

0:03:10.480 --> 0:03:13.280
<v Speaker 4>little bit hard with some of these things. And you

0:03:13.320 --> 0:03:15.800
<v Speaker 4>know the other thing too, that is sort of changes

0:03:15.880 --> 0:03:18.320
<v Speaker 4>that like half of our episodes these days are kind

0:03:18.360 --> 0:03:20.960
<v Speaker 4>of AI related in some way, and so I think

0:03:21.040 --> 0:03:23.360
<v Speaker 4>there's a lot of interesting stuff going on, particularly at

0:03:23.400 --> 0:03:26.919
<v Speaker 4>the intersection of tech and applying tech to both investing

0:03:27.000 --> 0:03:29.800
<v Speaker 4>in tech, but then the application of tech to investing

0:03:29.880 --> 0:03:30.560
<v Speaker 4>and so forth.

0:03:30.919 --> 0:03:33.240
<v Speaker 3>So yes, much has changed.

0:03:33.080 --> 0:03:35.480
<v Speaker 2>A lot has changed, and we have the perfect guests

0:03:35.800 --> 0:03:39.560
<v Speaker 2>to talk about how everyone has grown more stupid over time.

0:03:39.880 --> 0:03:41.560
<v Speaker 2>We're going to be speaking with someone we've wanted on

0:03:41.600 --> 0:03:43.720
<v Speaker 2>the show for a really, really long time. I'm very

0:03:43.760 --> 0:03:46.640
<v Speaker 2>excited about this. It's Cliff Asnas, the co founder and

0:03:46.720 --> 0:03:49.400
<v Speaker 2>CIO of AQR. Thank you so much for coming on.

0:03:49.400 --> 0:03:50.840
<v Speaker 5>All thoughts, Thank you for having me.

0:03:51.200 --> 0:03:53.760
<v Speaker 2>What's it like to be a rational person living in

0:03:54.040 --> 0:03:56.920
<v Speaker 2>irrational Cliff, Yeah, you've been doing it for a long time.

0:03:57.120 --> 0:03:59.960
<v Speaker 6>Well, a rational person is not always how I'm described,

0:04:00.680 --> 0:04:03.320
<v Speaker 6>but this rational investing and in this rational conduct in

0:04:03.360 --> 0:04:04.080
<v Speaker 6>your personal life.

0:04:04.080 --> 0:04:06.000
<v Speaker 5>So let's just distinguish those.

0:04:06.480 --> 0:04:10.080
<v Speaker 6>You guys in your intro said like, it's a it's

0:04:10.080 --> 0:04:11.880
<v Speaker 6>a little scary for the next hour because you said

0:04:11.920 --> 0:04:13.560
<v Speaker 6>like a third of the things I want to say. Oh,

0:04:14.840 --> 0:04:18.520
<v Speaker 6>I wrote a rather gigantic piece in the Journal of

0:04:18.520 --> 0:04:21.760
<v Speaker 6>Portfolio Management. They were having a fiftieth anniversary. None of

0:04:21.800 --> 0:04:23.359
<v Speaker 6>us were quite old enough to have been there in

0:04:23.360 --> 0:04:25.599
<v Speaker 6>the first issue, but they were looking for the old

0:04:25.640 --> 0:04:28.919
<v Speaker 6>guys to write kind of retrospectives, and the piece I

0:04:28.960 --> 0:04:33.040
<v Speaker 6>wrote was called the less Efficient Market Hypothesis. Now, I

0:04:33.120 --> 0:04:36.320
<v Speaker 6>think you guys probably know this, but my dissertation advisor

0:04:36.920 --> 0:04:38.960
<v Speaker 6>was a little known guy named Eugene Fama.

0:04:39.200 --> 0:04:39.680
<v Speaker 3>We've heard of.

0:04:40.080 --> 0:04:42.120
<v Speaker 5>I was his TA for two years. I grew up

0:04:42.200 --> 0:04:43.200
<v Speaker 5>in EMH.

0:04:43.240 --> 0:04:45.160
<v Speaker 6>I love that you guys just say EMH and your

0:04:45.200 --> 0:04:48.080
<v Speaker 6>audience knows where you're talking about. That is not the

0:04:48.160 --> 0:04:50.800
<v Speaker 6>norm for me when I talk about these things. I

0:04:51.200 --> 0:04:54.960
<v Speaker 6>was not a perfect efficient marketer even back then.

0:04:55.560 --> 0:04:56.239
<v Speaker 5>Neither is Gene.

0:04:56.240 --> 0:04:59.160
<v Speaker 6>By the way, Genes not a zealot about third week

0:04:59.160 --> 0:05:01.200
<v Speaker 6>of class. I know this because I took the class

0:05:01.240 --> 0:05:04.400
<v Speaker 6>three times. I didn't fail, but as the TA, I

0:05:04.440 --> 0:05:07.520
<v Speaker 6>sat through it three full years, and like the third week,

0:05:07.560 --> 0:05:09.040
<v Speaker 6>he always tells the class.

0:05:09.120 --> 0:05:12.000
<v Speaker 5>Markets are almost certainly not perfectly efficient.

0:05:12.320 --> 0:05:15.560
<v Speaker 6>Because Jean's a brilliant guy and recognizes that perfection is

0:05:15.560 --> 0:05:17.240
<v Speaker 6>a really stupid idea.

0:05:17.400 --> 0:05:18.600
<v Speaker 2>He's been on the show. By the way.

0:05:18.640 --> 0:05:20.560
<v Speaker 6>Oh, I don't know, yeah, yeah, And I don't know

0:05:20.560 --> 0:05:22.800
<v Speaker 6>if that came up, but he's always very honest about that.

0:05:22.960 --> 0:05:25.719
<v Speaker 6>He probably thinks they're considerably more efficient than I do

0:05:25.800 --> 0:05:27.719
<v Speaker 6>these days, and I think I probably think it's they're

0:05:27.720 --> 0:05:29.120
<v Speaker 6>more efficient than maybe.

0:05:28.920 --> 0:05:31.400
<v Speaker 5>The active average retail trader.

0:05:31.680 --> 0:05:34.279
<v Speaker 6>But I wrote a dissertation for him on the success

0:05:34.400 --> 0:05:38.400
<v Speaker 6>of price momentum. That is not a very gene Fama dissertation.

0:05:38.880 --> 0:05:42.240
<v Speaker 6>A gene Fama dissertation is I've studied price momentum and

0:05:42.279 --> 0:05:44.479
<v Speaker 6>it loses gobs of money, and these idiots on Wall

0:05:44.480 --> 0:05:47.440
<v Speaker 6>Street do it anyway. That's kind of a fishing market.

0:05:47.480 --> 0:05:49.840
<v Speaker 6>It's lot how silly they are. And he was great

0:05:49.839 --> 0:05:52.880
<v Speaker 6>about it. I remember I kind of mumbled, I'm like,

0:05:52.920 --> 0:05:54.920
<v Speaker 6>I want to write a dissertation on price momentum, and

0:05:55.040 --> 0:05:57.159
<v Speaker 6>by the way, I find it works very well.

0:05:57.240 --> 0:05:57.960
<v Speaker 5>What was that, cliff?

0:05:58.000 --> 0:05:59.560
<v Speaker 6>It works very well? And he said, if it's in

0:05:59.600 --> 0:06:03.159
<v Speaker 6>the data, write the paper. So I've drifted at least

0:06:03.200 --> 0:06:07.560
<v Speaker 6>a little bit further from efficient markets even way back then. Now,

0:06:07.600 --> 0:06:10.039
<v Speaker 6>price momentum, I'll do a lot of segues. You're gonna

0:06:10.040 --> 0:06:14.520
<v Speaker 6>have to stop. I do parentheticals within parentheticals. Price momentums

0:06:14.560 --> 0:06:18.440
<v Speaker 6>often thought of as this index of irrationality. It can

0:06:18.520 --> 0:06:22.080
<v Speaker 6>work for two different reasons. It can work because of yes,

0:06:22.240 --> 0:06:26.320
<v Speaker 6>feedback loops, chasing line goes up just like you said before,

0:06:26.360 --> 0:06:29.600
<v Speaker 6>and people pour in, which isn't very connected to reality.

0:06:29.640 --> 0:06:31.000
<v Speaker 5>It's just chasing returns.

0:06:31.360 --> 0:06:34.080
<v Speaker 6>But it can also work because of what the behavioral

0:06:34.080 --> 0:06:38.520
<v Speaker 6>finance people would call underreaction. News comes out that should

0:06:38.560 --> 0:06:41.880
<v Speaker 6>move the price by so and so on average. We

0:06:42.000 --> 0:06:43.719
<v Speaker 6>have found, I say we it's the royal we of

0:06:43.760 --> 0:06:47.320
<v Speaker 6>academia and private researchers that the price moves the right direction,

0:06:47.400 --> 0:06:49.720
<v Speaker 6>but doesn't move all the way. So if you trade

0:06:49.800 --> 0:06:52.479
<v Speaker 6>on that, there's still a little bit to go. That's

0:06:52.480 --> 0:06:54.279
<v Speaker 6>a quant thing. You wouldn't want to bet on one

0:06:54.320 --> 0:06:56.960
<v Speaker 6>stock that way. But if on average that happens and

0:06:57.000 --> 0:06:59.640
<v Speaker 6>you could do that through observing the price or the fundamentals,

0:07:00.040 --> 0:07:01.880
<v Speaker 6>usually a little bit more to go. So it's not

0:07:02.040 --> 0:07:07.720
<v Speaker 6>always irrational momentum. But here's what I observed in the

0:07:07.839 --> 0:07:10.440
<v Speaker 6>very beginning of AQR. EQR launched in nineteen ninety eight,

0:07:10.840 --> 0:07:13.800
<v Speaker 6>after we had a fabulous run at Goldman sacks this

0:07:13.920 --> 0:07:15.960
<v Speaker 6>survivorship bias. In this you don't get to start your

0:07:15.960 --> 0:07:18.680
<v Speaker 6>own billion dollar hedge fun unless you have a fabulous

0:07:18.760 --> 0:07:21.920
<v Speaker 6>runner at Goldman sacks or something equivalent. We had a

0:07:21.960 --> 0:07:23.840
<v Speaker 6>good first month. You know how the story is going

0:07:23.880 --> 0:07:25.440
<v Speaker 6>to go when you say you had a good first month, right,

0:07:25.480 --> 0:07:27.200
<v Speaker 6>And then that first month, by the way, it was

0:07:27.240 --> 0:07:30.000
<v Speaker 6>August of nineteen ninety eight when the S and P

0:07:30.200 --> 0:07:33.600
<v Speaker 6>was down twenty percent on the Russian debt crisis, and

0:07:33.640 --> 0:07:36.680
<v Speaker 6>we're doing high fives, like we say, we're marketing neutral

0:07:37.000 --> 0:07:40.520
<v Speaker 6>and we're up a little bit in a crash. And

0:07:40.640 --> 0:07:43.800
<v Speaker 6>it was my first of many lessons never to high

0:07:43.800 --> 0:07:46.960
<v Speaker 6>five in this business. When you fully retire and divest,

0:07:47.200 --> 0:07:48.160
<v Speaker 6>you get one high five.

0:07:49.080 --> 0:07:51.080
<v Speaker 2>But that the well, no, it's the end when you

0:07:51.120 --> 0:07:51.800
<v Speaker 2>do the high five.

0:07:52.040 --> 0:07:55.600
<v Speaker 6>I'm a kwant who is also superstitious, which if that's

0:07:55.600 --> 0:07:59.080
<v Speaker 6>a contradiction, what the heck. But the next eighteen months

0:07:59.160 --> 0:08:02.240
<v Speaker 6>was the crescendo the famous dot com or tech bubble,

0:08:03.040 --> 0:08:05.480
<v Speaker 6>and that was not kind to us. It was particularly

0:08:05.520 --> 0:08:08.560
<v Speaker 6>not kind because we decided to start with a extremely

0:08:08.600 --> 0:08:13.040
<v Speaker 6>aggressive market neutral fund. So momentum helped, as you can

0:08:13.040 --> 0:08:16.240
<v Speaker 6>imagine in a bubble, but value was just destroyed and

0:08:16.240 --> 0:08:18.000
<v Speaker 6>that was most of the model back then. Things have

0:08:18.120 --> 0:08:21.520
<v Speaker 6>really broadened out. We hit spreads between cheap and expensive.

0:08:21.560 --> 0:08:23.280
<v Speaker 6>This is something we invented at the time, and now.

0:08:23.240 --> 0:08:23.960
<v Speaker 5>A lot of people do.

0:08:24.480 --> 0:08:27.320
<v Speaker 6>People said shortstocks on valuations go along in the cheap,

0:08:27.360 --> 0:08:31.240
<v Speaker 6>short the expensive, But the very obvious question of how

0:08:31.320 --> 0:08:34.600
<v Speaker 6>cheap and how expensive are they sometimes pretty tightly clustered?

0:08:34.600 --> 0:08:37.920
<v Speaker 6>Are they sometimes wider? Does that mean they're better or

0:08:37.960 --> 0:08:41.320
<v Speaker 6>worse going forward? Was not asked before. So we invented

0:08:41.320 --> 0:08:44.520
<v Speaker 6>this measure, and the spread between cheap and expensive for

0:08:44.559 --> 0:08:48.880
<v Speaker 6>fifty years had looked like a well behaved series.

0:08:48.880 --> 0:08:50.120
<v Speaker 5>It moved around a fair amount.

0:08:51.040 --> 0:08:53.480
<v Speaker 6>And then I'm drawing on my hand if only see

0:08:53.520 --> 0:08:55.520
<v Speaker 6>the video, Yeah.

0:08:54.760 --> 0:08:57.000
<v Speaker 2>I should mention this is an audio medium.

0:08:57.760 --> 0:08:59.920
<v Speaker 6>And then in late ninety nine two thousand and went

0:09:00.120 --> 0:09:03.440
<v Speaker 6>to just way wider than anything ever seen for fifty

0:09:03.480 --> 0:09:09.120
<v Speaker 6>plus years. We also showed that historically those were better times.

0:09:09.120 --> 0:09:11.240
<v Speaker 6>You never saw that before. But when it was wider

0:09:11.360 --> 0:09:13.920
<v Speaker 6>or better times for value, we stuck with it. We

0:09:14.000 --> 0:09:15.800
<v Speaker 6>made money round trip life was good.

0:09:16.559 --> 0:09:17.160
<v Speaker 5>If you had.

0:09:17.000 --> 0:09:19.480
<v Speaker 6>Asked me after the round trip, which was harrowing. You know,

0:09:19.600 --> 0:09:21.640
<v Speaker 6>you know, even if we love our process, you never

0:09:21.679 --> 0:09:25.000
<v Speaker 6>want to start a business with poor returns. If you

0:09:25.040 --> 0:09:26.800
<v Speaker 6>ask me at the end of that, which is probably

0:09:26.800 --> 0:09:29.000
<v Speaker 6>a couple of years later, two thousand and three. Do

0:09:29.040 --> 0:09:30.320
<v Speaker 6>you think you're ever going to see that in your

0:09:30.360 --> 0:09:33.520
<v Speaker 6>career again? No one asked, thank God, because I think

0:09:33.520 --> 0:09:35.160
<v Speaker 6>it would have gotten it wrong. But I think I

0:09:35.200 --> 0:09:38.600
<v Speaker 6>would have said, oh, probably not hopefully. I wouldn't say definitely.

0:09:38.880 --> 0:09:40.280
<v Speaker 6>No one who does what any of us do for

0:09:40.320 --> 0:09:43.439
<v Speaker 6>a living should say definitely. That's a bad word in markets.

0:09:44.040 --> 0:09:45.000
<v Speaker 2>Is the favorite term.

0:09:47.720 --> 0:09:49.360
<v Speaker 5>But A it was the.

0:09:49.320 --> 0:09:53.400
<v Speaker 6>Craziest thing numerically in fifty plus years. B. The question

0:09:53.520 --> 0:09:56.360
<v Speaker 6>presupposed is it's built in that I and people of

0:09:56.400 --> 0:09:59.720
<v Speaker 6>my core will still be around right and will probably

0:09:59.720 --> 0:10:02.000
<v Speaker 6>be are to in charge. So how's it going to

0:10:02.040 --> 0:10:06.120
<v Speaker 6>happen again? And then it happened again even before COVID.

0:10:06.480 --> 0:10:09.480
<v Speaker 6>By late twenty nineteen, that spread between cheap and expensive

0:10:09.600 --> 0:10:13.439
<v Speaker 6>was approaching dot com extremes, and then it blew past it.

0:10:13.920 --> 0:10:14.480
<v Speaker 5>In COVID.

0:10:14.520 --> 0:10:17.320
<v Speaker 6>It went to what I in a geeky math joke

0:10:17.360 --> 0:10:19.160
<v Speaker 6>that no one ever gets called one hundred and twenty

0:10:19.200 --> 0:10:22.200
<v Speaker 6>fifth percentile. There is no one hundred twenty five percentile.

0:10:22.280 --> 0:10:25.000
<v Speaker 6>It's just a new hundred percentile. I'm trying to convey

0:10:25.040 --> 0:10:27.840
<v Speaker 6>that it went further, and we survived that one too.

0:10:28.400 --> 0:10:30.880
<v Speaker 6>We suffered somewhat, and then we made more than all

0:10:30.880 --> 0:10:33.240
<v Speaker 6>of it back ground trip good. Most of the time,

0:10:33.240 --> 0:10:35.280
<v Speaker 6>we really don't look like value investors, by the way,

0:10:35.760 --> 0:10:38.400
<v Speaker 6>only in extreme bubbles do we have seem to have

0:10:38.440 --> 0:10:38.960
<v Speaker 6>that property.

0:10:39.000 --> 0:10:40.720
<v Speaker 5>And I think it's smaller now than it used to be.

0:10:41.440 --> 0:10:43.200
<v Speaker 5>Last five years have been quite strong for us, and

0:10:43.240 --> 0:10:45.000
<v Speaker 5>it's not been a very good value market.

0:10:45.160 --> 0:10:48.120
<v Speaker 4>God, there's so many questions that I have that I

0:10:48.240 --> 0:10:50.640
<v Speaker 4>want to ask that are sort of embedded or related

0:10:50.679 --> 0:10:52.200
<v Speaker 4>to your answer. I'm going to ask at you just

0:10:52.240 --> 0:10:56.040
<v Speaker 4>like a very narrow question, sort of skip ahead into something.

0:10:56.120 --> 0:10:56.240
<v Speaker 5>Though.

0:10:57.280 --> 0:11:00.320
<v Speaker 4>You make this spread between the most expensive than the

0:11:00.400 --> 0:11:04.960
<v Speaker 4>cheapest stocks, how much easier it is to simply compile

0:11:05.120 --> 0:11:08.840
<v Speaker 4>that spread? Is it today versus the technology that you're

0:11:08.880 --> 0:11:11.320
<v Speaker 4>working with when you're starting your career?

0:11:11.880 --> 0:11:14.160
<v Speaker 6>For that, I got to disappoint you and say not

0:11:14.240 --> 0:11:18.120
<v Speaker 6>that much. Here we had the databases. A lot of

0:11:18.320 --> 0:11:23.000
<v Speaker 6>technological investment is about speed and new data sets. What

0:11:23.480 --> 0:11:27.000
<v Speaker 6>quanto Alternative data is something we're very into. But the

0:11:27.040 --> 0:11:29.840
<v Speaker 6>classic data if you're looking for price to sales ratios,

0:11:30.480 --> 0:11:34.040
<v Speaker 6>I'm old, but we had we have telephones and Bloombergs.

0:11:34.320 --> 0:11:38.439
<v Speaker 6>But that does bring us to me observing these two episodes,

0:11:39.040 --> 0:11:42.319
<v Speaker 6>and I stepped back and I asked a question, what

0:11:42.360 --> 0:11:45.480
<v Speaker 6>the hell happened? Why did we see something crazier than

0:11:45.520 --> 0:11:48.840
<v Speaker 6>fifty years? And then why did it happen again? And

0:11:48.880 --> 0:11:51.920
<v Speaker 6>that led to this paper, the less efficient market Hypothesis.

0:11:52.240 --> 0:11:54.960
<v Speaker 6>I do believe that markets have shown and I think

0:11:55.000 --> 0:11:57.679
<v Speaker 6>I have some good guesses as to why that they

0:11:57.720 --> 0:12:01.600
<v Speaker 6>are more susceptible to bouts of crazy than they used

0:12:01.640 --> 0:12:01.800
<v Speaker 6>to be.

0:12:02.080 --> 0:12:05.959
<v Speaker 4>Just before going further, one quick definitional question efficient markets,

0:12:05.960 --> 0:12:09.400
<v Speaker 4>because one way you could define whether market is efficient

0:12:09.679 --> 0:12:13.640
<v Speaker 4>is are these securities disconnected from what you would say

0:12:13.760 --> 0:12:16.720
<v Speaker 4>the net present value of the all future free cash flows.

0:12:17.120 --> 0:12:19.520
<v Speaker 4>Another way that I often think about it, but I'm

0:12:19.559 --> 0:12:23.240
<v Speaker 4>no kuant is are there obvious opportunities for the active

0:12:23.280 --> 0:12:24.480
<v Speaker 4>manager to make money?

0:12:24.960 --> 0:12:28.120
<v Speaker 3>Just for our purposes here? How do you define market efficients?

0:12:28.200 --> 0:12:31.000
<v Speaker 6>Much closer to the first one, Okay, The practical question

0:12:31.080 --> 0:12:33.560
<v Speaker 6>of can you make money from these is if there

0:12:33.600 --> 0:12:36.280
<v Speaker 6>are big deviations from fair value? And this relates to

0:12:36.320 --> 0:12:38.920
<v Speaker 6>some stuff I did in a less efficient market hypothesis.

0:12:39.600 --> 0:12:43.040
<v Speaker 6>If there are big deviations the classic and you'll notice

0:12:43.080 --> 0:12:46.120
<v Speaker 6>a giant caveat if you can stick with your position

0:12:46.640 --> 0:12:47.480
<v Speaker 6>not a small thing.

0:12:48.080 --> 0:12:48.920
<v Speaker 5>You will make money.

0:12:49.200 --> 0:12:51.520
<v Speaker 6>There are opportunities, and in fact, I think a less

0:12:51.520 --> 0:12:55.040
<v Speaker 6>efficient market in that sense, in your present value sense,

0:12:55.480 --> 0:12:59.200
<v Speaker 6>almost has to deliver bigger opportunities for people who can

0:12:59.360 --> 0:13:02.120
<v Speaker 6>stick with it. It also makes it considerably harder to

0:13:02.120 --> 0:13:04.839
<v Speaker 6>stick with because the extremes you have to live through

0:13:05.360 --> 0:13:07.720
<v Speaker 6>and the length of time those extremes can go on.

0:13:07.840 --> 0:13:10.520
<v Speaker 6>For one thing, that I'm dying for an academic to

0:13:10.520 --> 0:13:11.960
<v Speaker 6>take me up on this. I'm too old to do

0:13:12.000 --> 0:13:14.360
<v Speaker 6>the math on this, but I've never seen a model

0:13:15.040 --> 0:13:19.480
<v Speaker 6>that looks at pain, disutility, the negative of losing money

0:13:19.920 --> 0:13:22.280
<v Speaker 6>in terms of how long you've lost money for, not

0:13:22.360 --> 0:13:26.440
<v Speaker 6>just magnitude. Right, And in real life, I can tell

0:13:26.440 --> 0:13:30.320
<v Speaker 6>you a drawdown that is one and a half times bigger,

0:13:30.679 --> 0:13:34.800
<v Speaker 6>but with six months instead of three years, is ridiculously

0:13:34.880 --> 0:13:39.800
<v Speaker 6>easier to live through. So the bigger disconnect from reality. Again,

0:13:39.840 --> 0:13:41.520
<v Speaker 6>I haven't even told you why I think it's going on,

0:13:42.200 --> 0:13:44.920
<v Speaker 6>But if I'm right that we have these bouts of it,

0:13:44.920 --> 0:13:47.080
<v Speaker 6>it's not necessarily every day things are crazy, but these

0:13:47.120 --> 0:13:50.000
<v Speaker 6>bouts of it is a two edged sword. It's a

0:13:50.000 --> 0:13:52.560
<v Speaker 6>bigger opportunity for people who can stick with it, and

0:13:52.600 --> 0:13:55.320
<v Speaker 6>it's harder to do, and I find that not that

0:13:55.360 --> 0:13:57.960
<v Speaker 6>what I think is fair is particularly relevant. But I

0:13:58.000 --> 0:14:01.240
<v Speaker 6>find that really fair harder to do, but more lucrative

0:14:01.320 --> 0:14:03.480
<v Speaker 6>if you can do it. I don't think the efficient

0:14:03.559 --> 0:14:07.520
<v Speaker 6>market idea of buying what is fundamentally mismatched against its

0:14:07.520 --> 0:14:11.200
<v Speaker 6>future cash flows adjusted for as risk forecasting those cash

0:14:11.200 --> 0:14:13.880
<v Speaker 6>flows what risk really means? We still have some open

0:14:13.920 --> 0:14:16.320
<v Speaker 6>issues there. Yeah, but I don't think that will ever

0:14:16.600 --> 0:14:20.600
<v Speaker 6>go away unless markets are perfectly efficient. But how easy

0:14:20.640 --> 0:14:22.880
<v Speaker 6>it is to identify and how easy it is to

0:14:22.880 --> 0:14:26.320
<v Speaker 6>stick with. I think crazy markets make it easier to

0:14:26.360 --> 0:14:29.040
<v Speaker 6>identify what to do and harder.

0:14:28.760 --> 0:14:29.520
<v Speaker 5>To deal like that.

0:14:30.120 --> 0:14:31.600
<v Speaker 2>I do want to ask you why you think this

0:14:31.680 --> 0:14:33.840
<v Speaker 2>is happening, but before we do, this is a very

0:14:33.840 --> 0:14:36.680
<v Speaker 2>basic question. But sometimes the basic questions are the most interesting.

0:14:36.720 --> 0:14:39.480
<v Speaker 2>But when you say it's painful to try to stay

0:14:39.560 --> 0:14:44.640
<v Speaker 2>rational during these bouts of irrationality, why is that exactly?

0:14:44.720 --> 0:14:46.720
<v Speaker 2>Because I get that there are funding costs. I get

0:14:46.760 --> 0:14:48.560
<v Speaker 2>that there are carrying costs. But on the other hand,

0:14:48.600 --> 0:14:51.200
<v Speaker 2>you're a big hedge fund with deep pockets. This is

0:14:51.240 --> 0:14:54.520
<v Speaker 2>presumably what investors are paying you to do. Is it

0:14:54.680 --> 0:14:58.400
<v Speaker 2>just the emotional trauma or stress of having to explain

0:14:58.440 --> 0:15:01.640
<v Speaker 2>to everyone why you're making the position that you have

0:15:01.960 --> 0:15:03.440
<v Speaker 2>when it's not paying off yet.

0:15:04.000 --> 0:15:05.040
<v Speaker 5>That is a big part of it.

0:15:05.640 --> 0:15:07.160
<v Speaker 6>I have a running fight with one of my co

0:15:07.240 --> 0:15:10.960
<v Speaker 6>founders who never gets upset. I'm always upset, but I'm

0:15:10.960 --> 0:15:12.280
<v Speaker 6>more upset when we're losing money.

0:15:12.320 --> 0:15:14.440
<v Speaker 2>This is sort of our dynamic. I have to I

0:15:14.440 --> 0:15:15.680
<v Speaker 2>get more upset than Joj.

0:15:15.600 --> 0:15:18.240
<v Speaker 6>Hunhes where He'll come in my office during a bad

0:15:18.280 --> 0:15:20.320
<v Speaker 6>period and I'll be upset.

0:15:20.480 --> 0:15:22.560
<v Speaker 5>It'll be a bad day in a bad period. He's like,

0:15:22.600 --> 0:15:23.320
<v Speaker 5>why are you upset?

0:15:23.680 --> 0:15:26.240
<v Speaker 6>And I'm like, well, cause people are yelling at us

0:15:26.280 --> 0:15:29.880
<v Speaker 6>and I were losing money. And he's like, but you're

0:15:29.880 --> 0:15:30.880
<v Speaker 6>pretty sure.

0:15:30.800 --> 0:15:32.960
<v Speaker 5>We're going to win, right. I'm like yeah.

0:15:33.000 --> 0:15:34.480
<v Speaker 6>He's like, and you have all your own money and

0:15:34.480 --> 0:15:36.960
<v Speaker 6>your kids money in this right, so you're not doing

0:15:36.960 --> 0:15:37.640
<v Speaker 6>anything different.

0:15:37.720 --> 0:15:40.080
<v Speaker 5>You wouldn't do that if you weren't. I'm like yeah,

0:15:40.160 --> 0:15:42.880
<v Speaker 5>He's like, so we're gonna win. It's just a question

0:15:42.920 --> 0:15:44.920
<v Speaker 5>of when why do you care? And I look at

0:15:44.960 --> 0:15:46.640
<v Speaker 5>him like he's from Mars and go, why do you

0:15:46.720 --> 0:15:47.200
<v Speaker 5>not care?

0:15:47.600 --> 0:15:50.200
<v Speaker 6>And we finally figured out it's kind of obvious that

0:15:50.280 --> 0:15:51.920
<v Speaker 6>I talk to clients a lot more than he does.

0:15:53.240 --> 0:15:55.440
<v Speaker 6>It's a lot easier to have that attitude when you're

0:15:55.480 --> 0:15:57.880
<v Speaker 6>just sitting in your office. Also, we are not immune

0:15:57.880 --> 0:16:00.480
<v Speaker 6>from this. Even if people love you and think you've

0:16:00.520 --> 0:16:02.720
<v Speaker 6>done well for twenty five years, you have a bad

0:16:03.080 --> 0:16:06.760
<v Speaker 6>two years, you get redemptions, and sometimes they're of serious size.

0:16:07.160 --> 0:16:10.600
<v Speaker 6>We fell by like half over about three years, and

0:16:10.640 --> 0:16:12.960
<v Speaker 6>that's not fun. You have to shrink your firm, you

0:16:13.000 --> 0:16:15.560
<v Speaker 6>have to let some people you love go, so there

0:16:15.640 --> 0:16:18.360
<v Speaker 6>is some real pain that goes with it. That period

0:16:18.400 --> 0:16:22.160
<v Speaker 6>did not shake my confidence in the actual investment process.

0:16:22.720 --> 0:16:24.440
<v Speaker 6>I feel bad. I think I did better than our

0:16:24.440 --> 0:16:27.040
<v Speaker 6>investors because I kept adding and saying, take the ball

0:16:27.160 --> 0:16:29.560
<v Speaker 6>up on what I do. Not everyone can do that,

0:16:29.600 --> 0:16:31.880
<v Speaker 6>and I know more than they know. Not in a

0:16:31.920 --> 0:16:34.440
<v Speaker 6>weird insider sense and just a I should be more

0:16:34.440 --> 0:16:37.560
<v Speaker 6>confident in my own process than anyone else's. But it

0:16:37.640 --> 0:16:41.320
<v Speaker 6>is excruciating the amount. I remember someone I admire tremendously,

0:16:41.360 --> 0:16:44.880
<v Speaker 6>when Stan Druckenmeller retired to run his own money. He's

0:16:44.920 --> 0:16:47.840
<v Speaker 6>still very active in markets. I think he wrote a

0:16:47.880 --> 0:16:51.520
<v Speaker 6>note that resonated with me because I forget the exact details,

0:16:51.560 --> 0:16:54.120
<v Speaker 6>but the essence was, it's too painful and too upsetting

0:16:54.120 --> 0:16:57.120
<v Speaker 6>to run client money. The man never had a down year,

0:16:58.280 --> 0:17:01.440
<v Speaker 6>and I'm like, if Stan can't take it, those of

0:17:01.520 --> 0:17:03.080
<v Speaker 6>us and we've had a lot more up years than

0:17:03.120 --> 0:17:04.879
<v Speaker 6>down years and life's been good, or I won't be

0:17:04.880 --> 0:17:08.080
<v Speaker 6>sitting here. But we've had never three but two plus

0:17:08.200 --> 0:17:11.240
<v Speaker 6>years of pain, and I'm like, Stan can't take it. Man,

0:17:11.800 --> 0:17:14.600
<v Speaker 6>this is harder to do than it looks like.

0:17:14.760 --> 0:17:15.600
<v Speaker 5>The whole world.

0:17:15.440 --> 0:17:17.959
<v Speaker 6>Thinks you stupid when you losing money, no matter what

0:17:18.000 --> 0:17:19.840
<v Speaker 6>you can point to, no matter what evidence you can

0:17:19.880 --> 0:17:21.920
<v Speaker 6>point to, I should say, the whole world.

0:17:21.960 --> 0:17:25.040
<v Speaker 5>Your mom still likes you, but a lot of your

0:17:25.040 --> 0:17:27.040
<v Speaker 5>world and no, a lot of investors stuck with us,

0:17:27.080 --> 0:17:29.600
<v Speaker 5>and I love them for it. But you do lose

0:17:29.640 --> 0:17:31.119
<v Speaker 5>a lot of people. So it's not fun for a

0:17:31.119 --> 0:17:32.120
<v Speaker 5>business to go through that.

0:17:32.400 --> 0:17:36.840
<v Speaker 4>Intuitively, though, it's to your point measuring the disutility of

0:17:37.080 --> 0:17:41.359
<v Speaker 4>long draw downs versus deep draw downs, this must be

0:17:41.440 --> 0:17:44.280
<v Speaker 4>a very acute thing for anyone who's not just managing

0:17:44.320 --> 0:17:47.400
<v Speaker 4>their own personal portfolio. For the reason that you've just described.

0:17:47.480 --> 0:17:49.760
<v Speaker 6>Yeah, I've talked about this with other money managers, this

0:17:49.880 --> 0:17:53.080
<v Speaker 6>idea of length versus severity. Yeah, and I've never had

0:17:53.119 --> 0:17:55.800
<v Speaker 6>one who's not like, yeah, length is much worse.

0:17:56.080 --> 0:17:57.760
<v Speaker 5>Well. One of the things is when.

0:17:57.560 --> 0:18:02.320
<v Speaker 6>Something goes on, it's often a similar story for two

0:18:02.359 --> 0:18:05.240
<v Speaker 6>and a quarter years. Right, So you go back after

0:18:05.320 --> 0:18:10.000
<v Speaker 6>six months where rationality is getting absolutely punished. You get

0:18:10.000 --> 0:18:11.880
<v Speaker 6>a lot of sympathy from people. You show them look

0:18:11.960 --> 0:18:15.439
<v Speaker 6>bigger bargains, We're right, we're gonna be right. You go

0:18:15.520 --> 0:18:17.560
<v Speaker 6>back six months.

0:18:17.320 --> 0:18:20.160
<v Speaker 5>Later, they're like, Okay, you go back.

0:18:20.320 --> 0:18:22.720
<v Speaker 6>Six months and six months later they're like, you're just

0:18:22.760 --> 0:18:24.080
<v Speaker 6>saying the same adventure.

0:18:24.160 --> 0:18:26.320
<v Speaker 4>And eventually they must just think maybe you're a dinosaur,

0:18:26.359 --> 0:18:28.760
<v Speaker 4>Like maybe you just don't get this new wave that's

0:18:28.800 --> 0:18:29.119
<v Speaker 4>going on.

0:18:29.240 --> 0:18:30.760
<v Speaker 3>Is it possible that we've really had.

0:18:31.440 --> 0:18:32.439
<v Speaker 5>Again, it's not everyone.

0:18:32.480 --> 0:18:34.800
<v Speaker 6>We have the tremendous amount of investors stick with us,

0:18:34.800 --> 0:18:36.520
<v Speaker 6>and we have ones who double up, who get it

0:18:36.560 --> 0:18:39.919
<v Speaker 6>that those are often opportunities. But you shrink when you

0:18:40.000 --> 0:18:42.280
<v Speaker 6>lose money for a while, and you grow when you

0:18:42.320 --> 0:18:45.280
<v Speaker 6>make money for a while. It's the ironclad rule of

0:18:45.320 --> 0:19:02.399
<v Speaker 6>this business. And sometimes it's just backwards.

0:19:03.800 --> 0:19:06.040
<v Speaker 2>So one of the things that has been happening recently

0:19:06.040 --> 0:19:08.760
<v Speaker 2>that has changed from twenty fifteen when we started doing

0:19:08.800 --> 0:19:11.800
<v Speaker 2>this is retail participation in the market and it just

0:19:11.840 --> 0:19:14.800
<v Speaker 2>feels like it is such a big thing for retail

0:19:14.800 --> 0:19:18.560
<v Speaker 2>investors now to use things like options, even you know,

0:19:18.640 --> 0:19:21.159
<v Speaker 2>one or zero day options, the kind of stuff that

0:19:21.240 --> 0:19:25.159
<v Speaker 2>you might more traditionally associate with someone running a hedge fund.

0:19:25.560 --> 0:19:26.720
<v Speaker 2>Now they're trading Oh.

0:19:26.600 --> 0:19:29.560
<v Speaker 5>We're not stupid enough, Okay, options.

0:19:29.200 --> 0:19:33.240
<v Speaker 2>All right, some hedge funds. Then, does the increased presence

0:19:33.480 --> 0:19:36.119
<v Speaker 2>of retail in the market change the way that you

0:19:36.200 --> 0:19:37.080
<v Speaker 2>do business at all?

0:19:38.240 --> 0:19:41.679
<v Speaker 6>I think it contributes to what we're talking about of

0:19:41.720 --> 0:19:45.000
<v Speaker 6>this dislocation. I hate this because I sound very elitist

0:19:45.040 --> 0:19:48.240
<v Speaker 6>when I diss on retail, but there's a lot of

0:19:48.280 --> 0:19:53.080
<v Speaker 6>academic work that shows retail on net loses net is important.

0:19:53.080 --> 0:19:55.480
<v Speaker 6>They go through periods where they win, They go through

0:19:55.480 --> 0:19:57.560
<v Speaker 6>periods where they win a lot. You know, if you

0:19:57.600 --> 0:20:00.800
<v Speaker 6>buy a memestock into triples tomorrow, you don't always lose.

0:20:01.119 --> 0:20:05.119
<v Speaker 6>But on average, retail transfers money to Wall Street and

0:20:05.160 --> 0:20:08.880
<v Speaker 6>to institutions. So if there are a bigger force in markets,

0:20:09.560 --> 0:20:11.560
<v Speaker 6>you're going to have more of that going on. And

0:20:11.600 --> 0:20:14.760
<v Speaker 6>it jives perfectly because that would raise the opportunity if

0:20:14.760 --> 0:20:18.040
<v Speaker 6>they're generally on the wrong side of things, but there

0:20:18.080 --> 0:20:20.760
<v Speaker 6>are more of them many more of them than they

0:20:20.840 --> 0:20:23.840
<v Speaker 6>used to be. They can be right even if they're

0:20:23.840 --> 0:20:25.399
<v Speaker 6>wrong on the facts. They can be right on the

0:20:25.480 --> 0:20:28.600
<v Speaker 6>numbers for longer than they used to be. So I

0:20:28.640 --> 0:20:30.639
<v Speaker 6>do think this is part of it. And I apologize

0:20:30.680 --> 0:20:33.440
<v Speaker 6>to all the really smart retail investors. Anytime you talk

0:20:33.480 --> 0:20:36.560
<v Speaker 6>about averages, you're dissing a whole lot of people who

0:20:36.560 --> 0:20:37.919
<v Speaker 6>don't deserve to be.

0:20:38.040 --> 0:20:41.000
<v Speaker 5>But on average, retail loses zero day options.

0:20:42.080 --> 0:20:45.879
<v Speaker 6>My god, they're making exactly the people they claim to

0:20:45.920 --> 0:20:49.679
<v Speaker 6>despise on Wall Street very rich by trading these things.

0:20:50.040 --> 0:20:52.600
<v Speaker 5>And it's just fan duels. I love that.

0:20:52.880 --> 0:20:54.400
<v Speaker 4>Well, all right, we got to get to the question

0:20:54.480 --> 0:20:57.720
<v Speaker 4>of why right, But one last question sort of leading

0:20:57.800 --> 0:20:58.159
<v Speaker 4>up to it.

0:20:58.640 --> 0:21:00.800
<v Speaker 3>How do you establish that what do you look.

0:21:00.600 --> 0:21:04.040
<v Speaker 4>At in the market that right now you say this

0:21:04.200 --> 0:21:07.080
<v Speaker 4>is a less efficient market than once it was. What

0:21:07.200 --> 0:21:09.159
<v Speaker 4>is the measure or is it just feel where you

0:21:09.200 --> 0:21:11.640
<v Speaker 4>just feel sort of crazy like all of us observe.

0:21:11.520 --> 0:21:14.600
<v Speaker 6>Most of it is quantitative. I do start with this

0:21:14.640 --> 0:21:18.000
<v Speaker 6>thing I've talked about, right, It spreads between cheap and expensive. Yeah, yeah,

0:21:18.000 --> 0:21:21.000
<v Speaker 6>I don't just look at spreads. I wrote a piece

0:21:21.040 --> 0:21:23.560
<v Speaker 6>back in two thousand during the tech bubble it's.

0:21:23.359 --> 0:21:24.240
<v Speaker 5>Called bubble logic.

0:21:24.320 --> 0:21:25.919
<v Speaker 6>It never got published because I tried to make a

0:21:25.920 --> 0:21:28.159
<v Speaker 6>book out of it and the bubble came down too

0:21:28.200 --> 0:21:30.359
<v Speaker 6>fast for me. That was good for my business, but

0:21:30.440 --> 0:21:33.560
<v Speaker 6>bad form my author career. Where I didn't just look

0:21:33.760 --> 0:21:36.920
<v Speaker 6>at price multiples. I looked at it in a more

0:21:36.920 --> 0:21:40.320
<v Speaker 6>holistic sense. What growth do we need to justify these

0:21:40.520 --> 0:21:43.040
<v Speaker 6>multiples trying to come up The only time I will

0:21:43.119 --> 0:21:46.720
<v Speaker 6>use the word bubble is when I've tried very hard,

0:21:47.280 --> 0:21:49.119
<v Speaker 6>and it doesn't mean we'll come up with the same answer,

0:21:49.160 --> 0:21:50.440
<v Speaker 6>but this is the framework I use.

0:21:50.960 --> 0:21:52.560
<v Speaker 5>I've tried very hard to come up with.

0:21:52.480 --> 0:21:55.200
<v Speaker 6>Assumptions, even if I don't like them and think they're

0:21:55.359 --> 0:21:59.520
<v Speaker 6>at the outer edge of possible, that could justify these prices. Yeah,

0:21:59.560 --> 0:22:01.919
<v Speaker 6>and if they don't, I don't come close. Twice in

0:22:02.000 --> 0:22:04.480
<v Speaker 6>my career I've been willing to go no, I'm willing

0:22:04.480 --> 0:22:06.960
<v Speaker 6>to use the B word. I should tell you right now.

0:22:07.520 --> 0:22:10.480
<v Speaker 6>When it comes to within stocks, the whole market is

0:22:10.480 --> 0:22:12.720
<v Speaker 6>a different issue. The market is quite expensive right now.

0:22:13.040 --> 0:22:15.520
<v Speaker 6>But when it comes to this spread between cheap and expensive,

0:22:16.000 --> 0:22:18.840
<v Speaker 6>I'm not using the bubble word oka that same measure.

0:22:19.160 --> 0:22:21.240
<v Speaker 6>It's not the one hundred and twenty fifth percentile anymore,

0:22:21.280 --> 0:22:25.120
<v Speaker 6>it's the seventy seventh percentile. It's wider than on average,

0:22:25.160 --> 0:22:27.320
<v Speaker 6>maybe making it a little more attractive if you can

0:22:27.359 --> 0:22:30.000
<v Speaker 6>stick with it that big if. But I don't use

0:22:30.040 --> 0:22:33.199
<v Speaker 6>the word bubble for seventy seventh percentile. I used it

0:22:33.240 --> 0:22:36.679
<v Speaker 6>for blowing through. So five years ago I was saying

0:22:37.119 --> 0:22:38.960
<v Speaker 6>it's a bubble. Now I'm just saying this is a

0:22:39.000 --> 0:22:40.760
<v Speaker 6>little bit of an odd market.

0:22:41.400 --> 0:22:43.760
<v Speaker 2>So I want to ask you more about the bubble.

0:22:43.800 --> 0:22:45.439
<v Speaker 2>But we keep touting that we're going to ask you

0:22:45.440 --> 0:22:47.800
<v Speaker 2>the why question. So let's ask the why question? Okay,

0:22:47.800 --> 0:22:49.840
<v Speaker 2>why are markets becoming less efficient?

0:22:49.960 --> 0:22:50.320
<v Speaker 5>Okay?

0:22:50.560 --> 0:22:53.000
<v Speaker 6>Well, first of all, and I say this in the piece,

0:22:53.600 --> 0:22:54.840
<v Speaker 6>a lot of conjecture going on.

0:22:54.880 --> 0:22:55.760
<v Speaker 5>This is an op ed.

0:22:56.480 --> 0:23:00.359
<v Speaker 6>As statisticians, it sound like a fifty page Yeah, fifty

0:23:02.080 --> 0:23:05.600
<v Speaker 6>academic look our first time doing this, you will be convinced.

0:23:05.600 --> 0:23:07.960
<v Speaker 6>I could do a fifty page, single space ofp ed.

0:23:08.240 --> 0:23:08.760
<v Speaker 3>I believe it.

0:23:08.840 --> 0:23:09.480
<v Speaker 5>I know you can't.

0:23:09.560 --> 0:23:13.119
<v Speaker 6>It's just as a quant as a statistician, you'd like

0:23:13.200 --> 0:23:16.160
<v Speaker 6>to see a hundred bubbles have stats on each one.

0:23:16.240 --> 0:23:18.240
<v Speaker 6>This way, they're all they'd rhyme, but they wouldn't be

0:23:18.280 --> 0:23:21.000
<v Speaker 6>exactly the same you tease out what's going on. If

0:23:21.040 --> 0:23:24.320
<v Speaker 6>you see two in a thirty five year career, You're

0:23:24.320 --> 0:23:27.399
<v Speaker 6>not gonna be able to prove this statistically. But I

0:23:27.440 --> 0:23:29.920
<v Speaker 6>believe in my conjectures. I'm not soft selling them. I'm

0:23:30.240 --> 0:23:32.360
<v Speaker 6>I just wanted clear that nobody is going to walk

0:23:32.359 --> 0:23:33.040
<v Speaker 6>away saying.

0:23:32.880 --> 0:23:33.440
<v Speaker 5>He proved it.

0:23:34.000 --> 0:23:37.000
<v Speaker 6>I list a few reasons in the piece why markets

0:23:37.080 --> 0:23:40.040
<v Speaker 6>might be prone to bouts of bigger disconnects from reality.

0:23:40.640 --> 0:23:44.480
<v Speaker 6>My second favorite is one I'm sure you've talked about.

0:23:44.680 --> 0:23:46.879
<v Speaker 6>I know I've listened to you guys talk about it,

0:23:46.920 --> 0:23:50.760
<v Speaker 6>the rise of passive investing. I am not a passive hater.

0:23:51.359 --> 0:23:54.160
<v Speaker 6>They're really smart people. Mike Green's out there the Mount.

0:23:54.200 --> 0:23:55.320
<v Speaker 6>That guy hates passive.

0:23:56.000 --> 0:23:56.359
<v Speaker 5>I don't know.

0:23:56.359 --> 0:23:59.040
<v Speaker 6>The Middle East has never seen hate like the Mount.

0:23:59.119 --> 0:24:02.000
<v Speaker 6>Mike Green hates pass but again, he's a smart guy.

0:24:02.040 --> 0:24:04.280
<v Speaker 6>He makes interesting arguments. I'm not that guy. I think

0:24:04.320 --> 0:24:07.760
<v Speaker 6>passive has been a huge positive for an investor welfare.

0:24:07.800 --> 0:24:10.240
<v Speaker 6>I actually was lucky enough to be fairly good friends

0:24:10.280 --> 0:24:12.560
<v Speaker 6>with Jack Bogel, and he was a hero of mine.

0:24:12.840 --> 0:24:15.440
<v Speaker 6>We had a podcast briefly and he and he came

0:24:15.480 --> 0:24:17.800
<v Speaker 6>on it. In fact, i'll tell you part of that

0:24:17.840 --> 0:24:20.840
<v Speaker 6>story in a second. So I'm not a passive hater.

0:24:21.240 --> 0:24:24.119
<v Speaker 6>But here's what we know. We know the whole world

0:24:24.119 --> 0:24:26.919
<v Speaker 6>cannot be passive. And when I say passive, I mean

0:24:26.960 --> 0:24:29.760
<v Speaker 6>in a Jack Bogel market cap weighted sence. Some nice

0:24:29.760 --> 0:24:32.160
<v Speaker 6>people use passive for people like us, and they really

0:24:32.200 --> 0:24:34.879
<v Speaker 6>mean rules base and that's not how I use the

0:24:34.920 --> 0:24:35.680
<v Speaker 6>word passive.

0:24:35.960 --> 0:24:37.400
<v Speaker 3>I mean someone who owns the entire mark.

0:24:37.480 --> 0:24:39.359
<v Speaker 6>Yeah, we're long, short and leverage. How you get to

0:24:39.400 --> 0:24:41.760
<v Speaker 6>passive on that, I don't know, but some people do.

0:24:42.040 --> 0:24:44.720
<v Speaker 6>I own the entire market. We had Jack on the

0:24:44.760 --> 0:24:48.920
<v Speaker 6>podcast and he absolutely agreed everyone can't be passive. Now,

0:24:48.960 --> 0:24:51.160
<v Speaker 6>of course, being Jack Bogel, he thinks at that point

0:24:51.200 --> 0:24:54.359
<v Speaker 6>the marginal investor should still move to passive. But he

0:24:54.440 --> 0:24:56.879
<v Speaker 6>recognizes the obvious fact that if one hundred percent of

0:24:56.920 --> 0:25:00.640
<v Speaker 6>the people are not looking at prices, nobody's looking prices.

0:25:00.800 --> 0:25:03.240
<v Speaker 6>Who's figuring out if Nvidia is worth more or less

0:25:03.240 --> 0:25:07.080
<v Speaker 6>than the corner drug store? Right, So the market gets

0:25:07.160 --> 0:25:09.919
<v Speaker 6>very weird there. We don't even understand what happens. It's

0:25:09.960 --> 0:25:12.399
<v Speaker 6>a singularity. I use a physics analogy. We don't know

0:25:12.440 --> 0:25:16.480
<v Speaker 6>what happens there. PhD students in finance, and I used

0:25:16.480 --> 0:25:18.280
<v Speaker 6>to be one of these, will stay up late at

0:25:18.359 --> 0:25:22.200
<v Speaker 6>night in their cups talking about what happens if everyone

0:25:22.280 --> 0:25:24.639
<v Speaker 6>was passive. What would it even look like? We know

0:25:24.680 --> 0:25:28.199
<v Speaker 6>it's very weird, and I doubt all the weirdness happens

0:25:28.200 --> 0:25:30.600
<v Speaker 6>between ninety nine point nine nine nine percent passive and

0:25:30.640 --> 0:25:33.639
<v Speaker 6>one hundred. So we're on a curve. We're a lot

0:25:33.760 --> 0:25:36.000
<v Speaker 6>more passive than we used to be. Even that you're

0:25:36.000 --> 0:25:38.600
<v Speaker 6>probably aware, it's hard to measure exactly how much just passive,

0:25:39.200 --> 0:25:42.399
<v Speaker 6>direct passive true market cap weight you can measure. But

0:25:42.400 --> 0:25:45.040
<v Speaker 6>what about people who take you know, eighty basis points

0:25:45.040 --> 0:25:48.119
<v Speaker 6>of tracking era, they're kind of mostly passive.

0:25:48.200 --> 0:25:49.639
<v Speaker 3>You have, remember, pegged.

0:25:49.400 --> 0:25:51.920
<v Speaker 2>To like custom indices. Now, it's kind of funny you.

0:25:51.840 --> 0:25:55.120
<v Speaker 6>Guys remember the Princess Bride? Yeah, yeah, remember mostly dead.

0:25:55.720 --> 0:26:00.560
<v Speaker 6>I'm fully dead. You're mostly passive. So I think fewer

0:26:00.600 --> 0:26:03.720
<v Speaker 6>people thinking about prices, fewer people willing to take the

0:26:03.760 --> 0:26:06.440
<v Speaker 6>other side when things get a little crazy. If one

0:26:06.600 --> 0:26:09.480
<v Speaker 6>side really starts to get crazy, there are fewer people

0:26:09.560 --> 0:26:13.840
<v Speaker 6>out there that has to exacerbate these swings. My actual

0:26:14.280 --> 0:26:19.320
<v Speaker 6>number one reason, though you talked about the gamification, for me,

0:26:19.400 --> 0:26:22.000
<v Speaker 6>it's the overall, I'm going to sound like a very

0:26:22.200 --> 0:26:25.440
<v Speaker 6>old man yelling at the sky on my lawn right now,

0:26:25.480 --> 0:26:26.720
<v Speaker 6>you know, get off my lawn, or.

0:26:26.720 --> 0:26:29.760
<v Speaker 5>Yelling at the sky some Simpsons thing. Yeah, I'm abe

0:26:30.200 --> 0:26:31.080
<v Speaker 5>in this case.

0:26:31.280 --> 0:26:32.520
<v Speaker 3>But Saniel's a cloud.

0:26:32.600 --> 0:26:33.159
<v Speaker 5>Yeah exactly.

0:26:33.160 --> 0:26:36.159
<v Speaker 6>Thank you social media and the broader environment that you

0:26:36.160 --> 0:26:39.040
<v Speaker 6>guys were talking about. I don't want to do politics

0:26:39.680 --> 0:26:42.879
<v Speaker 6>except to say I don't think you find many people.

0:26:42.920 --> 0:26:44.480
<v Speaker 6>There'll be some, but I don't think you find many

0:26:44.480 --> 0:26:47.960
<v Speaker 6>people who don't agree with the idea that this environment

0:26:48.000 --> 0:26:52.439
<v Speaker 6>has made our politics worse and more dangerous confirmation bias.

0:26:52.560 --> 0:26:54.040
<v Speaker 5>We live in our own bubbles.

0:26:54.600 --> 0:26:57.919
<v Speaker 6>We have algorithms that push us further and further towards

0:26:58.280 --> 0:27:01.040
<v Speaker 6>You start out as a moderate belief, but it keeps

0:27:01.040 --> 0:27:04.600
<v Speaker 6>pushing you towards extremes, and pretty soon you're saying stupid

0:27:04.640 --> 0:27:06.080
<v Speaker 6>things like, Hey, that Tucker Carlson.

0:27:06.119 --> 0:27:08.920
<v Speaker 5>He's a good guy. All right, I might have revealed

0:27:08.920 --> 0:27:09.440
<v Speaker 5>a little poem.

0:27:09.600 --> 0:27:11.199
<v Speaker 2>Yeah you did a bit of politics there.

0:27:11.680 --> 0:27:16.159
<v Speaker 5>So all of that adds up to making our politics worse,

0:27:16.600 --> 0:27:22.840
<v Speaker 5>more prone, in particular to swings and extremes. Markets are

0:27:22.880 --> 0:27:27.720
<v Speaker 5>not arbitrage mechanisms that sometimes misunderstood they're voting mechanisms.

0:27:28.160 --> 0:27:30.600
<v Speaker 6>The price is a weight at average vote, where the

0:27:30.600 --> 0:27:33.520
<v Speaker 6>weight is by dollars. I lucky enough to get more

0:27:33.560 --> 0:27:35.639
<v Speaker 6>vote than the average person, and Warren Buffett gets a

0:27:35.680 --> 0:27:37.840
<v Speaker 6>lot more votes than I get if we all disagree

0:27:37.880 --> 0:27:41.240
<v Speaker 6>on opinions. The reason it's not an arbitrage mechanism. And

0:27:41.280 --> 0:27:45.440
<v Speaker 6>here I'll get a little geeky. Imagine you're reasonably sure

0:27:45.440 --> 0:27:48.119
<v Speaker 6>this thing is mispriced in that Graham and DoD sense,

0:27:49.600 --> 0:27:53.440
<v Speaker 6>and you think it's massively mispriced, trading enough to make

0:27:53.520 --> 0:27:57.240
<v Speaker 6>it a third less mispriced. It's not very risky to

0:27:57.280 --> 0:27:59.920
<v Speaker 6>you because it's not that big a trade, and it's

0:28:00.000 --> 0:28:04.440
<v Speaker 6>it's very high expected return because it's that mispriced. Now

0:28:04.480 --> 0:28:06.919
<v Speaker 6>you've moved it back to a third or maybe half,

0:28:07.520 --> 0:28:09.960
<v Speaker 6>the next part of the trade is much riskier to

0:28:10.000 --> 0:28:12.159
<v Speaker 6>you because you already have the trade on, so you're.

0:28:12.040 --> 0:28:12.760
<v Speaker 5>Just adding more.

0:28:13.240 --> 0:28:13.760
<v Speaker 2>Oh, I see it.

0:28:13.840 --> 0:28:14.600
<v Speaker 5>Yeah, and it.

0:28:14.560 --> 0:28:17.359
<v Speaker 6>Has half the game because you've already closed it by half.

0:28:17.640 --> 0:28:21.640
<v Speaker 6>So arbitrage will not take things. If on net more

0:28:21.640 --> 0:28:24.840
<v Speaker 6>people believe something stupid, stupid's gonna win, and we're going

0:28:24.920 --> 0:28:27.199
<v Speaker 6>to be at least somewhat off of real prices. And

0:28:27.240 --> 0:28:30.920
<v Speaker 6>I find it remarkably easy to believe that this same

0:28:31.040 --> 0:28:33.919
<v Speaker 6>environment that makes our politics go a little crazy for

0:28:34.000 --> 0:28:37.680
<v Speaker 6>markets to be efficient in any degree, not even perfectly efficient,

0:28:37.960 --> 0:28:41.040
<v Speaker 6>This famous idea of the wisdom of crowds has to

0:28:41.040 --> 0:28:43.760
<v Speaker 6>be helping us a lot. The hypothesis that we're all

0:28:43.800 --> 0:28:47.640
<v Speaker 6>geniuses is never gonna fly, right. So the wisdom of

0:28:47.680 --> 0:28:50.160
<v Speaker 6>crowds and you know it well says, even if on

0:28:50.200 --> 0:28:53.400
<v Speaker 6>average most people don't know the answer, the stupid answers

0:28:53.440 --> 0:28:56.840
<v Speaker 6>cancel and the right answers don't because they're the same.

0:28:57.200 --> 0:28:59.280
<v Speaker 6>My favorite example of that, and this it might be

0:28:59.360 --> 0:29:02.080
<v Speaker 6>dating myself is Regis philbin and who wants to be

0:29:02.120 --> 0:29:02.720
<v Speaker 6>a millionaire?

0:29:03.440 --> 0:29:05.800
<v Speaker 5>Right? Remember the show Multiple Choice.

0:29:05.560 --> 0:29:08.240
<v Speaker 2>Showy, it's frightening that you're describing that as old, but

0:29:08.280 --> 0:29:08.920
<v Speaker 2>I guess it is.

0:29:09.400 --> 0:29:11.920
<v Speaker 5>Yeah, it's been off the air, sadly Regis has passed away.

0:29:11.960 --> 0:29:12.440
<v Speaker 5>It's old.

0:29:12.880 --> 0:29:16.400
<v Speaker 6>Sorry, sorry, but you had to answer multiple choice questions

0:29:16.400 --> 0:29:18.400
<v Speaker 6>and if you miss one, you're out. They start off

0:29:18.480 --> 0:29:21.040
<v Speaker 6>ridiculously easy, and they get harder and harder. You had

0:29:21.120 --> 0:29:25.000
<v Speaker 6>multiple cheats, like three cheats. One was a friend was

0:29:25.040 --> 0:29:29.840
<v Speaker 6>almost useless. A friend usually wasn't much smarter than you,

0:29:30.200 --> 0:29:32.520
<v Speaker 6>and b people at least to my eye, I didn't

0:29:32.520 --> 0:29:34.840
<v Speaker 6>watch every episode, but seemed to choose friends who knew

0:29:34.880 --> 0:29:37.360
<v Speaker 6>the same stuff they knew, Right, you really want to

0:29:37.440 --> 0:29:39.920
<v Speaker 6>choose a friend who is in like a totally different field.

0:29:40.040 --> 0:29:42.160
<v Speaker 2>I think in some countries the friends also had a

0:29:42.240 --> 0:29:45.880
<v Speaker 2>tendency to deliberately give the wrong answer because they just

0:29:45.920 --> 0:29:47.880
<v Speaker 2>didn't want to see their friend actually win money.

0:29:47.920 --> 0:29:51.400
<v Speaker 5>Well, the most cynical phrase ever is nothing succeeds like

0:29:51.400 --> 0:29:52.520
<v Speaker 5>a friend's failure.

0:29:52.960 --> 0:29:55.600
<v Speaker 6>I don't believe I'm not condoning that, but it is

0:29:55.600 --> 0:29:58.760
<v Speaker 6>out there. The other one was eliminate two of the

0:29:58.840 --> 0:30:02.160
<v Speaker 6>row answers. That's great, obviously, even if you have no idea.

0:30:02.240 --> 0:30:03.640
<v Speaker 6>You go from one out of four to one out

0:30:03.680 --> 0:30:04.480
<v Speaker 6>of two.

0:30:04.640 --> 0:30:06.520
<v Speaker 5>The other one was pulled the audience.

0:30:06.960 --> 0:30:12.680
<v Speaker 6>And at least to my non exhaustive examination, it seemed

0:30:12.680 --> 0:30:15.160
<v Speaker 6>to work pretty much every time, even if.

0:30:15.040 --> 0:30:16.080
<v Speaker 5>The question was hard.

0:30:16.360 --> 0:30:20.160
<v Speaker 6>Because imagine you have one hundred people in a room.

0:30:20.440 --> 0:30:23.280
<v Speaker 6>Ten of them know the answer, the other ones are guessing.

0:30:23.840 --> 0:30:28.160
<v Speaker 6>The ninety distribute evenly over the four. Maybe not perfectly evenly,

0:30:28.360 --> 0:30:32.320
<v Speaker 6>but roughly evenly. The ten all land on B. So

0:30:32.360 --> 0:30:35.880
<v Speaker 6>you pick B because it's bigger. Work pretty much every time.

0:30:36.080 --> 0:30:39.400
<v Speaker 6>There's a crucial assumption in that the audience has to

0:30:39.480 --> 0:30:41.320
<v Speaker 6>be releively independent of each other.

0:30:41.720 --> 0:30:44.240
<v Speaker 5>And they did that. They weren't talking. It was silent voting.

0:30:44.640 --> 0:30:46.880
<v Speaker 6>If the audience all gets to talk, maybe the ten

0:30:47.240 --> 0:30:50.800
<v Speaker 6>convinced the ninety, but maybe they don't. Maybe a demagogue

0:30:50.840 --> 0:30:55.800
<v Speaker 6>with a better Twitter feed convinces everyone. And if you

0:30:55.920 --> 0:30:58.120
<v Speaker 6>ruin the independence, and I think, have we ever come

0:30:58.200 --> 0:31:02.880
<v Speaker 6>up with a better vehicle turning a wisdom of crowds

0:31:02.920 --> 0:31:06.920
<v Speaker 6>into a craziness of mobs than social media?

0:31:07.440 --> 0:31:09.440
<v Speaker 5>I'd be hard pressed to describe it.

0:31:09.520 --> 0:31:10.680
<v Speaker 3>I find this would be very compelling.

0:31:10.800 --> 0:31:12.320
<v Speaker 4>James sir Wicket at the New York Times, he came

0:31:12.320 --> 0:31:14.280
<v Speaker 4>out with that book Wisdom of Crowds in two thousand

0:31:14.320 --> 0:31:16.960
<v Speaker 4>and five, but that was right before social media blew up.

0:31:17.360 --> 0:31:20.160
<v Speaker 4>And then you know, there's that famous book in eighteen

0:31:20.280 --> 0:31:24.200
<v Speaker 4>forty one, Extraordinary Popular Delusion and the Madness of the Crowds.

0:31:24.240 --> 0:31:27.280
<v Speaker 4>So we've always sort of understood that crowds can be

0:31:27.600 --> 0:31:31.120
<v Speaker 4>both mad and wise. And I find this very interesting,

0:31:31.120 --> 0:31:35.040
<v Speaker 4>the idea that perhaps the linkedness of the crowd is

0:31:35.120 --> 0:31:37.200
<v Speaker 4>what sort of flips it from wisdom to meta.

0:31:37.720 --> 0:31:41.360
<v Speaker 6>I think that's exactly It maybe can come up with counterexamples,

0:31:41.360 --> 0:31:43.440
<v Speaker 6>but I think most of the time, if the crowd

0:31:43.480 --> 0:31:46.320
<v Speaker 6>is making independent decisions, then this can go for political voting,

0:31:46.560 --> 0:31:48.600
<v Speaker 6>it can go for markets. You're going to get some

0:31:48.680 --> 0:31:51.240
<v Speaker 6>degree of wisdom. When the crowd is all making a

0:31:51.320 --> 0:31:54.600
<v Speaker 6>unified decision, it could still work out, but you are

0:31:54.680 --> 0:31:58.560
<v Speaker 6>much more susceptible to what the quants technical term is.

0:31:58.640 --> 0:32:17.360
<v Speaker 4>Craig, Craig, I want to pivot a little bit and

0:32:17.400 --> 0:32:21.600
<v Speaker 4>talk about AI. You've written or you've talked recently. I

0:32:21.600 --> 0:32:23.640
<v Speaker 4>forget exactly the word that was used in some of

0:32:23.640 --> 0:32:27.760
<v Speaker 4>the headlines succumbing to the rendering, our surrendering.

0:32:27.440 --> 0:32:29.360
<v Speaker 3>To the I regret saying so forth.

0:32:30.360 --> 0:32:32.800
<v Speaker 4>We tried to talk a lot about AI. I still

0:32:32.800 --> 0:32:35.479
<v Speaker 4>don't know exactly what it means in any context. What

0:32:35.520 --> 0:32:38.160
<v Speaker 4>does it mean to surrender to the machines in the

0:32:38.200 --> 0:32:39.360
<v Speaker 4>AQR context?

0:32:39.600 --> 0:32:45.160
<v Speaker 6>Well, first, not every journalist has Bloomberg's high standards. I

0:32:45.200 --> 0:32:48.880
<v Speaker 6>am reasonably certain I said partially in that, and the

0:32:48.920 --> 0:32:53.880
<v Speaker 6>word partially got dropped even skipping all the details. If

0:32:53.920 --> 0:32:57.720
<v Speaker 6>you're going to use AI in your process at all,

0:32:58.600 --> 0:33:02.040
<v Speaker 6>almost by definition, you were gonna lose a little intuition,

0:33:02.520 --> 0:33:04.040
<v Speaker 6>and it bothered me for a couple of years. I

0:33:04.040 --> 0:33:05.800
<v Speaker 6>think I slowed us down on AI by a year

0:33:05.880 --> 0:33:08.560
<v Speaker 6>or two just by saying, you know, we've always prided

0:33:08.600 --> 0:33:11.760
<v Speaker 6>ourselves on the balance of we intuitively understand why we

0:33:11.800 --> 0:33:14.640
<v Speaker 6>think this makes money and the evidence that it makes money.

0:33:15.000 --> 0:33:18.320
<v Speaker 6>And when you go to AI, you're normally giving.

0:33:18.120 --> 0:33:21.280
<v Speaker 5>Up some not all. We actually do try very hard

0:33:21.320 --> 0:33:24.480
<v Speaker 5>to figure out why we think this works or doesn't work.

0:33:25.000 --> 0:33:28.280
<v Speaker 5>But if you weren't giving up some intuition, what the

0:33:28.280 --> 0:33:31.320
<v Speaker 5>heck is the AI doing. If it's simple and you

0:33:31.360 --> 0:33:34.000
<v Speaker 5>could have just seen it with the naked eye, it's

0:33:34.000 --> 0:33:36.320
<v Speaker 5>hard to imagine it's helping. But let me give you

0:33:36.360 --> 0:33:39.360
<v Speaker 5>a concrete example. We like good momentum.

0:33:39.840 --> 0:33:42.600
<v Speaker 6>We like it in price, we like it in fundamentals.

0:33:43.120 --> 0:33:45.920
<v Speaker 6>One way people on the QUANDT side have tried to

0:33:45.920 --> 0:33:49.640
<v Speaker 6>measure this for years is something like Earning's calls, trying

0:33:49.680 --> 0:33:51.760
<v Speaker 6>to decide if Earning's calls a good news are bad news,

0:33:52.000 --> 0:33:54.880
<v Speaker 6>and if people underreact to good news, you want to

0:33:54.880 --> 0:33:55.920
<v Speaker 6>buy when it's good news.

0:33:56.440 --> 0:33:59.320
<v Speaker 2>Is this just like how many times people say great quarter, guys,

0:33:59.440 --> 0:34:00.640
<v Speaker 2>or are you looking as something else?

0:34:00.800 --> 0:34:03.480
<v Speaker 6>It's gonna sound about as silly as that you build

0:34:03.560 --> 0:34:08.759
<v Speaker 6>up tables of words and phrases with numerical values and

0:34:08.800 --> 0:34:12.359
<v Speaker 6>then you say, what's the numerical score of this? And

0:34:12.520 --> 0:34:14.239
<v Speaker 6>they can be much more subtle than this. I'm gonna

0:34:14.280 --> 0:34:18.279
<v Speaker 6>use a real simple example the word increasing plus one, right,

0:34:18.520 --> 0:34:20.720
<v Speaker 6>and I'm sure you see the flaw. If the actual

0:34:20.760 --> 0:34:25.919
<v Speaker 6>sentence was massive embezzlement is increasing, you know, are bad

0:34:25.960 --> 0:34:26.480
<v Speaker 6>on that one.

0:34:26.520 --> 0:34:28.640
<v Speaker 2>The amount of fraud we're seeing in our private credit

0:34:28.680 --> 0:34:29.719
<v Speaker 2>deals is increasing.

0:34:30.000 --> 0:34:33.879
<v Speaker 6>Quant can survive looking stupid a lot. If that's forty

0:34:33.920 --> 0:34:35.960
<v Speaker 6>seven percent of the time, If fifty three percent of

0:34:35.960 --> 0:34:39.040
<v Speaker 6>the time it's getting it right, fine, And those things

0:34:39.280 --> 0:34:42.239
<v Speaker 6>had some efficacy, but they weren't great. What we do

0:34:42.320 --> 0:34:49.320
<v Speaker 6>today is we train mL. It's called natural language processing.

0:34:49.360 --> 0:34:53.040
<v Speaker 6>It's the sub field of mL to analyze corporate statements.

0:34:53.080 --> 0:34:54.840
<v Speaker 6>But what it does, and this is going to be

0:34:54.880 --> 0:34:58.440
<v Speaker 6>the geekiest thing, I'll say, it represents every corporate statement.

0:34:58.440 --> 0:35:01.279
<v Speaker 6>It looks across them and presents them as a set

0:35:01.280 --> 0:35:03.960
<v Speaker 6>of numbers, what the geeks will call a vector of numbers.

0:35:04.840 --> 0:35:06.640
<v Speaker 5>Then what we do is empirics to.

0:35:06.640 --> 0:35:09.880
<v Speaker 6>Say, all right, we have fifty years of this across

0:35:09.920 --> 0:35:13.439
<v Speaker 6>many firms. We have different vectors or numbers for every

0:35:13.440 --> 0:35:18.279
<v Speaker 6>earnings call. What combination go long when the first number

0:35:18.360 --> 0:35:21.359
<v Speaker 6>is good, short when the second number is high?

0:35:21.440 --> 0:35:24.080
<v Speaker 5>Blah blah blah. What best combination forecasts?

0:35:24.840 --> 0:35:28.040
<v Speaker 6>That seems to be correlated to what we were doing before.

0:35:28.080 --> 0:35:31.400
<v Speaker 6>These word count things just considerably better.

0:35:32.200 --> 0:35:34.040
<v Speaker 5>It does a better job than word counts.

0:35:34.120 --> 0:35:37.560
<v Speaker 6>That language is very nonlinear whether something is good, whether

0:35:37.600 --> 0:35:40.400
<v Speaker 6>that word increasing is good. AI is not perfect, but

0:35:40.480 --> 0:35:43.120
<v Speaker 6>it's chance of figuring out if increasing was good or bad,

0:35:43.560 --> 0:35:45.799
<v Speaker 6>especially when it's trained on tons of these Yes, better

0:35:45.840 --> 0:35:48.640
<v Speaker 6>than us. Here's where you lose the intuition. Though I

0:35:48.680 --> 0:35:49.440
<v Speaker 6>skip a step.

0:35:50.080 --> 0:35:52.080
<v Speaker 5>I like to do that. It's fun sneaky.

0:35:53.239 --> 0:35:56.080
<v Speaker 6>If you ask myself or even some of the younger

0:35:56.120 --> 0:35:59.040
<v Speaker 6>people who are much more tooled up on machine learning

0:35:59.040 --> 0:36:01.400
<v Speaker 6>than I am these days, what does that vector of

0:36:01.480 --> 0:36:07.319
<v Speaker 6>numbers actually mean? You often get, Ah, we really can't

0:36:07.320 --> 0:36:07.719
<v Speaker 6>tell you that.

0:36:07.800 --> 0:36:09.000
<v Speaker 5>We can say it.

0:36:09.000 --> 0:36:12.360
<v Speaker 6>It's summing up, in a mathematical sense, the information content

0:36:12.440 --> 0:36:17.080
<v Speaker 6>of that. We still get intuition because this indicator acts

0:36:17.160 --> 0:36:19.719
<v Speaker 6>like a short term momentum indicator, so it's picking up

0:36:19.760 --> 0:36:22.360
<v Speaker 6>what we wanted to pick up. It's also done fabulously

0:36:22.360 --> 0:36:25.480
<v Speaker 6>well for us for multiple years in real life, but

0:36:26.200 --> 0:36:28.520
<v Speaker 6>we are giving up intuition at one stage that we

0:36:28.680 --> 0:36:32.160
<v Speaker 6>used to not do. So my answer was meant to

0:36:32.160 --> 0:36:35.680
<v Speaker 6>be much more subtle, that there are give ups in

0:36:35.680 --> 0:36:38.640
<v Speaker 6>intuition when you move to something like machine learning. They

0:36:38.680 --> 0:36:40.759
<v Speaker 6>almost have to be or use again, what are you doing?

0:36:41.480 --> 0:36:43.239
<v Speaker 6>I was uncomfortable for that for a while, so I

0:36:43.280 --> 0:36:45.960
<v Speaker 6>was starting to do mia kulpa saying that I slowed

0:36:46.040 --> 0:36:47.759
<v Speaker 6>us down, and it came out as well.

0:36:47.760 --> 0:36:50.359
<v Speaker 5>I used to hate this, but now I have no job.

0:36:50.440 --> 0:36:53.120
<v Speaker 6>The machine runs it, which is probably gonna be true

0:36:53.160 --> 0:36:54.399
<v Speaker 6>in eight years, but not yet.

0:36:54.960 --> 0:36:56.960
<v Speaker 2>This reminds me actually of something I wanted to ask,

0:36:57.000 --> 0:37:00.560
<v Speaker 2>because another big multi year decade trend is the rise

0:37:00.600 --> 0:37:04.759
<v Speaker 2>of the multi strats. And at AQR, as I understand it,

0:37:04.840 --> 0:37:08.920
<v Speaker 2>you have a multistrat model in there, but it's more

0:37:09.160 --> 0:37:11.960
<v Speaker 2>centralized than some other places. Can you go into a

0:37:12.000 --> 0:37:12.920
<v Speaker 2>little bit more detail.

0:37:13.120 --> 0:37:15.719
<v Speaker 6>Sure, they get used interchangeably, but I think this is

0:37:15.760 --> 0:37:20.040
<v Speaker 6>the difference between multi strat and multi manager. Multistrat just

0:37:20.120 --> 0:37:24.000
<v Speaker 6>means I wrote a dissertation on choosing US stocks. We

0:37:24.040 --> 0:37:28.040
<v Speaker 6>have applied similar things to stocks around the world, to currencies,

0:37:28.120 --> 0:37:32.960
<v Speaker 6>to commodities, to directional bets through trend following. They are

0:37:32.960 --> 0:37:36.480
<v Speaker 6>correlated but low. So we think of these as different

0:37:36.480 --> 0:37:40.360
<v Speaker 6>strategies and we think a set of our strategies is

0:37:40.400 --> 0:37:43.560
<v Speaker 6>better than a single one. Or it's just the power

0:37:43.560 --> 0:37:47.440
<v Speaker 6>of diversification. So we're big believers in particularly if you

0:37:47.880 --> 0:37:51.520
<v Speaker 6>have a common philosophy. So it's not just fitting the data,

0:37:51.719 --> 0:37:54.319
<v Speaker 6>it's fitting into an overall theme of what you believe in.

0:37:54.760 --> 0:37:59.000
<v Speaker 6>We're big believers in multistrats. What we share with multimanager

0:37:59.480 --> 0:38:03.680
<v Speaker 6>is that believe and diversification. Multi manager is what it

0:38:03.719 --> 0:38:06.680
<v Speaker 6>sounds like it is. We are one team building these.

0:38:07.400 --> 0:38:09.760
<v Speaker 6>We might of course have little separate teams at AQR,

0:38:09.840 --> 0:38:13.360
<v Speaker 6>but we're one firm building these. They are farming it

0:38:13.400 --> 0:38:16.200
<v Speaker 6>out to different people. To be frank, if you had

0:38:16.239 --> 0:38:20.120
<v Speaker 6>told me their business model ten twenty years ago, I

0:38:20.160 --> 0:38:22.400
<v Speaker 6>would have been very cynical that it worked. If you

0:38:22.520 --> 0:38:24.880
<v Speaker 6>told me a what the total fees are gonna be

0:38:24.920 --> 0:38:28.000
<v Speaker 6>when you add up everything that's passed through and a

0:38:28.000 --> 0:38:29.759
<v Speaker 6>fair amount of them. And they vary in how quick

0:38:29.800 --> 0:38:32.440
<v Speaker 6>they do this. If something's not working for what I

0:38:32.480 --> 0:38:35.799
<v Speaker 6>would consider a very short while, yeah they stop doing it.

0:38:36.120 --> 0:38:38.400
<v Speaker 6>And I know there are a lot of load to

0:38:38.440 --> 0:38:41.879
<v Speaker 6>medium sharp ratio risk adjustive return strategies that are really

0:38:41.880 --> 0:38:45.000
<v Speaker 6>good long term but have bad periods. So if someone

0:38:45.040 --> 0:38:47.439
<v Speaker 6>told me that model, I would go, you're gonna charge

0:38:47.480 --> 0:38:49.680
<v Speaker 6>a ton and you're gonna throw out people who have

0:38:49.680 --> 0:38:54.040
<v Speaker 6>a bad two quarters. No, and there have been people

0:38:54.040 --> 0:38:56.759
<v Speaker 6>who've obviously proven me wrong. And I'm humble about this.

0:38:57.239 --> 0:39:00.239
<v Speaker 6>I don't fully understand why. They must be very very

0:39:00.320 --> 0:39:04.680
<v Speaker 6>very good at actual selecting the alpha. Yeah, right, And

0:39:04.719 --> 0:39:07.879
<v Speaker 6>this is something that we don't do. We're internal quants

0:39:07.920 --> 0:39:10.600
<v Speaker 6>who build our own models. We've never maybe be interesting

0:39:10.640 --> 0:39:12.720
<v Speaker 6>one day, we've never tried to apply that to choosing

0:39:12.760 --> 0:39:13.560
<v Speaker 6>outside people.

0:39:14.000 --> 0:39:15.399
<v Speaker 5>But plenty of people, by the way, have.

0:39:15.400 --> 0:39:19.239
<v Speaker 6>Tried to start multi manager and failed. So it's not

0:39:19.360 --> 0:39:22.520
<v Speaker 6>like you just apply this charge a ton, hire a

0:39:22.520 --> 0:39:24.560
<v Speaker 6>bunch of active managers and fire them if they have

0:39:24.600 --> 0:39:27.280
<v Speaker 6>a bad two hours. Just automatically works.

0:39:27.640 --> 0:39:30.959
<v Speaker 2>It does seem though, that talent is the thing. That's

0:39:31.000 --> 0:39:34.760
<v Speaker 2>like capping multi strat expansion, right, that's the limiting factor.

0:39:35.080 --> 0:39:38.200
<v Speaker 6>They vary, but some of the major ones are giving

0:39:38.239 --> 0:39:41.640
<v Speaker 6>back money. Even if you believe in this model, and

0:39:41.680 --> 0:39:44.640
<v Speaker 6>I even from Afar, I have to be a believer.

0:39:44.719 --> 0:39:47.720
<v Speaker 6>I've seen the results are too good for too long,

0:39:48.120 --> 0:39:51.319
<v Speaker 6>in my view, to have a decent chance of randomness.

0:39:51.480 --> 0:39:54.240
<v Speaker 6>I don't exactly know what they're doing. I'm still waiting

0:39:54.400 --> 0:39:57.120
<v Speaker 6>for Ken and Stevie and Isy to send me their

0:39:57.160 --> 0:40:01.000
<v Speaker 6>exact process. That would be wonderful is he doesn't share

0:40:01.000 --> 0:40:03.359
<v Speaker 6>it with you. No, even better if Medallion would send

0:40:03.400 --> 0:40:07.640
<v Speaker 6>me their exact process. But I respect it. But the

0:40:07.680 --> 0:40:10.879
<v Speaker 6>amount of individual alpha from teams that can be out

0:40:10.920 --> 0:40:15.239
<v Speaker 6>there has to all alpha's finite, but has to have

0:40:15.320 --> 0:40:18.239
<v Speaker 6>a decently tight cap. And the ones I've seen are

0:40:18.280 --> 0:40:20.920
<v Speaker 6>fairly disciplined about this, And again it varies.

0:40:20.960 --> 0:40:22.799
<v Speaker 5>I can't speak for everyone. I know.

0:40:22.880 --> 0:40:26.960
<v Speaker 6>We compete for talent with them much more than we

0:40:27.080 --> 0:40:30.000
<v Speaker 6>used to. They have non quant parts of what they do,

0:40:30.000 --> 0:40:32.560
<v Speaker 6>but they have quant parts of what they do. And

0:40:32.640 --> 0:40:36.160
<v Speaker 6>for young quants, they're often considering an offer for ake

0:40:36.200 --> 0:40:39.960
<v Speaker 6>you are and Citadel, to pick just one example. We

0:40:40.000 --> 0:40:42.480
<v Speaker 6>win our fair share, we lose our fair share. I

0:40:42.480 --> 0:40:44.520
<v Speaker 6>think we probably pay a little less in the short term,

0:40:44.520 --> 0:40:45.120
<v Speaker 6>but we don't.

0:40:44.960 --> 0:40:47.200
<v Speaker 5>Fire you if you have a bad week. So some

0:40:47.239 --> 0:40:51.319
<v Speaker 5>people are and I'm he's not doing that. I'm just

0:40:51.320 --> 0:40:53.880
<v Speaker 5>saying no. But we know that it's a more cutthroat environment.

0:40:53.920 --> 0:40:56.400
<v Speaker 4>You've done a lot of episodes on that environment. We

0:40:56.520 --> 0:40:59.800
<v Speaker 4>know like they cut pretty quickly if you lose money.

0:41:00.000 --> 0:41:01.279
<v Speaker 4>I want to go back a little bit to the

0:41:01.520 --> 0:41:06.200
<v Speaker 4>connection between sort of AI machine learning and interpretability of

0:41:06.239 --> 0:41:10.160
<v Speaker 4>the factor, you know, the quintessential. You know, the risk is,

0:41:10.200 --> 0:41:12.560
<v Speaker 4>of course, that you find something that works strictly from

0:41:12.640 --> 0:41:13.160
<v Speaker 4>data mining.

0:41:13.239 --> 0:41:13.520
<v Speaker 5>Right.

0:41:13.800 --> 0:41:17.359
<v Speaker 3>Tickers that start with B tend to rise on Tuesdays, and.

0:41:18.160 --> 0:41:19.440
<v Speaker 5>He's the CEO's middle initial.

0:41:19.640 --> 0:41:22.200
<v Speaker 4>Yeah, stuff like that we don't like. But you know,

0:41:22.320 --> 0:41:24.920
<v Speaker 4>even when you were talking about momentum and you said, well,

0:41:24.920 --> 0:41:28.719
<v Speaker 4>there's two reasons theories for why momentum can work. Let's

0:41:28.760 --> 0:41:31.880
<v Speaker 4>just go back to the canonical like quant factors. Is

0:41:31.920 --> 0:41:35.759
<v Speaker 4>there complete consensus about why these factors work?

0:41:36.120 --> 0:41:36.680
<v Speaker 5>Not at all.

0:41:36.840 --> 0:41:39.800
<v Speaker 3>Okay, they you start out with the because intuitively like

0:41:39.920 --> 0:41:40.600
<v Speaker 3>cheap stars go.

0:41:40.680 --> 0:41:43.520
<v Speaker 4>But my impression is that there's even still disagreement about why.

0:41:43.680 --> 0:41:46.200
<v Speaker 6>Yeah, you start out with the Great Divide and when

0:41:46.400 --> 0:41:48.920
<v Speaker 6>when they split the Nobel Prize between Gene Fama and

0:41:49.000 --> 0:41:51.880
<v Speaker 6>Robert Schiller, My co founder and I wrote a piece

0:41:51.920 --> 0:41:54.480
<v Speaker 6>and the cover of Institutional Investor with that title, The

0:41:54.520 --> 0:41:57.040
<v Speaker 6>Great Divide. Lars Hanson also want to share of it,

0:41:57.080 --> 0:41:59.960
<v Speaker 6>I shouldn't leave him out. But Schiller and Fama were juxtaposed.

0:42:00.080 --> 0:42:02.719
<v Speaker 6>Is the efficient market guy and the inefficient market guy,

0:42:02.719 --> 0:42:06.400
<v Speaker 6>which is fairly close to only either of them as zealots,

0:42:06.440 --> 0:42:07.520
<v Speaker 6>but it's fairly.

0:42:07.200 --> 0:42:08.560
<v Speaker 5>Close to to true.

0:42:08.840 --> 0:42:12.759
<v Speaker 6>So you start out if something has worked historically and

0:42:12.760 --> 0:42:15.359
<v Speaker 6>made a lot of money over a long period.

0:42:16.040 --> 0:42:17.920
<v Speaker 5>You start out with what you led with? Is it

0:42:18.000 --> 0:42:21.440
<v Speaker 5>data mining? Let's say you convince yourself it's not. OK.

0:42:21.800 --> 0:42:24.360
<v Speaker 6>Let's just put that away, and that's really important that

0:42:24.400 --> 0:42:26.480
<v Speaker 6>I'm not, you know, poo pooing that step.

0:42:26.520 --> 0:42:29.360
<v Speaker 5>You gotta do that. Then you got to ask yourself why.

0:42:29.640 --> 0:42:35.000
<v Speaker 6>The two main contenders are a rational gene Foma kind

0:42:35.000 --> 0:42:39.560
<v Speaker 6>of market where some stocks are riskier than others, and

0:42:39.640 --> 0:42:42.320
<v Speaker 6>whatever you're using to say go long these and short

0:42:42.360 --> 0:42:46.400
<v Speaker 6>these is loading on that risk. And if something is risky,

0:42:46.520 --> 0:42:50.040
<v Speaker 6>you should make more for investing in it. One of

0:42:50.040 --> 0:42:54.120
<v Speaker 6>the problems is identifying a There are sub fights within

0:42:54.160 --> 0:42:57.439
<v Speaker 6>these fights. What do we mean by risk? Is risk

0:42:57.560 --> 0:42:58.200
<v Speaker 6>beta like.

0:42:58.120 --> 0:43:01.520
<v Speaker 4>The capital asset prices nan academics are like every other

0:43:01.560 --> 0:43:03.080
<v Speaker 4>academic because fight.

0:43:04.680 --> 0:43:07.560
<v Speaker 6>Talmudic at this point, But is risk beta like the

0:43:07.560 --> 0:43:10.720
<v Speaker 6>capital acid pricing model? Well, the capital acid pricing model

0:43:10.800 --> 0:43:13.600
<v Speaker 6>is a beautiful, elegant model that has failed everywhere it's

0:43:13.640 --> 0:43:17.919
<v Speaker 6>ever been attempted. Is risk more multi dimensional? Is risk

0:43:18.000 --> 0:43:20.560
<v Speaker 6>something like what happens in a great depression, which is

0:43:20.640 --> 0:43:23.960
<v Speaker 6>very hard to measure. The other argument is markets are

0:43:23.960 --> 0:43:27.440
<v Speaker 6>not perfect. People make errors, and its behavioral finance. So

0:43:27.640 --> 0:43:29.879
<v Speaker 6>if a cheap stock beats an expensive stock because it's

0:43:29.880 --> 0:43:33.120
<v Speaker 6>inherently adding some risk that you can't diversify away, that's

0:43:33.160 --> 0:43:37.600
<v Speaker 6>a Gene Fom explanation. If it beats an expensive stock

0:43:37.680 --> 0:43:40.479
<v Speaker 6>because people went too far, they went past the Graham

0:43:40.560 --> 0:43:42.960
<v Speaker 6>and Dodd point, and if you can hold it, you

0:43:43.000 --> 0:43:45.000
<v Speaker 6>make money when reality sets in.

0:43:45.280 --> 0:43:47.960
<v Speaker 5>That's more than Bob Schiller point. I love Gene, He's

0:43:48.000 --> 0:43:48.480
<v Speaker 5>my hero.

0:43:49.080 --> 0:43:51.480
<v Speaker 6>I have probably drifted from seventy five to twenty five

0:43:51.520 --> 0:43:54.560
<v Speaker 6>Gene to seventy five to twenty five Bob over my career.

0:43:54.960 --> 0:43:57.520
<v Speaker 6>World's complicated. One of the hard parts is everyone wants

0:43:57.520 --> 0:44:00.480
<v Speaker 6>to win. But both explanations can be true, and they

0:44:00.480 --> 0:44:03.800
<v Speaker 6>can be true at different times. Life isn't so simple.

0:44:04.000 --> 0:44:06.120
<v Speaker 6>But those are the two biggies. But once you get

0:44:06.120 --> 0:44:09.600
<v Speaker 6>into behavioral finance, now you can fight about why what

0:44:09.960 --> 0:44:13.600
<v Speaker 6>behavioral bias? Notice you could sum up the two reasons

0:44:13.600 --> 0:44:19.759
<v Speaker 6>I gave you for momentum as underreaction and overreaction. Overreaction

0:44:19.920 --> 0:44:23.359
<v Speaker 6>is chasing right. Underreaction is the information came out, didn't

0:44:23.400 --> 0:44:26.200
<v Speaker 6>move far enough, and I hopped on that bandwagon. You

0:44:26.320 --> 0:44:28.600
<v Speaker 6>know you're in a little bit of a dodgy area

0:44:29.000 --> 0:44:32.680
<v Speaker 6>when your two best explanations sound a little like antonyms.

0:44:33.360 --> 0:44:36.480
<v Speaker 5>Now I'm being intentionally funny.

0:44:36.600 --> 0:44:39.040
<v Speaker 4>We know it works, we're just not sure whether it's

0:44:39.160 --> 0:44:41.719
<v Speaker 4>literally opposite things or intuitively opposite things.

0:44:41.719 --> 0:44:42.719
<v Speaker 3>If we know it's one of them, and.

0:44:42.640 --> 0:44:45.720
<v Speaker 6>There's some being a little too negative, you can actually

0:44:45.719 --> 0:44:49.200
<v Speaker 6>they're good papers. Teasing out the underreaction is easier to show.

0:44:49.280 --> 0:44:52.120
<v Speaker 6>You can actually show the fundamentals do catch up. I

0:44:52.160 --> 0:44:55.240
<v Speaker 6>think the overreaction probably kicks in more in bubbles where

0:44:55.440 --> 0:44:59.480
<v Speaker 6>there is just more feedback trading. Again, both explanations can

0:44:59.520 --> 0:45:02.640
<v Speaker 6>be true, and they can vary in their intensity over time.

0:45:03.080 --> 0:45:05.359
<v Speaker 6>The overreaction might have a very small part of it,

0:45:05.760 --> 0:45:08.440
<v Speaker 6>except plus a minus two years around a major bubble,

0:45:08.640 --> 0:45:11.759
<v Speaker 6>when it may be the driving force. So we have

0:45:11.840 --> 0:45:13.799
<v Speaker 6>to get really comfortable. We don't have to have the

0:45:13.800 --> 0:45:16.759
<v Speaker 6>be all, end all, single explanation. But if there are

0:45:16.760 --> 0:45:20.520
<v Speaker 6>a few good explanations and no real counter ones, and

0:45:20.560 --> 0:45:24.480
<v Speaker 6>we have really strong fifty year empirical results. Yeah, we're

0:45:24.520 --> 0:45:25.879
<v Speaker 6>okay with taking some.

0:45:26.080 --> 0:45:28.319
<v Speaker 5>Bet on this. You never want to put all your

0:45:28.320 --> 0:45:30.080
<v Speaker 5>money on one thing that's not a quant thing.

0:45:30.520 --> 0:45:31.960
<v Speaker 2>I'm going to try to connect a bunch of the

0:45:32.120 --> 0:45:35.279
<v Speaker 2>sort of decade long mega trends that we've been discussing.

0:45:35.360 --> 0:45:40.120
<v Speaker 2>But I'm thinking behavioral finance, gamification markets, big data, AI,

0:45:40.400 --> 0:45:45.920
<v Speaker 2>all those fun things combining into sports betting, which seems

0:45:45.920 --> 0:45:48.680
<v Speaker 2>to be getting bigger and bigger than ever. And the

0:45:48.760 --> 0:45:51.319
<v Speaker 2>reason I ask is because I was talking to someone

0:45:51.440 --> 0:45:53.000
<v Speaker 2>in a bar the other day and they said that

0:45:53.080 --> 0:45:55.440
<v Speaker 2>AQR was doing more sports betting stuff.

0:45:55.480 --> 0:45:57.959
<v Speaker 5>Someone in a bar was talking about AQR doing.

0:45:57.880 --> 0:46:00.640
<v Speaker 2>Sports Yeah, no, well, it probably says more about the

0:46:00.640 --> 0:46:02.520
<v Speaker 2>bars that I'm in and the people I'm talking to

0:46:02.640 --> 0:46:03.399
<v Speaker 2>than anything else.

0:46:03.440 --> 0:46:06.440
<v Speaker 6>But yeah, they mentioned I'm picturing the Star Wars canteena

0:46:06.560 --> 0:46:06.919
<v Speaker 6>right now.

0:46:07.160 --> 0:46:07.880
<v Speaker 5>I gotta tell you.

0:46:08.239 --> 0:46:10.839
<v Speaker 2>So, I'm just curious, is that a thing or are

0:46:10.880 --> 0:46:14.600
<v Speaker 2>you maybe interested in the sort of prediction market aspect

0:46:14.680 --> 0:46:17.759
<v Speaker 2>of things nowadays? Susquehanna is getting into it.

0:46:17.880 --> 0:46:21.400
<v Speaker 6>I think no one again tells you exactly what they're

0:46:21.719 --> 0:46:25.239
<v Speaker 6>they're doing my senses. They are into it and are

0:46:25.320 --> 0:46:29.600
<v Speaker 6>good at it. This is incipient for us. We are

0:46:29.760 --> 0:46:33.040
<v Speaker 6>considering and looking at it. We have a long history

0:46:33.320 --> 0:46:36.640
<v Speaker 6>Toby Moskowitz, who's a Yale professor and an AQR partner.

0:46:37.000 --> 0:46:38.719
<v Speaker 5>Great deal, by the way, you get paid for two

0:46:38.760 --> 0:46:40.760
<v Speaker 5>full time jobs that are eighty percent overlap.

0:46:40.880 --> 0:46:43.080
<v Speaker 6>I keep that in mind for the Toby's listening. Just

0:46:43.560 --> 0:46:46.600
<v Speaker 6>you know, you're a lucky man. He wrote a book

0:46:46.640 --> 0:46:50.759
<v Speaker 6>called score Casting that was all about sports. But the

0:46:50.840 --> 0:46:56.160
<v Speaker 6>sports analytics, the moneyball type stuff looks a lot like

0:46:56.239 --> 0:46:58.759
<v Speaker 6>what we do. It looks a lot like people are

0:46:58.760 --> 0:47:02.440
<v Speaker 6>not pricing this right people. I wrote my most downloaded

0:47:02.480 --> 0:47:05.359
<v Speaker 6>paper ever, which is really a little annoying because it's

0:47:05.400 --> 0:47:07.560
<v Speaker 6>like the only one I've written outside of my field,

0:47:08.480 --> 0:47:12.480
<v Speaker 6>was on when to pull the goaltender in a hockey game? Yeah,

0:47:12.520 --> 0:47:15.240
<v Speaker 6>and I wrote it with a colleague and friend, Aaron Brown.

0:47:15.640 --> 0:47:18.319
<v Speaker 6>We built a model and we came up with you

0:47:18.360 --> 0:47:20.200
<v Speaker 6>should be pulling the goalie if you're losing by one

0:47:20.239 --> 0:47:22.359
<v Speaker 6>with five or six minutes left, not with two minutes left.

0:47:22.360 --> 0:47:25.200
<v Speaker 6>And I'm pretty sure we're right. We spent a lot

0:47:25.200 --> 0:47:27.239
<v Speaker 6>of time in that paper saying why aren't they doing

0:47:27.320 --> 0:47:30.440
<v Speaker 6>it and making analogies to investing, you know, when people

0:47:30.520 --> 0:47:32.400
<v Speaker 6>know the right thing to do but can't do it

0:47:32.440 --> 0:47:35.520
<v Speaker 6>because the public opprobrium if they get it wrong will

0:47:35.560 --> 0:47:36.120
<v Speaker 6>be much worse.

0:47:36.400 --> 0:47:38.759
<v Speaker 4>Like aren't there saying like football teams should go forward

0:47:38.840 --> 0:47:40.400
<v Speaker 4>on fourth down a lot more than they do And

0:47:40.440 --> 0:47:41.000
<v Speaker 4>that's like one.

0:47:40.840 --> 0:47:43.480
<v Speaker 6>Of these things that happened and they have started to Yeah,

0:47:43.520 --> 0:47:46.200
<v Speaker 6>there is a feedback where some of these things are slow,

0:47:46.280 --> 0:47:49.200
<v Speaker 6>some of them are fast. Baseball has largely absorbed a

0:47:49.200 --> 0:47:51.520
<v Speaker 6>lot of these things. You know, on base percentage was

0:47:51.560 --> 0:47:54.880
<v Speaker 6>one of the major insights of moneyball, and no nobody's

0:47:54.920 --> 0:47:57.880
<v Speaker 6>missing that one anymore. But we still think, particularly in

0:47:57.920 --> 0:48:00.960
<v Speaker 6>the betting markets, are not probably not as rational as

0:48:01.440 --> 0:48:04.680
<v Speaker 6>Toby's scorecasting book. So we do think there might be

0:48:04.719 --> 0:48:07.799
<v Speaker 6>opportunities there. But I don't want to overstate it just

0:48:07.840 --> 0:48:11.360
<v Speaker 6>because I am cynical about online sports betting.

0:48:11.480 --> 0:48:12.760
<v Speaker 5>I gotta tell you two things.

0:48:13.400 --> 0:48:15.839
<v Speaker 6>I was always a very libertarian guy. I still think

0:48:15.880 --> 0:48:19.120
<v Speaker 6>I am, but a couple things have made me less libertarian.

0:48:20.080 --> 0:48:24.359
<v Speaker 6>Children The existence of my children will make you go, yeah,

0:48:24.400 --> 0:48:26.479
<v Speaker 6>maybe people shouldn't be able to do anything they.

0:48:26.360 --> 0:48:29.400
<v Speaker 5>Want when they turn twenty with rules and sports.

0:48:29.040 --> 0:48:31.560
<v Speaker 6>Betting and maybe walking down the New York City streets

0:48:31.600 --> 0:48:34.680
<v Speaker 6>and getting a contact high sports betting. We're already, you know,

0:48:34.719 --> 0:48:37.120
<v Speaker 6>some of these scandals were starting to see how do

0:48:37.160 --> 0:48:40.000
<v Speaker 6>you not have them? When you know some of these

0:48:40.040 --> 0:48:41.680
<v Speaker 6>people make a ton of money, but they don't all

0:48:41.719 --> 0:48:43.480
<v Speaker 6>make a ton of money, and there's a lot of

0:48:43.480 --> 0:48:47.120
<v Speaker 6>money in sports betting. Anything you do for entertainment is

0:48:47.160 --> 0:48:49.480
<v Speaker 6>fine if you do it entertainment size. If you go

0:48:49.520 --> 0:48:51.840
<v Speaker 6>to Las Vegas and you go the odds are on

0:48:51.880 --> 0:48:54.680
<v Speaker 6>the house's side. I'm gonna lose five hundred dollars over

0:48:54.719 --> 0:48:58.160
<v Speaker 6>two days probably If I win, great, but it's gonna

0:48:58.200 --> 0:48:58.600
<v Speaker 6>be fun.

0:48:58.719 --> 0:49:01.160
<v Speaker 2>It's factored into the cost of a Vegas.

0:49:01.200 --> 0:49:03.879
<v Speaker 6>But like, I have a whole bunch of twenty something

0:49:04.000 --> 0:49:08.480
<v Speaker 6>year old mostly guys in my extended family. A lot

0:49:08.520 --> 0:49:11.600
<v Speaker 6>of them are sports betters, and they're not even It

0:49:11.600 --> 0:49:13.440
<v Speaker 6>even pisses me off that they're not even rooting for

0:49:13.480 --> 0:49:14.400
<v Speaker 6>their teams anymore.

0:49:14.600 --> 0:49:17.520
<v Speaker 5>They're kind of rooting for this player to score on

0:49:17.560 --> 0:49:18.120
<v Speaker 5>their prop.

0:49:18.280 --> 0:49:19.480
<v Speaker 2>It is a strange dynamic.

0:49:19.640 --> 0:49:23.480
<v Speaker 6>Y So do I think that gamification is highly related.

0:49:24.120 --> 0:49:25.680
<v Speaker 6>I think if you go look at the robin Hood

0:49:25.719 --> 0:49:28.759
<v Speaker 6>app and fan duel. I think you will find they

0:49:28.760 --> 0:49:32.080
<v Speaker 6>are far more similar on their feedback and how they

0:49:32.160 --> 0:49:36.360
<v Speaker 6>treat things and in how their investors do on average,

0:49:37.000 --> 0:49:40.920
<v Speaker 6>particularly sports betting. You know, investors lose on average because

0:49:40.960 --> 0:49:44.720
<v Speaker 6>the sports betting companies make money. It's like staying on average.

0:49:44.719 --> 0:49:46.480
<v Speaker 6>Insurance is a bad deal, you know how. I know

0:49:46.640 --> 0:49:50.000
<v Speaker 6>because insurance companies are profitable doesn't mean it's stupid to

0:49:50.040 --> 0:49:52.840
<v Speaker 6>do because maybe if it's in a risk you can't tolerate,

0:49:53.160 --> 0:49:54.280
<v Speaker 6>that could be a fair trade.

0:49:54.040 --> 0:49:56.160
<v Speaker 2>If there's a price you pay for a peace of mind,

0:49:56.200 --> 0:49:58.239
<v Speaker 2>which is something I've come to appreciate over the course

0:49:58.280 --> 0:49:58.800
<v Speaker 2>of ten years.

0:49:58.800 --> 0:50:02.680
<v Speaker 6>There is zero chance that the average online sports better

0:50:03.040 --> 0:50:03.719
<v Speaker 6>is making money.

0:50:03.800 --> 0:50:06.600
<v Speaker 4>Yeah, I just have one last question, you know. I

0:50:06.600 --> 0:50:10.680
<v Speaker 4>think if you looked at, like some particularly crazy times

0:50:10.719 --> 0:50:13.759
<v Speaker 4>in markets, here's something that's changed very much since we

0:50:13.800 --> 0:50:15.719
<v Speaker 4>started the podcast first ten years ago. I think if

0:50:15.719 --> 0:50:18.240
<v Speaker 4>you look at some crazy times in markets, whether it's

0:50:18.320 --> 0:50:20.640
<v Speaker 4>you know, twenty nineteen when some of these measures were

0:50:20.640 --> 0:50:23.759
<v Speaker 4>getting extreme, we're just you know, the spack mania of

0:50:23.800 --> 0:50:27.480
<v Speaker 4>twenty twenty one. One theory that one might have offered

0:50:27.760 --> 0:50:30.400
<v Speaker 4>is zerp and he's like, oh, this is now we have.

0:50:30.680 --> 0:50:32.960
<v Speaker 4>You know, we haven't been at zert for a long time,

0:50:33.480 --> 0:50:37.200
<v Speaker 4>and yet some of this sort of speculative mania crazes

0:50:37.239 --> 0:50:40.120
<v Speaker 4>has not gone away. How surprised are you that the

0:50:40.200 --> 0:50:42.960
<v Speaker 4>move from zero percent to say five percent or whatever

0:50:43.360 --> 0:50:46.200
<v Speaker 4>didn't have more of a sapping effect on some of

0:50:46.239 --> 0:50:50.040
<v Speaker 4>the behavior and speculative fraud or just sort of animal

0:50:50.080 --> 0:50:51.360
<v Speaker 4>spirits in these markets.

0:50:51.400 --> 0:50:53.120
<v Speaker 5>I am mildly surprised.

0:50:53.200 --> 0:50:55.839
<v Speaker 6>Okay, I left this out, but I actually had three

0:50:56.280 --> 0:50:59.160
<v Speaker 6>possible reasons in my paper, and the third one was

0:50:59.160 --> 0:51:01.279
<v Speaker 6>super low interest rates for a long time for why

0:51:01.640 --> 0:51:05.600
<v Speaker 6>things can get crazy now. The counter argument is, once

0:51:05.680 --> 0:51:09.719
<v Speaker 6>you break people's brains, they don't necessarily repair themselves instantly,

0:51:10.160 --> 0:51:12.840
<v Speaker 6>So I think it was probably a contributory factor. Again,

0:51:13.200 --> 0:51:16.360
<v Speaker 6>very hard to prove. A lot of people in nineteen

0:51:16.400 --> 0:51:18.719
<v Speaker 6>and twenty when the spread's being cheap and expensive. We're here,

0:51:18.880 --> 0:51:21.160
<v Speaker 6>We're saying it was a super low interest rate environment,

0:51:21.480 --> 0:51:23.800
<v Speaker 6>and gross stocks have more cast flows in the future.

0:51:24.239 --> 0:51:26.040
<v Speaker 6>Low interest rates means they're worth more.

0:51:26.480 --> 0:51:27.600
<v Speaker 5>We did the math on that.

0:51:27.719 --> 0:51:31.320
<v Speaker 6>It explained like two percent of the insuring value spread,

0:51:31.640 --> 0:51:36.040
<v Speaker 6>and in ninety nine two thousand interest rates were quite hot,

0:51:36.560 --> 0:51:40.120
<v Speaker 6>so it's not a unified field theory explanation. Do I

0:51:40.160 --> 0:51:42.359
<v Speaker 6>think it helped kickstart them. And again we're in the

0:51:42.400 --> 0:51:45.840
<v Speaker 6>soft guess work, but I think these are educated guesses

0:51:46.400 --> 0:51:48.160
<v Speaker 6>and I listed it as one of my three. I

0:51:48.160 --> 0:51:50.880
<v Speaker 6>think it's certainly kicked us off on some of these things,

0:51:50.920 --> 0:51:52.960
<v Speaker 6>certainly loosen the bounds of rationality.

0:51:53.040 --> 0:51:55.120
<v Speaker 5>Absolutely, free money, we'll do that.

0:51:55.960 --> 0:51:58.239
<v Speaker 6>I don't think it's not human nature that they take

0:51:58.280 --> 0:52:01.040
<v Speaker 6>away zup and everything comes back. Would I have thought

0:52:01.040 --> 0:52:03.600
<v Speaker 6>it was a bigger effect in going back to you know,

0:52:03.760 --> 0:52:05.759
<v Speaker 6>at one point we hit about five percent on the

0:52:05.760 --> 0:52:07.040
<v Speaker 6>ten year almost five percent.

0:52:07.320 --> 0:52:08.919
<v Speaker 5>Would I have thought that would have mattered more.

0:52:09.560 --> 0:52:12.359
<v Speaker 6>Yeah, only in twenty twenty two did we see one

0:52:12.440 --> 0:52:15.400
<v Speaker 6>ugly year over that. But it has mattered less than

0:52:15.440 --> 0:52:19.279
<v Speaker 6>I thought. It doesn't mean it will never matter.

0:52:19.520 --> 0:52:21.959
<v Speaker 2>All right, Cliff Astnes, thank you so much for coming

0:52:21.960 --> 0:52:25.120
<v Speaker 2>off all the lots kicking off our ten year anniversary

0:52:25.280 --> 0:52:26.439
<v Speaker 2>celebration again.

0:52:26.560 --> 0:52:27.759
<v Speaker 3>Yeah, thank you so much.

0:52:28.040 --> 0:52:29.160
<v Speaker 2>That was really a pleasure.

0:52:29.960 --> 0:52:43.239
<v Speaker 3>Thank you, Joe.

0:52:43.320 --> 0:52:44.160
<v Speaker 2>That was so much fun.

0:52:44.239 --> 0:52:44.799
<v Speaker 3>It was great.

0:52:45.000 --> 0:52:47.319
<v Speaker 2>Literally the perfect guest, literally the perfect guest.

0:52:47.480 --> 0:52:47.719
<v Speaker 5>One.

0:52:47.840 --> 0:52:50.320
<v Speaker 2>Well, there's so many things that stuck out from that conversation,

0:52:50.440 --> 0:52:52.520
<v Speaker 2>but one of the things that stuck out from the conversation.

0:52:52.680 --> 0:52:56.240
<v Speaker 2>It's this idea about the thing that flips the wisdom

0:52:56.440 --> 0:52:59.040
<v Speaker 2>of crowds into the madness of crowds, right, And the

0:52:59.120 --> 0:53:02.560
<v Speaker 2>idea that maybe wisdom of crowd's theory works as long

0:53:02.600 --> 0:53:05.680
<v Speaker 2>as everyone is sort of isolated and independent and making

0:53:05.680 --> 0:53:08.640
<v Speaker 2>their own choice off of the information available to them.

0:53:09.040 --> 0:53:11.920
<v Speaker 2>But it starts to fall apart when everyone is tied

0:53:11.960 --> 0:53:15.240
<v Speaker 2>to everyone else and sort of in the same social network.

0:53:15.320 --> 0:53:17.239
<v Speaker 2>And you know, if you think about one of the

0:53:17.239 --> 0:53:19.920
<v Speaker 2>dominant themes in markets in recent years, it has been

0:53:19.920 --> 0:53:22.200
<v Speaker 2>people hurting into the same positions. Right.

0:53:22.520 --> 0:53:24.640
<v Speaker 4>I found that to be really fascinating. I think it

0:53:24.719 --> 0:53:27.359
<v Speaker 4>makes it a lot of intuitive sense. It probably can

0:53:27.440 --> 0:53:30.799
<v Speaker 4>explain a lot of things about the world of politics,

0:53:30.800 --> 0:53:32.680
<v Speaker 4>about the world of markets, et cetera.

0:53:33.160 --> 0:53:34.920
<v Speaker 3>This idea that we're all just sort.

0:53:34.719 --> 0:53:39.799
<v Speaker 4>Of one connected global village, as Marshall mccluan put.

0:53:39.719 --> 0:53:41.960
<v Speaker 2>It, we're all just gossiping with each other all.

0:53:41.800 --> 0:53:43.839
<v Speaker 3>The time, just constant talk, talk talking.

0:53:43.880 --> 0:53:46.800
<v Speaker 4>No, that's a very interesting idea, and also those interesting

0:53:47.400 --> 0:53:50.960
<v Speaker 4>the idea of length of draw down versus depth of

0:53:51.040 --> 0:53:54.520
<v Speaker 4>draw down and the former being more painful, which strikes

0:53:54.600 --> 0:53:57.359
<v Speaker 4>me is something I hadn't really heard anyone talk about

0:53:57.360 --> 0:54:00.960
<v Speaker 4>that before, but especially from the perspective of a manager

0:54:01.000 --> 0:54:04.400
<v Speaker 4>of other people's money, it's a very highly intuitive that

0:54:04.480 --> 0:54:07.239
<v Speaker 4>makes a lot of sense to me that Okay, like, yeah,

0:54:07.239 --> 0:54:09.640
<v Speaker 4>you had a bad quarter or whatever. Eventually you're like, oh,

0:54:09.840 --> 0:54:11.640
<v Speaker 4>your ideas are just out of date. It's been three

0:54:11.719 --> 0:54:14.040
<v Speaker 4>years since you've made money. Maybe time to rethink some

0:54:14.080 --> 0:54:15.799
<v Speaker 4>of your fundamental assumptions people.

0:54:17.160 --> 0:54:20.040
<v Speaker 2>That's one thing I've learned over the course of ten years.

0:54:20.160 --> 0:54:20.440
<v Speaker 3>Yeah.

0:54:20.480 --> 0:54:23.480
<v Speaker 2>The other thing was the idea of markets not necessarily

0:54:23.520 --> 0:54:27.200
<v Speaker 2>being an arbitrage mechanism, which I think is very counterintuitive

0:54:27.239 --> 0:54:29.719
<v Speaker 2>to the way a lot of people will think about markets,

0:54:29.719 --> 0:54:32.760
<v Speaker 2>and this idea that like, well, sometimes you can't compress

0:54:32.840 --> 0:54:35.239
<v Speaker 2>the price all the way to where it should be

0:54:35.560 --> 0:54:39.440
<v Speaker 2>rationally or logically or according to EMH or whatever, because

0:54:39.880 --> 0:54:42.719
<v Speaker 2>the reward just isn't necessarily there to get to that

0:54:42.880 --> 0:54:44.360
<v Speaker 2>like final ten percent.

0:54:44.680 --> 0:54:48.680
<v Speaker 4>It's interesting to think about the sort of link between

0:54:49.120 --> 0:54:51.960
<v Speaker 4>patterns and interpretability why something works.

0:54:52.280 --> 0:54:53.080
<v Speaker 3>And in our.

0:54:52.960 --> 0:54:55.719
<v Speaker 4>Conversation a couple of weeks ago with Ian Dunning of

0:54:55.800 --> 0:54:57.680
<v Speaker 4>Hudson River Trading, is like, they do not put a

0:54:57.760 --> 0:55:01.759
<v Speaker 4>lot of emphasis on interpretability there's a pattern and some

0:55:01.760 --> 0:55:04.640
<v Speaker 4>reasons to establish that the pattern works, it makes money.

0:55:05.000 --> 0:55:07.080
<v Speaker 4>The idea that they then have to also come up

0:55:07.120 --> 0:55:10.200
<v Speaker 4>with an economic story about why it works is not

0:55:10.280 --> 0:55:12.799
<v Speaker 4>so important to them. Maybe that's because it has to

0:55:12.800 --> 0:55:16.320
<v Speaker 4>do with time frames. Obviously, cliffs trading time frame is

0:55:16.320 --> 0:55:18.400
<v Speaker 4>going to be very different than a high frequency trading

0:55:18.440 --> 0:55:19.920
<v Speaker 4>firm like HRT.

0:55:20.400 --> 0:55:22.880
<v Speaker 3>But it is interesting. And then it's interesting to think

0:55:23.280 --> 0:55:24.359
<v Speaker 3>that even in the.

0:55:24.280 --> 0:55:28.719
<v Speaker 4>Most established quant patterns like why do cheap stocks outperform

0:55:28.760 --> 0:55:30.640
<v Speaker 4>more expensive stocks over the long term?

0:55:30.719 --> 0:55:32.080
<v Speaker 3>Right, even there.

0:55:31.840 --> 0:55:34.640
<v Speaker 4>There's dispute about why this pattern holds, even though it

0:55:34.680 --> 0:55:37.839
<v Speaker 4>feels a little bit more intuitive. So much interesting stuff here.

0:55:37.960 --> 0:55:41.080
<v Speaker 2>It's also I guess it sort of warms my old

0:55:41.200 --> 0:55:45.080
<v Speaker 2>cynical heart that maybe maybe the edge for humans will

0:55:45.120 --> 0:55:48.680
<v Speaker 2>be spotting the regime change, right, which, you know, at

0:55:48.760 --> 0:55:50.839
<v Speaker 2>least there's something left for us to do if it's

0:55:50.920 --> 0:55:54.719
<v Speaker 2>not just pure pattern recognition. There's that one very difficult

0:55:54.719 --> 0:55:57.000
<v Speaker 2>to good luck to us. Yeah, all right, shall we

0:55:57.080 --> 0:55:57.400
<v Speaker 2>leave it there.

0:55:57.520 --> 0:55:58.200
<v Speaker 3>Let's leave it there.

0:55:58.239 --> 0:56:00.520
<v Speaker 2>This has been another episode of the All Thoughts podcast.

0:56:00.520 --> 0:56:03.560
<v Speaker 2>I'm Tracy Alloway. You can follow me at Tracy Alloway.

0:56:03.360 --> 0:56:06.240
<v Speaker 4>And I'm Jill Wisenthal. You can follow me at the Stalwart,

0:56:06.360 --> 0:56:09.920
<v Speaker 4>follow our guest Cliff Asnest He's at Clifford Asni. Follow

0:56:09.920 --> 0:56:13.160
<v Speaker 4>our producers Carmen Rodriguez at Carmen armand dash O Bennett

0:56:13.160 --> 0:56:16.640
<v Speaker 4>at Dashbod and Kelbrooks at Kelbrooks. From our odd Logs content,

0:56:16.680 --> 0:56:18.800
<v Speaker 4>go to Bloomberg dot com slash odd Lots with the

0:56:18.920 --> 0:56:21.480
<v Speaker 4>daily newsletter and all of our episodes, and you can

0:56:21.520 --> 0:56:23.600
<v Speaker 4>chat about all of these topics twenty four to seven

0:56:23.680 --> 0:56:27.600
<v Speaker 4>in our discord discord dot gg slash od Lots And.

0:56:27.640 --> 0:56:30.000
<v Speaker 2>If you enjoy odd Lots, if you like it when

0:56:30.040 --> 0:56:32.319
<v Speaker 2>we speak to guys like Cliff Asnaes, then please leave

0:56:32.400 --> 0:56:35.720
<v Speaker 2>us a positive review on your favorite podcast platform. And remember,

0:56:35.800 --> 0:56:38.440
<v Speaker 2>if you are a Bloomberg subscriber, you can listen to

0:56:38.560 --> 0:56:41.120
<v Speaker 2>all of our episodes absolutely ad free. All you need

0:56:41.200 --> 0:56:43.720
<v Speaker 2>to do is find the Bloomberg channel on Apple Podcasts

0:56:43.719 --> 0:57:02.920
<v Speaker 2>and follow the instructions there. Thanks for listening in