The Big Picture

Why the FED Should Be Already Cutting

 

 

The Fed held its benchmark Federal-Funds rate steady yesterday at 5.25% – 5.5%, leaving the possibility of cuts in the future. Jerome Powell repeated his “Data Dependent” mantra. “Persuasive evidence” that higher interest rates were no longer necessary to bring down inflation is what the FOMC wants, and today I want to share a few pieces of that evidence.

Our starting point is the shelter component of the Consumer Price Index. At about 40%, Shelter is the largest portion of the CPI. As the Bureau of Labor Statistics (BLS) explains:

“The data used as inputs in the construction of the index for shelter, as well as the indexes for rent and OER, are collected in two surveys. The Consumer Expenditure (CE) Survey asks households the share of their budget which goes towards different categories of goods and services, and is subsequently used by the CPI program to create weights for index estimation. The Housing Survey collects price observations of rental housing units across the United States.”

Here is the BLS table showing the weighting:

Let’s hold the problems with survey data for another post, and instead zoom in on actual measures of rents.

As our chart (top) shows, the CPI model that measures rent year over year appears to lag other real-time measures by 18 months. The Apartment Rent Index peaked in November 2021 at ~17% year over year; as of April 2024 its down -0.8% year over year. The Zillow Observed Rent Index, with a different mix of rental apartments and houses, peaked around March 2022 at about 15%; it is now at about +3.8% year over year.

BLS measures of Shelter peaked much later, around May 2023 — a lag of 14-18 months. There are several technical reasons why OER lags so much in the BLS measure of shelter inflation — some of the lag is in how the BLS data is collected and assembled, but hold that aside for a moment. I want to focus on a very important aspect that makes the BLS measure of shelter inflation data so different from the observed rents like the Apartment Index and Zillow.

In a word, Renewals.

Almost two-thirds of all existing leases for apartments or house rentals get renewed. Nearly all of these renewals were signed one or two years ago. Leases are contracts, and they lay out the specific terms for renewals within the document.

What rates do you think landlords built into their lease renewals 12-24 months ago when they were drafting and negotiating those 2022 and ’23 leases? They obviously reflected the inflation rates then — which were peaking.

What do contracts negotiated and executed two years ago have to do with the rate of inflation today? You might assume “nothing,” but as we see in the BLS data, it has an outsized impact. It is very visible in BLS’ New Tenant Rent Index — that data, unlike OER, does not include renewals.

No surprise, it too peaked in 2022, and is now at +0.42% year over year:

 

Back out shelter, which is overweighted by renewals, and the CPI is at 2.3%:

 

Where the rubber meets the road is in mortgage rates: 61% of all homeowners have a mortgage; of those homeowners with mortgages, 78.7% have rates at or below 5%. Consider also 59.4% are at or below 4% mortgage rate. It should be well understood by now that these rates have become golden handcuffs, locking people who might want to move (trade up, new location, etc.) in place.

Going from a 3.75% mortgage rate to current rates of 7.5% will increase your monthly payments by about 50% — for the same-priced house! Imagine moving up to a more expensive house — one that might be larger or in a nicer neighborhood; it would double or event triple your mortgage expenses even for a modest increase in price.

This is why single-family house inventory is down 75% from its peak of 4 million annually to about 1 million today. That lack of supply has kept prices elevated. Higher rates not only are affecting existing home supplies, it is limiting new home construction, and making that more expensive as well.

I said this a few years ago, but it bears repeating here: If the Fed wants lower inflation, they should be lowering rates now.

 

 

 

 

Previously:
How the Fed Causes (Model) Inflation (October 25, 2022)

For Lower Inflation, Stop Raising Rates (January 18, 2023)

CPI Increase is Based on Bad Shelter Data (January 11, 2024)

How Everybody Miscalculated Housing Demand (July 29, 2021)

 

 

Sources:
Fed Says Inflation Progress Has Stalled and Extends Wait-and-See Rate Stance.

 

The post Why the FED Should Be <i>Already</i> Cutting appeared first on The Big Picture.

At the Money: Should you be a Stock Picker?

 

 

At the Money: Should you be a Stock Picker? (May 1, 2024)

We know it’s challenging, but should you try your hand at stock picking? It’s fun, it gives you something to talk about at parties, but is it profitable? Today we look at the challenges of picking stocks. Only a few people have been successful at it over time, and those fund managers have become household names. Most of the rest have not earned their fund’s fees and costs.

Full transcript below.

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About this week’s guest:

Larry Swedroe is Head of Financial and Economic Research at Buckingham Strategic Wealth. The firm manages or advises on $70 Billion in client assets. Swedroe has written or co-written 20 books on investing.

For more info, see:

Personal Bio

Professional website

LinkedIn

Twitter

~~~

Find all of the previous At the Money episodes here, and in the MiB feed on Apple PodcastsYouTubeSpotify, and Bloomberg.

 



 

 

TRANSCRIPT: Larry Swedroe on Stock Picking

 

[Musical Intro  Cause I’m a picker, I’m a grinner, I’m a lover, and I’m a sinner.]

Barry Ritholtz: I’m Barry Ritholtz, and on today’s edition of At The Money, we’re going to discuss whether or not you should try your hand at stock picking. It’s fun, it gives you stuff to talk about at parties, but is it profitable?

To help us unpack all of this and what it means for your portfolio, let’s bring in Larry Swedroe, head of financial and economic research at Buckingham Strategic Wealth. The firm manages or advises on over 70 billion in client assets, and Swedroe has written or co written 20 books on investing. So Larry, please. I know you’re not a big fan of stock picking. What’s the problem with throwing a couple of great stocks into your portfolio?

Larry Swedroe: If it’s done for an entertainment account in the same way that we don’t expect to get rich going to Las Vegas, no one would invest their IRA in the casinos of Las Vegas or go to the racetrack with it.

So that’s okay if you’re prepared to lose. The evidence is very clear that stock pickers on average Lose because of their trading costs, not because they’re generally dumb. Although I will add this, Barry, the typical retail investor is actually dumb or naive, uh, and they get exploited by institutional investors.

And it’s a lot to do with biases on the behavioral side. They like to buy what are called lottery like stocks, uh, things that The vast majority of the time do poorly, but in occasionally you find the next Google so stocks they like to buy include things like stocks and bankruptcy penny stocks, small cap growth stocks with high investment and low profitability.

Those stocks have underperformed treasury bills, but they’re the favorites of the retail investors and the institutions avoid them, giving them somewhat of an advantage. I know you wrote a book about what a great investor Warren Buffett is and how we can invest like him. Peter Lynch was a great stock picker, Carl Icahn, Bill Ackman, all these different Fidelity fund managers have been great stock pickers.

Barry Ritholtz: How hard can it be? Why can’t we just go out and pick a few great stocks and that’s our portfolio?

Larry Swedroe: Right. Okay, so let’s start with the premise  that markets are not perfectly efficient. There are a few people.  Who have managed to outperform for whatever reason. And I would agree  with you that Peter Lynch certainly was a great stock picker.

Maybe Bill Ackman, you could add. I would disagree with Warren Buffett being a great stock picker, taking nothing away from what Buffett did. But the research shows that Buffett generated massive out returns, not because of individual stock picking skills. But because he identified certain traits or characteristics of stocks that if you just bought an index of those stocks, you would have done virtually as well as Buffett did in the stock picking.

He has been telling people for decades to buy companies that are cheap, profitable, high quality, low volatility of earnings, et cetera. And the academics. Through reverse engineering, though it took him 50 years to figure it out. Now I’ve identified these characteristics and all of the mutual funds I use run by companies like Dimensional, Bridgeway, AQR, they all use the same strategies, and Buffett’s Berkshire has not outperformed in the last couple of decades because the market is caught up to him and eliminated those anomalies, if you will, You can do the same thing.

So it takes nothing away from Buffett. He gets all the credit for figuring it out 50 years before everybody else. But it wasn’t stock picking and it certainly wasn’t market timing. So I know the indexes will give me eight, 10 percent a year annually, and those are great returns. But Netflix is up like a thousand percent over the past couple of years, and NVIDIA is up 3, 000 percent over the past couple of years.

Wouldn’t that goose my returns if I can own companies like that? Yeah, certainly true, Barry, but we got a couple of problems with that. And, but by the way, those kind of returns are the ones that encourage people to try to hit those home runs. The data shows this out of the thousands of stocks that are out there over the, you know, now have 100 years virtually of data in the U.S. Only 4 percent of stocks. 4 percent have provided 100 percent of the risk premium over T bills. What are the odds? You’re going to be able to find those stocks.

Problem number two is. People site the NVIDIAs, but they also forget that last year. A good example. While the S and P was up 26.5 percent 10 stocks underperformed by at least like 60%. At least 60%. They’re down at least 32. So everyone likes to point out the winners, but you also then have a good shot at getting the losers.

In fact, the odds are you’re going to pick the losers. Here’s why. Because only 4 percent of all the stocks account for all the outperformance, that means the average stocks underperforms the average.

Barry Ritholtz: So the odds are you’re going to pick the underperformers, not the outperformers. That’s simple math.  So the more stocks you own the better your odds of earning the average So if I’m a stock picker and I have a full time job and I’m doing this, you know on the side What sort of performance should I expect should expect a performance?

Larry Swedroe: That if you are familiar with asset class and asset class pricing models. So if you buy a large value stock, you’re probably going to get the returns of a large value index, but with a lot more volatility because you own 1 stock instead of maybe 200. So you could. Have what’s called tracking variants around that of 5 or even 10%. But the more stocks you own, the closer you’re going to get to that index.

So why bother? You’re better off just owning the index at very low cost. You don’t have to spend any time doing it. Your life will probably be a lot better. And you know, because you’ll spend more time with your wife and your kids enjoying a nice round of golf or a walk in the park or do what I do playing with my grandkids. A lot more pleasure out of that than trying to pick stocks or time the market.

Barry Ritholtz: What about emotional biases? How do they affect people who think they could go out and pick the winning stocks versus simply owning a broad index?

Larry Swedroe: Yeah, there’s certainly that emotional biases are part of the reason people think they’re going to outperform.

The research shows, for example, that you were human beings, and we tend to be over optimistic, overconfident in our skills so that 90% of the people think they’re better than average, regardless of the endeavor, whether it’s whether you’re a better than average driver, a better than average lover, or a better than average stock picker. So you think you’re likely to outperform.

In fact, studies have shown People were asked, did you outperform, and by how much? The people who thought they actually outperformed actually even lost money in years — not only did they not outperform, so selective memory creates a problem as well.

Barry Ritholtz: One of the things I’ve heard people talk about is setting up a small – what I’ve heard described as cowboy account – where they can throw caution to the wind. They take less than 5 percent of their liquid assets, and that’s as much as they’re willing to risk, um, and allows them to scratch that itch of either stock picking or whatever it is. What are your thoughts on, on that sort of approach?

Larry Swedroe: Taking 5 percent of a portfolio is not likely to cause you great harm. And if you don’t do a lot of trading and you build a little bit of diversified, you’re probably going to get something like market returns. And if you follow the research as presented in my books, you can avoid those lottery stocks, improving your odds.

But my question to you is, If you need to get enjoyment out of stock picking to have a good life, I suggest you might want to get another life. Now, I say that with tongue in cheek because people like to go to the racetrack and, you know, go to the casinos. There’s nothing wrong with that, but if that’s what you really need to enjoy your life, you might want to think about where your values are. Again, I say that with tongue in cheek, though.

Barry Ritholtz: So, to wrap up Investors who think they can become winning stock pickers face long odds. Most of the stocks that are out there will underperform the index and certainly not be a source of outperformance. The odds are that they’re going to add risk and volatility while spending a lot of time and effort to pick stocks.

The key takeaway is They’re going to underperform a broad index anyway, that’s what they need to understand.

If you want to set up a cowboy account with a tiny percentage in play with it, knock yourself out, have some fun, just recognize that’s all it is – and your real money should be locked away and working for you over the long haul.

I’m Barry Ritholtz and this is Bloomberg’s At The Money.

[Musical Intro: Cause I’m a picker, I’m a grinner, I’m a lover, and I’m a sinner. Play my music in the sun…]

 

The post At the Money: Should you be a Stock Picker? appeared first on The Big Picture.

Transcript: Ed Yardeni



 

The transcript from this week’s, MiB: Ed Yardeni on the Roaring 20s, is below.

You can stream and download our full conversation, including any podcast extras, on Apple Podcasts, SpotifyYouTube, and Bloomberg. All of our earlier podcasts on your favorite pod hosts can be found here.

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 This is Masters in business with Barry Ritholtz on Bloomberg Radio.

Barry Ritholtz: This week on the podcast, I have another extra special guest. Dr. Ed Yardeni is a really a legend on Wall Street. He is both an investment strategist and an economist, and I’m very comfortable saying he does that better than anybody else. He has had a number of major market calls and economic calls that have been notable, not just because they were right, but for the way he uses data to reach the right conclusion. He has consistently been bullish since the market bottomed in March oh nine. He has talked about where a recession is and isn’t coming. He’s more or less nailed what the Fed was going to do. Even though a lot of these calls have been outliers and very contrarian compared to the rest of the world of finance. Ed is a neighbor of mine, lives the next town over. I’ve known him for
a long time, and I’ve just marveled at how he thinks about markets and the economy and government and data. I subscribe to his daily notes and find them to be tremendously useful in contextualizing the fire hose of data, looking at what’s important and what’s not, and how much of this stuff is just noise. I found this conversation to be informational, educational, and fascinating, and I think you will also, with no further ado, my interview with Dr. Ed Yardeni.

Barry Ritholtz:  Dr. Ed Denni. Welcome back to Bloomberg.

Ed Yardeni: Barry, it’s always a pleasure. Thank you for having me.

Barry Ritholtz: Well, well thank you for coming. It’s always good to see you. We’re neighbors. We probably, yes. Don’t get to see each other as much as we did pre pandemic.

Ed Yardeni: We have to catch up.

Barry Ritholtz: We still have some bad pandemic habits that we have to break. Let’s talk a little bit about your background. You have a fascinating academic background, a PhD in economics from Yale, and your thesis advisor is Nobel Laureate, James Tobin. Tell us about working with Tobin.

Ed Yardeni: Well, it was certainly an, an honor and to work with somebody who won the Nobel Prize for his contribution to economics. But sometimes it wasn’t that easy to understand his theories because they were mathematical and got complicated. But as a result of that, I turned to Janet Yellen. Janet Yellen had graduated from Yale in their PhD program six years before I attended. And she took meticulous notes, you know, she must’ve been one of those, you know, very focused students sitting in the front row of Tobin’s class six years before I got there. And she took meticulous notes, just great notes, and they were xeroxed. And I think most of us who studied under Tobin basically got through Yale, got our PhDs because of Janet Yellen’s notes.

Barry Ritholtz: That’s really interesting. The, the undergrad at Cornell and then a master’s degree also at Yale. What that seems like a lot of education. Was the plan to go into academia or was it always Wall Street?

Ed Yardeni: Well, I didn’t really know what I wanted to do when I was an undergraduate, so I took everything from a couple of courses of engineering, physics, math, political science and economics. And based on all that, I realized I wasn’t any good at math or, or at physics. So I had to go into something a little softer and easier. So I did go into a combination of politics and economics. And then for my master’s, I went to the international relations program at Yale, which combined economics and political science. And then as I ended that two year program, I realized I’d accumulated enough to basically do a PhD in four years there as well, on on top, you know, not an extra
four years, one more year to go.

And then I just had to write a PhD dissertation. And I’d seen too many of my fellow students who are kind of hanging around the graduate program, because they couldn’t quite finish their PhD dissertations. I decided I was gonna get out of there quick. And so I, I wrote a dissertation, empirical one that confirmed a lot of Tobin’s theories. He absolutely loved it. And let, let, let me move on from there.

Barry Ritholtz: So you graduate with a PhD in economics in 1976. We’re gonna talk about inflation later, but I have to ask a lot of your peers who graduated in the mid seventies, it seemed to really leave a mark on them, unlike most of them. You nailed inflation on the way up. You nailed it on the way down. So many of them seem to be scarred by their 1970s experience. Right. Why did that whole era of economists, and I’m including like big names like Lawrence Summers, right? Why did they get this so wrong?

Ed Yardeni: I think that they first start out with theories and then look for data to support it. And you know, I can’t really generalize about the economics profession, but I think there isn’t enough attention to just, you know, dealing with the facts, with the data and with historical events. I lived through a lot of those historical events and learned from them. But I observed that, you know, inflation was in fact brought down in a very conventional way in the late seventies, early eighties with very tight monetary policy. And then in the eighties, I observed that we were seeing Deindustrialization in America. But that was because of globalization, right?

Barry Ritholtz: Which was deflationary…

Ed Yardeni:  Which was deflationary. And in fact, I think it was in the early eighties, I don’t know the, I think it was 82, 83, I predicted that we’re probably gonna see a period of disinflation. And part of that was also based on my view that as globalization prevailed, that’d be more global competition. And that would keep a lid on inflation.

Barry Ritholtz: And you also wrote a piece in 2023 about why conventional forecasting models were so wrong. Right? And a lot of people in particular, you mentioned Jamie Diamond had been expecting a recession, right? It seemed like almost every economist was expecting Yeah. A recession. And it never showed what again, what did you get right? What did they get wrong? Well,

Ed Yardeni: I think most economists very logically believe that if the Fed’s gonna go from zero on the Fed funds rate to five point a quarter percent, how could we not have a recession? My argument was that while the Fed certainly was tightening, they were also normalizing. I mean, right. And so you had to not only look at where interest rates had gotten to, but where they came from and they
came from zero. So the real abnormality was the ultra easy monetary policy that we had from the great financial crisis to the great virus crisis. And I felt that the economy was demonstrating that it could handle it, that it would be in fact relatively resilient. And of course, you have to get the consumer right. And along the way, I concluded that while Jamie Diamond and others were focusing on the consumer
running, running out of, so-called excess saving, the idea that was that, you know, consumers that accumulated two to $3 trillion for during the two months of shutdowns, and then for, while the helicopter money that was deposited in their accounts, I was pointing out increasingly that, well, wait a second, the baby boomers have $75 trillion in retirement assets. And you know what? They’re starting to retire.

Barry Ritholtz: : I love that chart. You actually showed that chart today.

Ed Yardeni: Yeah. Net wealth, it comes from the, the net Flow of Funds from report from the Federal Reserve. But when you look at the millennials and the Gen Xers, wasn’t everybody predicting the the boomers were gonna go broke. They wouldn’t have any money. Retire 75, almost $77 trillion.

Barry Ritholtz:  That’s a lot of money.

Ed Yardeni: It’s an all time record high. The household sector in its entirety has over $150 trillion in, in net worth. And that’s assets minus liabilities. And it’s all sorts of different assets. It’s houses, it’s stocks, it’s pensions, it’s the whole, the whole thing. So that’s at a record high. And the baby boomers own half of that, roughly $75 trillion. And then the younger generations are kinda looking at mom and dad starting to retire, said, you know, I, I wish you a long and, and happy retirement, but don’t spend it all. And so I, I think the savings rate’s gonna remain extremely low because the baby boomers are not saving anymore. They’re right. They’re, they’re spending. And I think that the younger generation can actually look forward to some substantial as being substantial beneficiaries of inherited wealth.

Barry Ritholtz: Let’s roll back to the work that you did with James Tobin and one, I believe he won the Nobel Prize Yes. For his work on fiscal spending. So when you have the CARES Act one, which was 10% of GDP [Yeah, Huge]. And then the CARES Act two, and then the Cares Act three, shouldn’t that offset whatever the Fed’s gonna do? And by the way, 5% isn’t outrageously high. That’s kind of average.

Ed Yardeni: Yeah. Well, I think that’s a, that’s another good point, is that not only did the consumers turn out to be resilient and they remain resilient, they’re still spending, and LA labor market’s been really tight. The reason for that, of course, is the baby boomers are spending more on going out to restaurants, right? Traveling healthcare services. And so guess what employment is doing in on all those industries? All time record high. You, you don’t get a, a recession when construction and total payroll employment are at all time record highs. That’s the other reason why the economy has done well, is there’s been a tremendous amount of fiscal spending that has led to record spending on infrastructure. I mean, you can actually see it in the data. It’s not just there was an act and then nothing happened. There was a lot of spending. And then of course, onshoring, we receive a lot of tax benefits. So we’ve seen construction of factory facilities just exploding to the upside. And again, those are all construction jobs and they’re gonna need employees and and so on.

Barry Ritholtz: So, nice tailwind, we’ll come back to that a little later. Sure. Let’s stay with the early days of your career. ’cause I really find it kind of unique. You’re an economist at the New York Fed in 76 and 77, right? You’re fairly young and new. Then what were you working on when you were at the New York Fed?

Ed Yardeni: Well, just by happenstance, they put me on writing memos, updating data. It wasn’t real exciting stuff, but I focused on the savings and loan industry. I mean, you can’t think of anything like more boring and it’s like, and useless than analyzing the savings and loan industry in the, in the late seventies as

Barry Ritholtz: Right, right before it blew up.

Ed Yardeni: And then it blew up. And then I’m suddenly on Wall Street and I have a lot of knowledge of just what was going on in the s and l industry. So it, it really helped me to understand that crisis.

Barry Ritholtz: So here’s what I find so fascinating and unique about your career. You have been Chief Investment Strategist at places like Deutsche Bank and Prudential, but you are also Chief Economist at EF Hutton, Prudential Base, CJ Lawrence, which eventually gets bought by Deutsche Bank, right? Like that’s a rare pair of hats for one person to wear. Right. Tell us a little bit about how you managed to do both jobs.

Ed Yardeni: I did start out as an economist, I think, think I was at EF Hutton for about a year or two, and then the Chief Economist decided to move on. And so only a couple years into Wall Street career, I was chief economist of EF Hutton. So that was pretty exciting. But I learned a lot from the strategist I worked with. There was a fellow by the name of Greg Smith, who was a strategist at EF Hutton. Jim Moltz was a well regarded, I remember Jim Sure. cj, CJ Lawrence. And so I learned a lot from them. And an opening became available to be a strategist at CJ Lawrence, which by then had become part of Deutsche Bank Securities. And I jumped at it and I said, look, I think I can do both jobs. And it just to me, made sense to do both jobs. ’cause I don’t know how you can be, you know, a well-informed strategist without understanding the economy.

Barry Ritholtz: So when you were working for Lawrence as part of, and eventually become Chief Investment Strategy at Deutsche Bank, what was that like? Given the fact that they’re based in Germany, many, I don’t wanna say most, but many of their clients are European. How did that change how you looked at, at the world?

Ed Yardeni: Well, I, I didn’t really work for Deutsche Bank per se. I worked as the chief economist and strategist for Deutsche Bank Securities, which was still, to a large extent, based in the United States and had international clients. But we certainly had plenty in the us. So the transition from CJ, a Lawrence being independent to CJ a Lawrence evolving into Deutsche Bank securities, nothing really changed for me, quite honestly. What was very visible is Deutsche Bank spent a tremendous amount of, of money on expanding. And so they, they hired the Frank Tron group. Oh, sure. Yeah. And in the research investment banking department for the, a couple of years at the time, Quaran brought Amazon to to, to the marketplace. And I’m kicking myself, you know, I mean, there was like, I think 13 bucks before all the splits, but it was an exciting time. Sure.

Barry Ritholtz: Let me ask you about that exciting time your on Wall Street in the eighties and nineties, arguably the biggest bull market of our lifetime. We’ll see how far this one goes. Yeah. Where we are today. What was it like in that era when people were still stock pickers, active mutual funds, right. Were attracting the flows. Everybody thought they could beat the market. We didn’t quite have all the data yet. Te tell us what that era was like as a chief strategist on the street.

Ed Yardeni: Well, the, the, the eighties were certainly interesting and near the tail end, we had the, the crash in the stock market. The one day crash, I scrambled to kinda understand what was going on, concluded it was a portfolio insurance. And that the week before the House Ways and Means committee was starting to talk about taxing some of these transactions that were going on in m and a. And so a lot of the m and a stocks got hit quite hard. And my conclusion that it was largely a government, a reaction to possible government regulation. Huh. And that it probably would pass. And Rustin Kowski, who was the head of the House committee at the time, did in fact pass on it in December. Suddenly it was kind of evaporated. So I, I concluded within a couple of days that we were probably making it low in this bear market that only lasted really a few days. I mean, officially it was October to to December.

Barry Ritholtz: To be fair, I I wanna say by August of 87 S&P500 was up 40 something percent. Yeah. And we finished the year plus 1%. Yeah. So that’s quite a, quite a whack age that, that would constitute a bear in my book. Right.

Ed Yardeni: In the early nineties, I started to recognize the technology revolution that was going on. And I got very bullish.

Barry Ritholtz: You were early and vocal?

Ed Yardeni: I was early and vocal. And as a matter of fact, I walked into a Barnes and Noble store, I think in 1994, early 1995. And I, I’m pretty sure that I was the first one to have a website on the internet, obviously on Wall Street. I know no other economists had it. I, I didn’t know how I got away with it at Deutsche Bank. Why they would allow, you know, Dr. Ed Ya Denny’s economics network to be featured on, on the internet without any real, any real mention of who I worked for.

Barry Ritholtz: Well maybe that’s the German ownership didn’t understand US compliance roles [I suppose]. Who knows. You launch in January ’07, not that much earlier than the financial crisis. Tell us what led you to launching Yardeni Research?

Ed Yardeni: Well, I had been on Wall Street for many years. I was getting a little stale. The lawyers were starting to take over and there are more limits on, on what you could write about or who you could talk to, even in your own shop. You had to get approval to go down to the trading desk. It just wasn’t as exciting as it had been in the early two thousands. And suddenly out of the blue, I got a call from Jim Slager, who runs Oak Associates in Akron, Ohio. And Jim was looking for somebody to work with him as a strategist in Akron, Ohio. So I talked to him and it sounded like a great opportunity. He made me an offer I couldn’t refuse. So I, I accepted it and it was a three year deal and it worked out fine. But after two years, I kind of missed just doing what I had been doing on the street. Meanwhile, Jim had
allowed me to continue to, to write and to keep in touch with my, my client base. So I left in the end of 2006 and 2000 January 1st, 2007, we started, I started the Denni research as an independent research provider.

Barry Ritholtz: Did you move to Ohio or stay put?

Ed Yardeni: I actually commuted. They, they have a great airport there.  Canton Akron Airport’s, a wonderful airport.

Barry Ritholtz: Farmingdale or LaGuardia to Akron?

Ed Yardeni: LaGuardia. And I leave on a Sunday and sometimes hang, hang around there until Wednesday or Thursday. But, so I just kind of commuted and that was okay with Jim and it, and it worked out fine. And of course I did some marketing with him. So I would kind of meet him at different parts of the country and we’d market together.

Barry Ritholtz: Let’s talk about your clients. I’m assuming they’re primarily institutional.

Ed Yardeni: Well, they have been primarily institutional. You know, since I’ve been on Wall Street, I, I guess, you know, I did work for some firms that also had a huge retail base with like Prudential. So I certainly had a lot of interaction with both institutional and retail. When I moved to CGL Lawrence is, is primarily institutional. It was all institutional really. And then when I went off on my own, it, I continued on with an institutional bent. The research was aimed at a fairly sophisticated professional investment community. But about two years ago, we realized that there’s a demand for what we do among individual investors. So we came up with something called gari quicktakes.com and that’s a daily and it’s shorter and it’s to the point, and it, it, it does what I I I I’ve always done, which is kind of combined strategy and economics.

Barry Ritholtz: I was gonna say, you, you also put a lot of information online. Yes. That’s there for free, right? I don’t mean like a chart here or there. Huge runs of data and charts and it’s updated like daily.

Ed Yardeni: Yeah. It’s automatically updated.

Barry Ritholtz:How do you manage to handle all this? That seems like a lot of work, right? That you’re essentially giving away.

Ed Yardeni: Well, several years ago, I, I didn’t see the point of doing all these charts manually over and over again. And, you know, when you run this chart, where is it? And so we came up with an in-house program. This was when I was still on Wall Street an in-house program that ran these charts automatically when the data was available from our data vendor and updated the charts and then put the charts in the proper place in the PDFs that focused on those particular topics. It worked great. I mean it was, I think it was in some ways a very crude artificial intelligence tool. Right. You know, I should mentioned AI at least once in our interview here. Right?

Barry Ritholtz: Oh, we have lots of AI to talk about a little later.

Ed Yardeni: Yeah. But, so anyways, this, this smart program figured out how to paying the, the vendors say anything new for me. And if there was, everything would be updated automatically. And we’re still doing that. And look,if nobody was looking at our charts, I would
still have the whole thing. ’cause that’s what I used to write. And so what I’m doing is basically sharing the puzzle pieces. And anybody who wants to see how I, how I put the puzzles together, has to subscribe to our research.

Barry Ritholtz: And, and just to put some flesh on those bones, you post on valuation, the global economy, the US economy, inflation credit, consumer spending, employee markets, pretty much anything that there’s a regular data stream, it updates automatically. That’s correct. Huh? It’s really, really intriguing. Yeah. Let’s talk about putting some of those puzzle pieces together. You talk about the mega Cap eight, the magnificent seven plus Netflix. How

Ed Yardeni:  I like, I like movies as Barry, so I didn’t want to leave Netflix outta there.

Barry Ritholtz: Let me steer you away from the Nu Wonka movie because it’s terrible. Okay. But how important are these eight stocks to the overall market this year and last?

Ed Yardeni: Well, I mean, arithmetically, they’re very important. They’re about 28% of the market cap of the s and p 500. So they, they, they’re huge in terms of their impact. And some people look at that and say, well, that that’s not healthy. It’s, it’s a sign that this market is vulnerable and I’m empirical about it. It is, it is what it is. These are great companies that they’re here to stay. They’ve had a, a couple of sell offs that turn out to be great opportunities to get, get into those stocks. So I think we have to factor in that when you look at the valuation multiple, the s and p 500, maybe it’s not the historical average of 15 anymore. Maybe it’s something more like something, something north of that maybe it’s even closer to 20, which is where we are right now. And nobody seems to be particularly bothered by it. ’cause these are companies that in fact have earnings, have customers have a tremendous amount of cash flow and don’t seem to be that interest rate sensitive. They, they’ve got all the money in the world to expand and they’re always looking for new businesses.

Barry Ritholtz: Michael Mauboussin  put out a piece a couple of years ago talking about the intangibles. That this market is not like the market of a hundred years ago.

Ed Yardeni: Right. Where you had giant factories, big foundries, right. Massive demands for labor, material and income. A lot of the wealth today, a lot of the assets of these companies today are intangibles. Their copyrights, their trademarks,
their algorithms, intellectual wealth, IP.

Ed Yardeni: Barry Ritholtz:  All this intellectual property. Are we rationalizing a price of your market or is that a fair explanation?

Barry Ritholtz: I think it’s a fair explanation. I think it’s also important to realize that in the bull market we’ve had, in the upward trend in the stock market certainly reflects the fact that the country is getting wealthier and wealthier. I know this is a very controversial subject because once, once you start getting into income and wealth, people talk about it, income and wealth inequality. But I think a fair amount of that is related to demography. And as we said before, that record household net worth record, net worth for, for the baby boomers. And so there’s a lot of money out there that needs to be invested. We’re seeing that. And even in the government bond market, I mean, we all know that a lot of people have been pouring money into Nvidia, into, into to some of the other mega Cap eight, though it seems to be the rally within those eight is even starting to narrow a bit of late.

Ed Yardeni: Someone called it the fabulous four.

Barry Ritholtz: Yeah. But you know, that, that will be meaningful until it isn’t. You know, I mean, I dunno that you wanna bet against Elon Musk and Right. You know, what he’s doing with Tesla, but that’s been an underperformer.

Ed Yardeni: Yeah. That’s got cut in half over the past couple of years.

Barry Ritholtz: So, you know, people talk about the mega cap eight as proof that the market is narrowing and that’s negative. Yeah. But a quote of yours, the new bull market has actually been fairly broad all along.  Discuss.

Ed Yardeni: Well again, we, we had started with the data and then come to the conclusion rather than the other way around. And so a lot of people have been looking at various measures of market breadth, like the ratio of s and p 500 equal weighted to s and p 500 market cap weighted. And it’s been going down so clearly the market’s getting narrower. But when you actually look at it, the a hundred plus industries that are in the s and p 500, what you see is that the sectors that have the mega cap eight in them have done extremely well because of, of the outperformance of eight, you know, the mega cap eight stocks. But then you also see that, well wait a second, there’s a lot of stocks that are up and, and industries that are up Oh, a measly 20%, which is kind of bull market territory. So I think it’s kind of a, a relative game. I mean, some stocks, particularly the mega CAP eight, have done remarkably well. And there’ve been lots of others that have done unremarkably well, but very decent returns.

Barry Ritholtz: So another quote of yours I found kind of fascinating. People keep talking about Nvidia, like it’s a bubble, but the Nvidia stock price is up about the same amount right. As Nvidia earnings. Right. How, how can that be a bubble?

Ed Yardeni: I don’t think it is a bubble. It just looks like a bubble on a chart. You know, anything that, you know,

Barry Ritholtz: Goes vertical like that.

Ed Yardeni: When everything goes vertical like that, look at, at, at some point Nvidia, because it’s getting so much press, so much buzz and it’s making so much money with such high profit margins is gonna attract a lot of capital into competitors. And it’s already doing that. You know, Nvidia could be put outta business like overnight if somebody suddenly came up with a quantum computer that that worked and, you know, operates, you know, lightning speed compared to half lightning speed of NVIDIA’s chips. But Nvidia keeps in innovating and that’s, that’s what’s so exciting about tech technology. Technology is always moving forward. It’s actually a source of deflation. ’cause technology prices decline and in addition to that, technology boosts productivity.

Barry Ritholtz: So we’ve seen this sort of single stock going vertical before. We’ve seen it with Intel. We’ve seen it with Cisco. Cisco, yeah. There’s always one company that, you know, is in the right space at the right company, captures lightning in a bottle and you know, all bets are off. But it sounds like we’re not that late stage for Nvidia here. Well,

Ed Yardeni: You know, a lot of, in the past couple of years, we’ve all been comparing the current decade, the 2020s to previous decades. I’ve seen similarities between the 2020s and the 1920s productivity, technology, excitement. It started out

Barry Ritholtz: That Newfangled car Yeah. Had come out.

Ed Yardeni: Yeah. It started out really depressing. And somehow or other, it just turned out to be the Roaring 2020. So there’s that analogy then, as we discussed earlier, there’s the 1970s and that there’s some analogies there. I mean, look, if if the Middle East insanities eventually, or some point actually caused the price of oil to spike up to a hundred and higher, it is gonna be the 1970s all over again. Right. But so far it hasn’t been. I don’t think it’s gonna be. But then there’s the 1990s and people have asked me if this is the 1990s, where are we in the 1990s? I say, well, probably more like December 5th, 1996. That’s when irrational exuberance, the irrational exuberance speech by Alan Greenspan. And you know, he, he, he did a hamlet on us. He says, how do we know if we’ve got irrational exuberance in, in the market? And the market actually sold off on that figuring, oh my God. He he’s thinking irrational exuberance. He just asked the question. And then the way he answered is that maybe we don’t, because inflation’s come down and, you know, we’re doing all the right things. So I think we’re more like in 1996 than in 1999, still early on. And again, if this is the roaring 2020s, the decade still has a ways to go.

Barry Ritholtz:  Really interesting. Let’s talk about some of the things that other people seem to be getting wrong. Quote, you don’t get a recession when unemployment is at all time lows. Explain.

Ed Yardeni: Well, the, the pessimist would respond to that by saying, if you look at a chart of the unemployment rate, it’s always at a cyclical low of sometime at an all time low right before recessions. Which, which is absolutely true. So when you see it like this, this low, you, you do have to start to worry about the historical precedence. I think a lot of the people who’ve gotten it wrong so far, they may still get a recession. I’m not saying it’s impossible, but a a a lot of them might look at charts and said, look, the, the yield curve’s been inverted and every time it’s been inverted in the past, that’s led to a recession. Leading indicators have been declining. And every time that’s happened, that’s been a recession. But I think that what many of them got wrong is that the process by which we get to recessions is the key here to understanding why we haven’t had a recession.

Barry Ritholtz: The inverted yield curve in the past really did a good job of predicting a process that led to recession. So what was that process?

Ed Yardeni: The Fed would be tightening, raising interest rates. And then at some point along the way, the bond investors would start to say, you know what? I know I could get a higher yield than a two year than a 10 year. And, but you know, the 10 year is okay here because if the Fed keeps raising interest rates, I want them to keep raising interest rates. ’cause something will break and then I’ll be very happy owning a 10 year bond because those yields will, will come tumbling down. And so what the inverted yield curve does, it doesn’t cause recessions. And I wrote a little study of this in 2019, so I’ve been thinking about this for a while. And what the point of that piece was that what happens when you get an inverted yield curve is the bond market starts to anticipate a financial crisis. And lo and behold, something does break and then that becomes a credit crunch and that’s what causes a recession. So you need to see a crisis, a credit crunch, and a recession that that’s been sort of the usual way it, it happens and this time around the in ver yield curve. Got it. Absolutely right. Again, we had a financial crisis in March of last year that lasted all of two days before the Fed Fed came in and provided a tremendous amount of liquidity. And we never had a recession.

Barry Ritholtz: How often do we get an inverted yield curve starting with fed funds rates at zero? This seems to be almost a case of first impression.

Ed Yardeni: Yeah. Well, again, the, the pessimists, the, the crowd of, of naysayers had a very logical possession. And that is, how could you see rates go from zero to five and a quarter, five point a half percent without something breaking, without having a recession? And the answer is, yeah, they were right. We get something broke. But the Fed had so much experience during the great financial crisis, and again, during the great virus crisis playing whacka whack-a-mole in the credit markets, you know, some, there’d be a liquidity crisis and they, they’d whack it and create another liquidity facility overnight. And that’s what they did last year. Overnight. They, you know, on a weekend they came up with a liquidity facility that calmed everything down. So the crisis did not turn into a credit crunch and therefore did not turn into recession. High interest rates, I think we’ve, we’ve been learning here don’t inherently cause a, a recession.

Barry Ritholtz: Obviously they’ve, they cause a recession in the housing market.

Ed Yardeni: But I, I’ve been making the point for the past two years, well be very careful because of the housing market. It was single family housing that went to recession. Multifamily did quite well. And so I said, you know what, let’s talk about this as rolling recessions. And I’ve been doing this for a while. So in the mid-eighties, as I think I came up with the term rolling recessions back then when energy prices collapsed and everybody thought that the recession in Texas and Oklahoma was gonna go national and it didn’t.

Barry Ritholtz: Interesting. Let’s stick with the Fed ’cause there’s some really interesting quotes of yours. I wanna throw your way. Quote, there’s really no need for the Fed to lower interest rates. Could be the most controversial thing I’ve heard you say the past few months. Tell us why you think the Fed Yeah. Is fine at five, five and a quarter.

Ed Yardeni: Well, I think the, the, the, the Fed fed officials have this notion that the realinterest rates matter. That if the Fed funds rate at five and a quarter five, five and a half percent and the inflation rate is five or 6%, then you obviously don’t, you know, you have a very low real interest rates inflation adjusted interest rate. Right. I have a problem with that whole, that whole concept anyways. How do you inflation adjust an overnight rate and, and, and what behavior does that actually impact? But now they’re saying, you know, now that inflation’s come down, let’s say to 3% right.

That the real rate’s gone up and oh my God, it’s gonna be restrictive, it’s gonna push the economy into
recession. I said, that’s not my model for recessions. My model is inverted yield curves, financial crisis,
credit crunch recession. And I don’t see that that happening. So the economy’s demonstrating that
there, there’s no call for a for freezing, but there’s this view that comes from Milton Friedman that
there’s this long and variable lag right. Between monetary policy and the economy. And I I, I dispute
that. I say, well actually there’s, there’s no lag at all. That’s just tell me when the crisis is gonna hit, then
the next day will be the credit crunch and the day after that will be the recession.
00:33:52 [Speaker Changed] To be fair to Milton Friedman Sure. Back in the seventies, we had a lot less
data. The Fed didn’t even announce, like people, the young folks today don’t realize Yeah. There wasn’t
even a fed announcement. Correct. That rates had been changed. Yeah. You, you had to track the bond
market and, and money supplied have a sense of was going on. So maybe there was a long and variable
lag in the seventies or even the eighties, but today the Fed tells us what they’re gonna do, then they go
out and do it. Yeah. There, there’s no surprises. A another phrase of yours that relates directly to this
Wall Street seems to be expecting four or five, six cuts. You’ve been saying fewer and later maybe two
or three cuts and that’s it. Maybe
00:34:35 [Speaker Changed] And maybe not. Maybe not. Yeah.
00:34:37 [Speaker Changed] So, so I I know a lot of people that are banking on rate cuts coming. Yeah.
You’re much less convinced. I I think
00:34:44 [Speaker Changed] It’s, it’s people who would like to see the bull market continue and, and
think that the only way that’s gonna happen is if the Fed provides the sweetener to, to, to make that
happen. But I think the stock market’s already demonstrated that they’ll take the trade in. In other
words, if, if the deal is rates don’t come down, but the economy remains fairly strong and earnings come
in strong and we we have another technology, boom, then we can live with that. Y
00:35:11 [Speaker Changed] Your latest report, your latest topical study in praise of profits, those people
who have been claiming zero interest rate policy and quantitative easing are the only things that we’re
supporting the stock market in the 2010s. And now that rates have gone up, you’re gonna see how how
important the Fed was to equity prices. That’s not proving to be true quite
00:35:33 [Speaker Changed] Yet. Well, yeah, I think that’s another problem with the macroeconomic
models and, and the financial press quite frankly. And that is always this focus on the Fed and on
Washington and you know, the, the policy makers and I keep pointing out that it’s amazing how well this
country has done or for so many years despite Washington Right. Despite the meddling of the
government. And what we have to do is give ourselves, ourselves credit, us working stiffs, we go to work
every day and we try to do things that make things better for our us, our families, our communities. And
you know what we succeed despite the, the meddling of, of, of Washington. And that’s what kind of
what gives me hope. That as crazy as things are in our political system, the economy just continues to
deliver. And anybody who, you know, didn’t like democratic president, that bet against the stock
market, anybody who didn’t like a Republican president that better against the stock market than
missed some pretty awfully good returns.
00:36:35 [Speaker Changed] I heard Obama was gonna kill the stock market. Yeah. Didn’t happen. I
heard, oh, now Trump is in, he’s gonna kill the stock market. Didn’t happen. This Biden’s gonna kill the
stock market. Yeah. Didn’t happen. Didn’t happen. I mean, the takeaway is pay attention to profits and
ignore what’s going on in, in DC
00:36:52 [Speaker Changed] Companies, businesses, whether they’re public or private, we’re all become
very, very good at managing in challenging times. And sometimes those challenges come from the
government, you know, it shouldn’t be that way. The government should be in our side, not kind of
trying to pick in our pockets. And yet we do remarkably well.
00:37:12 [Speaker Changed] So one of the things you said about inflation, I found both to be fascinating
and unique and very insightful. You were the first person I saw that pointed out. CPI tends to go down as
fast as it went up. Yeah. There’s a symmetry here. Symmetry. When you get a giant surge Yeah. You’ll
get a giant collapse. Correct. Which is what we saw in 22 and 23. Yeah. You go back to the seventies, it’s
long, it’s slow, it builds, it’s structural that sticks around for a long time. Again, I have to ask, what is it
that makes this so symmetrical? Why is it that way?
00:37:46 [Speaker Changed] Well, the seventies was with the benefit of hindsight, certainly so far an
outlier. You had two energy shocks. You had, you started out the decade with ni Nixon devaluing the
dollar by closing the gold window. So Right. The dollar took a dive commodity price award, the anchovy
didn’t show up in Peru. So that affected soybean prices somehow other I wish Yeah,
00:38:08 [Speaker Changed] Well, butterfly effect.
00:38:09 [Speaker Changed] Yeah. Yeah. It was really crazy kind of stuff. And inflation was coming down
after, you know, the, the 73 energy crisis, but then we had a one in, in 79 and it went back up also, labor
unions were very powerful. The 30%
00:38:24 [Speaker Changed] Weight spiral.
00:38:25 [Speaker Changed] Sure. Yes. 30, 35% of the labor force had union contracts and they had cost
of living adjustments. Now I think something like 10% of the labor force is the private sector labor force
is unionized. So the, and they don’t, colas aren’t widespread. So you didn’t have this kind of automatic
wage price spiral, which is what we had in the 1970s. But in the current situation, look, we had a terrible
pandemic. I mean, you have to, you know, you have to be realistic. You have to, you know, go with the
flow of what’s actually happening instead of just imposing a model. And what a lot of the models missed
is, hey, we had a pandemic, it disrupted supply chains. And that lasted for a certain period of time and
they got fixed. And by the time they got fixed, consumers had already gone on a buying binge for goods
and said, you know, no moss, they didn’t really need any more goods.
00:39:17 And they swung over to services. And so goods inflation’s come down. By the way, I think the
other thing that the folks missed on why not getting inflation right, is they didn’t look at it globally. I
mean, it was, it was a layup that certainly it became obvious in fairly early on last year that China was in
a property bubble depression. And again, I’ve been doing this for a while and I saw it in Japan in the
eighties. I saw it in the United States in 2007, 2008. And these property bubbles, they, it takes five to
seven years to get out of the deflationary consequences of them. And now people are starting to
recognize that the Chinese are so desperate to goose up their economy, that they’re, they’re, they’re
going wild in production. They’re, they’re producing a lot of cheap cars and appliances. Right. And
they’re exporting them around the world. And that’s extremely deflationary
00:40:10 [Speaker Changed] Huh. Really intriguing. Let’s talk about housing for a moment. Lots of folks
are deeply concerned about commercial real estate. I I know you’ve been a little more sanguine than
some of the doomsayers in that space. What’s going on with commercial real estate?
00:40:24 [Speaker Changed] Well, I, again, I put the commercial real estate story in the context of rolling
recessions. And by the way, now we’re seeing some rolling recoveries, for example, demand for, for
goods by consumers is now starting to show more activity. But yeah, the idea was that, okay, we, we are
in a rolling recession of the commercial real estate market, but commercial real estate is a very diverse
kind of right market.
00:40:50 [Speaker Changed] It’s in it’s multifamily homes. Yeah. It’s warehouses, it’s medical facilities.
It’s not just offices. Yeah.
00:40:55 [Speaker Changed] The other thing I’d point out is that in the Great Depression, there was no
distressed asset funds. And again, this came from my understanding of the SNL crisis is the SNL crisis was
finally resolved with the resolution trust corporation. The, the RTC and Wall Street said, Hey, this is a
great idea. Why don’t we do this? Why don’t we like, you know, put together a lot of money and just
wait for something to blow up and buy stuff at 25 cents on the dollar. You know, and then we have
plenty of cash to fix these things and restructure them. I heard about a mall going out outta business in
Arizona that’s now a, a pickleball facility. And so the, and so it’s, we have, we have a remarkably good
industry that knows how to deal with distressed assets and clear the markets so that instead of having a
calamity in the banking sector, somebody loses a lot of money in their portfolio. It’s reduces your rate of
return in some portfolios, but somebody gets a really good deal out of it. Right. And turns it around and
is hiring people again.
00:41:55 [Speaker Changed] Right. There’s no such thing as toxic assets. Only toxic prices. Correct. So
let’s talk about residential real estate. What’s happening in that space? Clearly a, a huge shortfall in
supply. How long does this take for that to get fixed?
00:42:09 [Speaker Changed] Yeah, that’s, that’s a very complex situation and I think it reflects a whole
bunch of different developments. Certainly one of them is that a lot of people refinanced their
mortgages at record, low mortgage rates, and they’re kind of hesitant to sell their house. They don’t
want to sell their house and buy another house if they still need a mortgage at these kind of mortgage
rates.
00:42:34 [Speaker Changed] So Right. They’re, they were 3.5%. It’s 7% now. Yeah.
00:42:37 [Speaker Changed] Yeah. So’s
00:42:38 [Speaker Changed] That’s a bad trade.
00:42:39 [Speaker Changed] Not only that, but it’s like, it makes you feel smart living in a house where
you’re not paying much in, in a mortgage. And by the way, 40% of people who own houses, 40% of them
don’t even have a mortgage. That goes back to, to the story about the older Americans, the, the baby
boomers. Right. You know, don’t really have much in the way of expenses, but maybe they’re not
moving either. I mean, a lot of people may be moving down south, but some people are, are saying, you
know, it wasn’t a bad winner here in New York. May maybe we’ll stay, maybe we’ll get a, a small place
in, in Florida. So there’s a lot going on here. But look, the home builders, who would’ve thought with
mortgage rates at these levels that the home builders would be, you know, such great performers in the
stock market. But it’s this great opportunity for home builders. Yeah. I think a lot of this has to do with
regulation. It’s hard to get land, it’s hard to get permission to do what you want in building, in building
housing. So I think a lot of that is really more, once again, the government meddling.
00:43:33 [Speaker Changed] But that’s local government, not not national government. You know, you
don’t, you under build single family homes for a decade as the population grows. Right. I’m more
surprised we didn’t anticipate this coming sooner rather than later. Everybody felt Yeah. Post financial
crisis. Oh, that’s it. We’re, we’re never gonna see a demand for housing again. Yeah. And
00:43:53 [Speaker Changed] It’s having a tremendous impact on younger people that, you know, some
of ’em are still living, living at home and they’re delaying obviously having families. And even if they have
an apartment, they may be delaying having families. So this, this is having demographic consequences
that will have an impact along the way.
00:44:11 [Speaker Changed] We saw reduced household formation during the 2010s. But that seems to
be picking up again. Right. I know that’s something you track when household formation rises, demand
for houses tend to follow. Right.
00:44:22 [Speaker Changed] Absolutely. And so again, we’ve had this, this rolling recession that’s hit
housing, single family housing, and yet home prices are all time record high. So you really have to be
very flexible in, in looking at this economy and recognize how things change and you know, how models
that used to work don’t work anymore. Let’s
00:44:42 [Speaker Changed] Talk about fiscal stimulus. You wrote a really interesting piece A couple of
weeks ago. We had the CARES act, CARES Act one was 10% of gdp. DP Cares Act two cares, act three
cares, act three under the Biden administration, the two previous CARES act under the Trump
administration, the CHIPS Act under the current administration, the infrastructure bill, the Inflation
Reduction Act. Many of these are not single year spends. Correct. But decade long programs, given the
work you’ve done with Tobin on fiscal stimulus, how big a wind is at the back of this economy given the
coming decade of fiscal spend?
00:45:22 [Speaker Changed] I think again, the answer is in the data and what the data shows is that, you
know, there’s this monthly report called construction put in place that comes out from the government.
And it’s e every month. The numbers are phenomenally strong outside of residential construction. So
what we’re seeing is that infrastructure spending all time record high, all these programs really are
translating into actual dollars being spent on rebuilding or building new infrastructure. When you look at
the private sector, construction of structures, you see that manufacturing facilities are soaring. So we’re
building lots of those, you know, ev plants and battery plants and semiconductor plants and so on.
00:46:08 [Speaker Changed] You’ve been talking about onshoring, so the reverse of what we saw in the
eighties and nineties of offshoring Yep. How significant an economic factor is. And and, and obviously a
lot of this traces back to the pandemic. Yeah. When we, we couldn’t get, you know, medical protective
equipment or masks or really, it was shocking to realize how much crucial infrastructure we decided to
outsource, how substantial a chunk of the economy can all this onshoring be and how long lasting is
this?
00:46:40 [Speaker Changed] Well, that’s, that’s a a great question. I’m thinking that as you said, it’s, it’s,
it’s got legs. It’s gonna be with us for a while. And then of course once these facilities are built, they’re
gonna be a lot of automation and robotics there. But they’re still gonna need to, to be supported. I
mean, even artificial intelligence, given what we know about it today, requires a tutor to say, no, no, no,
you, you know,
00:47:06 [Speaker Changed] Stop hallucinating.
00:47:07 [Speaker Changed] Yeah. Stop hallucinating. Right. So humans are still gonna be essential and
we’ve got a very tight labor market for, particularly for skilled workers. And as a result of that, I think
that the onshoring effect continues. I mean, we’ve got really cheap energy here. Natural gas prices are
low because
00:47:24 [Speaker Changed] Record, record oil production. Yeah. I mean, all time highs.
00:47:27 [Speaker Changed] I mean, you know, you, you reduce your transportation costs if you produce
here rather than, than elsewhere. But the labor problem is a problem. But I think it gets solved with
innovation, with technology and providing robotics automation.
00:47:40 [Speaker Changed] What about the high skilled immigration? That that used to be a big part
Yeah. Of the labor market in the nineties. I’m
00:47:45 [Speaker Changed] Struggling with that immigration issue. I mean, we’re talking not tens of
thousands or hundreds of thousands. We’re talking a few million. This is
00:47:53 [Speaker Changed] Shortfall of, of bodies to fill jobs.
00:47:56 [Speaker Changed] Yeah. But you got the migrants coming in and the question is, at what point
will they be allowed to work? At what point will they be actually reflected in the official statistics and
how many of ’em will actually be left here depending on the politics? I mean, there’s one presidential
candidate that has basically said that he’s gonna send them all back. So it’s How
00:48:18 [Speaker Changed] Realistic is that? We’ve we’ve heard that before. Yeah. It doesn’t really
happen, does it? Well,
00:48:22 [Speaker Changed] The reality is that what we need is a lot more legal, migration. Legal.
00:48:27 [Speaker Changed] So what I’m, when I talk about immigration, I’m really talking about Silicon
Valley and c-suite executives and high skilled people coming from Yeah. Places like China and India and
Vietnam and Turkey and other places where Eastern Europe, where they’re highly educated Right. In the
STEM area, which we certainly could use more of. We could
00:48:50 [Speaker Changed] Use more of. Absolutely. And, and, and for many of them, they, they wanna
be here. They’d love to be invited here. And it’s, it’s safer here. You know, if you’re in, in Taiwan, well,
why not? Why not bring more people over from there, from Eastern Europe with, you know, with, with
skills. But legal migration is the way to go because then you know that the people that are coming in are
gonna be working as opposed to being a burden on, on the social system. But that gets so political these
days. It’s right. It’s hard
00:49:17 [Speaker Changed] To talk
00:49:17 [Speaker Changed] About. It’s, it’s hard to talk about.
00:49:19 [Speaker Changed] You mentioned legs. Let’s talk about legs, quote. This is a long-term bull
market. Discuss where we are in this bull market and how long could the long-term be?
00:49:31 [Speaker Changed] Well, look, I, I think what clearly everybody knows and certainly has had a
big impact on the psychology and the thought process that went to thinking about the past couple years
is that recessions, cause bear markets, the bear, the bear market anticipates that the way things are
going in the credit system, we’re gonna get a, a bear market to stocks. And what happens is earnings
expectations go down and then valuations go down and earnings get really whacked because not only
do revenues go down, but the profit margin goes down. Right. So everything goes wrong. And the only
question is, are you gonna be down 25% or 50% and is it gonna last a year or is it gonna last several
years? And so there’s a lot of uncertainty around that. And people say, get me out. I don’t wanna take
risk. So I think to have an opinion about how long this bull market’s gonna last, you have to have an
opinion of, well, when, if we didn’t get a recession, now we had the most anticipated recession of all
times.
00:50:29 Right. The past two years, the Gadot recession, the no-show re recession, maybe it’ll show up.
But if, if you agree with me that, that historically you need to see that tight monetary policy causes
financial crisis, credit crunch recession. And that’s not very likely, especially now that the Fed has pretty,
I I think, I don’t think they’re gonna be raising rates again. And if we get into trouble, I think they will
lower interest rates. So it’s how do you get a recession when the Fed now is on the right side of the
monetary policy cycle and they have room to lower rates if that’s necessary. But I raised the question of
whether that’ll even be necessary. ’cause I think the economy remains resilient. I think interest rates are
appropriate where, where they are right now. And so I don’t see a recession and I’ve been promoting
the idea of the roaring 2020s scenario.
00:51:16 [Speaker Changed] Well, it’s 24, so you’re saying 4, 5, 6 more years to go. Yeah. So it, it’s
interesting. ’cause and
00:51:22 [Speaker Changed] Those could be the, the, the biggest of, of the
00:51:25 [Speaker Changed] Roar always the end of the bull market Yeah. Is the, is the greatest gains.
Yeah. So when we look back at the past two years, we’re recording this towards the end of the first
quarter in 20 24, 20 22 s and p was off not quite 20%, about 19%. The Nasdaq down about 30%. No real
recession on an inflation adjusted basis. You had a couple of negative quarters of GDP, but you never
had the full broad right. Requirements of an actual recession and then the great recovery in 2023.
Where does that leave us standing here? You mentioned not too long ago that hey, this market’s come a
long way. Maybe it’s time for a breather.
00:52:09 [Speaker Changed] Yeah, about a year ago. Really Now, I, I predicted that we would get to
5,400 by the end of this year.
00:52:17 [Speaker Changed] Not that far away.
00:52:18 [Speaker Changed] That’s, that’s the problem I’m having here is like, yeah, I don’t wanna see
this by the middle of the year. You know,
00:52:23 [Speaker Changed] I was gonna say, you go away in August and take the rest of the year off.
00:52:27 [Speaker Changed] Well, same thing happened last year, by the way. Right. I thought we’d get
to 4,600, we got to 4,800, but we got to 4,600 by the middle of last year instead of the end of last year.
And so yeah, I was, I said, well, yeah, I’m not gonna raise my forecast here. And then I did actually
anticipate the correction that, that we had 10% and then that was down the low was made October
27th. And it’s been vertical since then as the ai.
00:52:50 [Speaker Changed] And just to put, just to put this in context, you take the sell off in 2022, you
take the recovery in 2023 and the average over those two years, you’re flat. You’re flat for, for two
years. Yeah. That’s why every time people say, oh, we’ve come so far, so fast. Yeah. Flat over two years.
Yeah. Doesn’t seem that far.
00:53:07 [Speaker Changed] That’s not much of a return.
00:53:08 [Speaker Changed] Yeah, that’s exactly right. So you’re talking about AI again, many people
seem to like to talk about that as a bubble. What do you see going on in, in that sector?
00:53:19 [Speaker Changed] Well, I think at this point, given what I’ve experienced personally with
things like chat, GPT, you know, when, when I, I think the Roaring 2020s started to get discounted in the
stock market on November 30th, 2022, that’s when OpenAI introduced chat, GPT. And so I immediately
signed up for the $20 a month version of it. Pretty,
00:53:45 [Speaker Changed] Pretty reasonable, right?
00:53:47 [Speaker Changed] About $20 a month through,
00:53:48 [Speaker Changed] Through your Microsoft account.
00:53:50 [Speaker Changed] Yeah. And, and I thought, man, this is really great. Maybe it’ll write my, my,
my research for me and I can just, you know, do it from the beach. And, and I found out that I was
spending more time finding the mistakes that, you know, I mean, it’s, you know,
00:54:07 [Speaker Changed] I mean, it’s only gonna get better.
00:54:08 [Speaker Changed] It’s only gonna get better. I mean, right now it’s kind of like autofill, you
know, where you’re typing on word and it starts to anticipate what the next word might be. So it’s kind
of like autofill and speed and steroids. I mean, it, it actually gets you back to the old idea that Benjamin
Franklin gave us, which was the speed, you know, haste makes waste and So it’s, it’s too fast. It sounds
kind of credible. And I saw somebody did a, some really beautiful videos and one was a bull in a, a China
shop, and the bull kept hitting all the, the China and none of it broke. So, you know, the editor has to go
back and explain to the artificial intelligence that when the bull hits that you, you gotta show what is
being broken. So it, it requires a tremendous amount of handholding, babysitting, editing, from what
I’ve seen so far. But so much money is being thrown in this area. And it’s, it’s basically just hyper
computing. It’s, you know, the ability to, to anticipate what’s gonna come next, but some human is
gonna continue to need to, to monitor these things.
00:55:11 [Speaker Changed] I have personally found that I spend less time with Google when I’m
researching a topic and more time with either chat GBT or perplexity, which is either clawed or I’m
forgetting the other engine that drives that because it organizes the answers in such a usable way. Yes,
it does. And Google has just become a massive ads and Yeah. They were getting away with this for a long
time, and suddenly people accuse him of being a monopoly. Clearly they’re not. Yeah. If a simple app
can eat their lunch the way they are, well,
00:55:43 [Speaker Changed] That’s the wonderful thing about technology is capitalists use technology
are always looking for opportunities to put somebody outta business that’s got a great business model.
I, I understand that the CEO of Nvidia runs the company with the assumption that it’s, it’s gonna go
outta business unless he’s constantly thinking about what the next new, new thing is. And, you know, he
started out with gaming and then went to Bitcoin mining and those worked until they didn’t work. And
now he’s got GPU and he realizes that there’s gonna be something after GPU.
00:56:14 [Speaker Changed] Since you mentioned Bitcoin, I saw a quote of yours asking the question, is
Bitcoin digital tulips? Tell us about Bitcoin.
00:56:23 [Speaker Changed] I don’t want to get any hate emails
00:56:27 [Speaker Changed] From
00:56:27 [Speaker Changed] People who love,
00:56:28 [Speaker Changed] Have fun being poor, Dr. Ed.
00:56:30 [Speaker Changed] Well, that’s, that’s the thing is I wanna confess that I’ve got a tremendous
amount of fomo, you know, when it comes to Bitcoin. You know, I, I kept looking at it at, you know,
when I was two digits in price and three digits, and it just kept going up and up and I said, this is this,
this, this has gotta be a, a bubble. It may still be a bubble in the sense that it’s, there is a comparison
with the tulip bubble in, in, in Holland centuries ago. But there’s a huge difference in that is once the
tulips were sold to all the suckers in, in Amsterdam, that was the end, you know? Right. That was the
beginning of the end of the, the bubble burst. Real, real quick, what’s unique about Bitcoin is it’s a
market that’s open 24 by seven on a global basis. And there’s a lot of people like myself with fomo. I’ll
probably get in at the top,
00:57:20 [Speaker Changed] Let me know when you buy so I can sell mine. Exactly. I have a little bit, I
have a little bit of Bitcoin and a little bit of t that we bought a couple of years ago. I mean, maybe I’m
breakeven. I I don’t even pay attention to it. I think of it as like a single company. Yeah. Like, hey, it’s an
Amazon or an Apple, and if it works out great, not,
00:57:36 [Speaker Changed] I’m not gonna tell anybody that they’re wrong to Right. To have it. I mean, I
just, you know, you, you need that on a global basis. You, you continue to have buyers and so far so
good.
00:57:46 [Speaker Changed] It, it would’ve been nice to buy it when it was a hundred bucks. Yeah. That
would’ve been, that would’ve been fun.
00:57:50 [Speaker Changed] Look, I I, I’m an old fashioned kind of a, of economist and strategist. I need
earnings, I need dividends, I need rents, I need something I can, I can value. I, I don’t really have any,
any, any of that.
00:58:00 [Speaker Changed] You’re not a commodity investor really.
00:58:02 [Speaker Changed] Not really. No. I mean, commodities go up, they go down, you know, and
it’s the old story. The high, the best cure for high commodity prices is high commodity prices.
00:58:09 [Speaker Changed] Classic.
00:58:10 [Speaker Changed] But again, that makes Bitcoin different because, you know, it, the algorithm
is such that higher prices don’t lead to more supply, though it does lead to more competitive doge coins
and things like that. Huh.
00:58:22 [Speaker Changed] Really interesting. Let’s talk about the book that you put out not too long
ago. Predicting the markets You cover four decades as an economist, right. And a strategist on Wall
Street, and you put out so much research every day. How on earth did you find the time to put this
together?
00:58:41 [Speaker Changed] Well, I don’t play golf.
00:58:43 [Speaker Changed] Okay.
00:58:43 [Speaker Changed] So that, that saves a lot of time. Same, same. I do play tennis. Yeah. And
that’s only about an hour, but I really enjoy it. And when it, it comes to the book, you know, I’ve been
doing this for a while, you know, more than four decades, and by 2015, 16, I got inspired to like, put
together what I’d learned and mistakes made and insights accumulated. I felt like, you know, anybody
who’s just kind of getting into the, into the business, they’re not gonna be able to experience what I
experienced. It’s exactly what the title says is a professional autobiography. I, I actually did have quite a,
quite a good time writing it.
00:59:18 [Speaker Changed] And you talk about predicting everything from stocks, bonds, commodities,
currencies, earnings, how challenging is it predicting the future when you know the world is so uncertain
and there are so many random events.
00:59:34 [Speaker Changed] Well, that’s what makes it so interesting, right? Is, you know, there, there’s
no clear way to get it right all the time,
00:59:41 [Speaker Changed] But you’ve gotten it a lot more right. Than most people. And, and we’ll go
through a quick list of things. I have to ask you what you saw in each of these. Okay. That led you to the
right prediction, starting with in the early eighties you identified disinflation coming from globalization
and technology and the bullish result of that into the equity markets. What were you looking at that led
to that conclusion?
01:00:07 [Speaker Changed] Well, in, in the early eighties, my focus was on disinflation, attributable to
the Fed tightening up on monetary policy and that we would have a pretty severe recession and that
would potentially be deflationary.
01:00:22 [Speaker Changed] And we ended up with a double in, what was it, 81 and 80 and 81 or 80 and
82. Yeah.
01:00:28 [Speaker Changed] But then along the way it, globalization became a big deal in terms of my
analysis, especially with the end of the Cold War in the late 1980s, I’d observed, based on the US CPI,
going all the way back to the 18 hundreds, the CPI has these peaks historically, they’re not random.
They’re actually associated with wars. Huh. And so my thought was that wars are obviously inflationary,
you know, world trade gets cut off. Competition is, is cut off. Commodity prices go up during war times.
And so I said, well, wait a second. So if this is the end of a great war, the Cold War was, you know, there
was some heat to it between Vietnam and Korea and all that, but it was maybe even a continuation of,
of World War ii in, in, in some ways
01:01:20 [Speaker Changed] Big spike in the mid forties, early fifties in inflation. Yeah.
01:01:24 [Speaker Changed] That was actually one of the models that I looked at for thinking about the
current situation, is that we had this huge spike in the, after the war in durable goods inflation because
all the soldiers came back and they wanted cars. And Ford was building bombers. And so it took ’em a
couple years to retool and then all those durable goods inflation came down like a stone, just the way it
did in the current environment when we saw durable goods inflation going up with the supply
disruptions. And then once the disruptions were ameliorated, it came right back down.
01:01:57 [Speaker Changed] I, I think that’s the best parallel to the post pandemic. Yes, I agree. People
talk about the seventies and, and the nineties, really. You think about moving from a wartime footing to
peacetime footing and that whole transition and pent up consumer demand. Yeah.
01:02:11 [Speaker Changed] So when, when the Cold War came to an end in the late eighties, the Berlin
Wall comes down. Most economists were saying, this is gonna be terrible for inflation. ’cause all these
people behind the Iron Curtain are gonna want everything. It’s gonna be terrible for interest rates ’cause
they’re gonna need to borrow money. And, you know, it could work the other way around. It could be
that all these, all these people create bigger markets, more competition, more globalization as, as we
call it now. Deante was a very powerful disinflationary force. Huh.
01:02:39 [Speaker Changed] Really interesting. In 93, we talked about this earlier, but I want to spend a
little more time on this. You called Technologies’s growing impact, the high tech revolution. Like that’s a
big weighty phrase. What made you realize, hey, this is more than just an incremental shift Yeah. In how
we spend money. This is revolutionary, right? What were you looking at?
01:03:03 [Speaker Changed] I have to admit, I’m a bit of a geek. I, I grew up in California, in Campbell,
California, which is right next to San Jose. And my father worked for IBM and this was back in the, in the
sixties. And he, he used to bring home four train COBOL manuals and things like that. I had a lot of
technology around me in, in California. I wish they wouldn’t have moved back to the Northeast. ’cause
I’d probably be a billionaire by now. ’cause I would’ve gotten into all that
01:03:29 [Speaker Changed] And the better weather to
01:03:30 [Speaker Changed] Say nothing better and a better, better weather. But yes, I’ve, I’ve always
had this fascination with technology and it’s been my view that economics has been badly merchandised
as the optimal allocation of scarce resources. It’s, that’s just a depressing idea that what, there’s only so
much and we all have to figure out the best way to distribute it. Well, no, no, no. Economics is actually
about technology solving that problem through, its,
01:03:57 [Speaker Changed] It’s about abundance, not scarcity. Yeah.
01:03:59 [Speaker Changed] Yeah. And so I started to, you know, I, I was an early believer in the internet
and so early that in 1995, as I mentioned before, I had my own website and, you know, I had
publications on there. They didn’t auto the charts didn’t automatically update. I wrote some of it, but
then I had a software programmer who knew what we was doing, kind of really polish it off again, at, at
Deutsche Bank, which, you know, CGL Lawrence, Deutsche Bank, we had Frank Huron’s team coming in
in the nineties. So there was a lot of technology analysts. And so our morning meetings were full of
discussions about technology and what impact it, it was doing. I mean, even when I was at EF Hutton,
which was in the eighties, there was a lot of excitement about a company called Mitel, which was a, a
telecom company. And as a matter of fact, you know, e even back then, there was, there was a lot of
hoopla about all this stuff.
01:04:55 [Speaker Changed] Where did Quaran end up? Was it Credit Suisse first Boston? I remember
he was in a big shop. I
01:04:59 [Speaker Changed] Don’t think, I think he, I think I, I really don’t know. I think eventually went
off on his own, but, you know, he did extremely well.
01:05:06 [Speaker Changed] When was it clear to you that the technology revolution had morphed into
a bubble in the late nineties
01:05:14 [Speaker Changed] When Alan Greenspan started to talking about justifying what had
happened in the stock market as a lottery?
01:05:21 [Speaker Changed] He, what year was that?
01:05:22 [Speaker Changed] It was 1999. He gave a testimony about, about the stock market, and he
said, well, you know, yeah, things look stretched, but you know, you have to look at the stock market as
a lottery. People buy a lottery ticket. It’s not necessarily a rational thing, but, you know, the, the payout
is so great that it attracts a lot of buyers. So he, he, he gave what, what I call the, the, the lottery
testimony. And that, that was one aspect of it. The thing that really nailed it for me, it, you know, really
was a amazing timing was Barons ran a, a piece, I think it was actually at the beginning of 2000, or
maybe in late 1999, where they said that all these dot coms were burning cash and they weren’t gonna
get another round.
01:06:07 [Speaker Changed] Amazon dot bomb, I think was the, the headline of, I don’t remember if that
was Howard Marx or, or Baron’s or both. Yeah. But that was January, 2000. Yeah. The timing was pretty
good.
01:06:20 [Speaker Changed] Yeah. I think also Jeff Bezos made the front cover of Time Magazine. Time
Magazine. Yep. And that was the, the curse. The, the
01:06:26 [Speaker Changed] December 99. Yeah. It was a quarter later. It was done. Let’s talk about the
two thousands. You identified the coming commodity boom after China joined the World Trade
Organization in 2001. In hindsight, that’s perfectly obvious. A lot of people missed it. Yeah. What led you
to that conclusion?
01:06:46 [Speaker Changed] I’d seen lots of photographs in a few videos of what China looked like in the
1980s. Not China overall, but, you know, some, some of the urban areas, Shanghai and things like that.
They’re all riding bicycles. Right. They’re all riding bicycles in the 1980s. And then I’m looking at some of
these pictures of what’s going on after they joined the, the, the World Trade Organization in 2011 and
2001. They, they’re all riding cars. And I’m reading about how you gaining all this migration away from
the villages to the towns and urban from
01:07:22 [Speaker Changed] The farms to the city. Yeah.
01:07:23 [Speaker Changed] From the farms to the city. And so urbanization always has a tremendous
impact on an economy. We started to see all these ghost cities being built. ’cause the Chinese viewed
empty apartments as a good place to stash some of their wealth. The commodity demand was pretty
obvious, and you could see it in the charts. And I was recommending overweighting materials, energy,
and industrials. MEI, this is after I, I and everybody else recommended, TMT, you know, technology,
media and telecom. That was what we all did in the 1990s. And then in the 2000 there was MEI.
01:08:00 [Speaker Changed] So let’s talk about the period leading up to the great financial crisis. It was a
lonely time to be a bear. Everybody was pretty bullish. What led you to turn bearish on financial stocks
before the GFC? Yeah,
01:08:16 [Speaker Changed] I, look, I don’t, I don’t want to take any credit for getting that, that market
right. Other than getting the financials, which actually, when I think about it was a pretty good call. But
yeah, I think in 2007 we started to get lots of news suggesting that the, the subprime mortgage market
was gonna take the, could take the system down. And so I recommended Underweighting financials.
You know, the, the better call would’ve been just get outta financials.
01:08:46 [Speaker Changed] Yeah. I recall being on TV in early oh seven talking about derivatives and
subprime, and the anchors laughed at me. In hindsight, we all know what happened. Yeah. But
throughout oh seven, yeah. There wasn’t a lot of love for anyone who was bearish.
01:09:03 [Speaker Changed] No, no.
01:09:04 [Speaker Changed] What sort of pushback did you get at the firm when you were talking about
by then, you had already launched your own firm
01:09:10 [Speaker Changed] At 2007. Yeah.
01:09:11 [Speaker Changed] So, so what sort of pushback did you get from clients saying underweight
financials here wa was there, what was the response like?
01:09:18 [Speaker Changed] Well, you know, I’ve been around for a while as I, as I’ve said a few times
on, on the program here, and I’ve got very good relationships with these people. And, you know, many
of them have been listening to me and, you know, talking to me for, for years. So they kind of respect
my opinion. I didn’t really get much pushback. I mean, you know, I, I explained why and they said that
makes sense.
01:09:39 [Speaker Changed] What about the bottom call March, 2009?
01:09:42 [Speaker Changed] I’m very proud of that one. I was at Merrill Lynch. One of my accounts was
Merrill Lynch Asset Management in Princeton. I walked into the meeting, we were all depressed. You
know, this was, this was actually March 6th, 2000 day or two before. Yeah. So March 6th, the official OI
think was March 9th. Right. But so I, I come out of the meeting and some, one of the traders kind of
walked by and said, how, how’s the market said it just hit 6 6 6 on the s and p 500. I said, that’s the
double number
01:10:16 [Speaker Changed] By that number.
01:10:17 [Speaker Changed] Yeah. So actually I used that in, in marketing. My, my, my thought. I said,
you know what, this is like the Da Vinci code. You know, it’s that 6, 6 6 was, was it? But no, I I i, I thought
that, you know, the bull bear ratio, which I tend to follow quite a bit, was down to 0.6. Everybody was
bearish.
01:10:38 [Speaker Changed] Everything was at an extreme in March oh nine. I mean, where, whether
you look at sentiment or what have you.
01:10:44 [Speaker Changed] Yeah. There’s also, there was the issue of Mark to market. And I had started
a conversation with Gary Ackerman, who was a congressman from, from Queens. I actually went to his
office, I recall, and I said, you got, you gotta stop this mark to market stuff. It’s, it’s like a doom loop. And
he listened. He didn’t say anything. But then it was in, in, in March, I think March right around after we
bought him that he gave a speech in Congress in which he said they were gonna hold he hearings and try
to determine why, why the regulatory agency hadn’t eliminated Mark to market.
01:11:26 [Speaker Changed] There was a FS B rule change not long after then. Yeah, that’s right. The
financial Accounting standards board. Yeah. In the beginning there was some mark to make believe.
Yeah. We used to call it, but at a certain point, if you’re holding treasuries, they’re in your hold to
maturity account. Why do you have to mark it every
01:11:43 [Speaker Changed] Day? Exactly. It’s not relevant. Exactly. That was the point I made. And
Ackerman bought into it, and he was on the committee that made a difference. So it, it all kind of came.
So, so I kind of under knew what was going on in Washington, which is occasionally is, you know, has
given me some, some insights and not often.
01:12:00 [Speaker Changed] So you’ve been pretty steadfastly bullish throughout the 2010s and 2020s.
Yeah. What has kept you on the right side of this bull market trend? This whole time,
01:12:10 [Speaker Changed] As a matter of fact, during that period, I kept a, a log book or a diary of
what I call panic attacks. And so, you know, when Brexit occurred, people got
01:12:20 [Speaker Changed] All 2013. Yeah. Something like that.
01:12:23 [Speaker Changed] Yeah, something like that. Anyways, when Brexit occurred, there was
expectations that the market would take a dive, and it did for two days. Right. And I said, okay, there’s
another panic attack because, you know, the great financial crisis was so traumatic that ever since then,
people have been looking over their shoulder for the, for the, for the next calamity.
01:12:43 [Speaker Changed] Isn’t it always that way? It’s always way. Don’t, don’t these dislocations
create a sense of PTSD amongst investors and traders.
01:12:50 [Speaker Changed] Yeah. I think that that’s true. That’s absolutely true.
01:12:52 [Speaker Changed] I have to ask you about, you’ve been tracking the importance of the baby
boomers to major trends. Is it true demography is destiny? Is that accurate? Yeah.
01:13:02 [Speaker Changed] Yeah. I mean, most economists don’t really study or do much work on
demographics because it’s just too slow, you know, to, to have any immediate impact. And all the cool
kids are looking at, you know, the business cycle and right. Calling the next recession. But I think
demography is extremely important. It’s been very helpful to me in understanding the, the us. But I got
an interest in the subject because I’m a baby boomer and there’s 75 million of us, or at least that’s how
many were born. I had this notion early on in my life that I was special and really important. Then I
started to work for a living and, and started to study the, the economy and realized that I was just one of
75 million stiffs doing the exact same thing. Nothing special about me at all. But it did give me some,
like, as Peter Lynch said, you know, sometimes just look at your life and look around you, and that’ll give
you some, some real insights. So demography is important, extremely important. Obviously with regards
to China, it’s, it, it helped me understand that. I mean, I, for the past few years I’ve been saying China’s
not investible, partly because of the demographic issue. You know, the consumers aren’t gonna be as
red hot as people were anticipating, but it’s also the government run by a Maoist. Huh.
01:14:17 [Speaker Changed] Really interesting. Last question before we get to our favorite questions. I
know you track sentiment and pay attention to what goes on with that. Over the past couple of years,
especially following the surge in inflation, the sentiment has been worse than the 87 crash, worse than
the dotcom implosion, worse than the covid lockdown and worse than the great financial crisis. How
does this make any sense?
01:14:44 [Speaker Changed] It’s a great setup for the Roaring 2020s, right? I mean,
01:14:47 [Speaker Changed] Climbing the wall of worry. Is that what it’s gonna be? Yeah,
01:14:49 [Speaker Changed] Climb, climb a wall of worry. I mean, there’s so many things to worry about,
01:14:52 [Speaker Changed] But there’s always things to
01:14:54 [Speaker Changed] Worry about. There’s always things to worry about. I don’t know. I mean,
it’s, it’s pretty scary stuff right now on a geopolitical basis. We didn’t talk about that, but
01:15:01 [Speaker Changed] Ukraine, middle East, what? Ukraine, middle East, Taiwan,
01:15:04 [Speaker Changed] Russia, I mean, all that. It’s, it’s all concerning. Stock market doesn’t seem
to care. And I, I think that’s because the oil market hasn’t really had an issue with it so far. So that’s
something to watch out for.
01:15:18 [Speaker Changed] All right. So let’s jump to our favorite questions that we ask all our guests.
And you’re the perfect person to ask the first question. Tell us what you’ve been streaming these days.
What’s been keeping you entertained? It could be either shows or films.
01:15:33 [Speaker Changed] I’m a big fan of Netflix and the o other movie, movie channels My wife and I
do enjoy. We don’t go to theaters the way, the way we did. And so we do usually watch a movie at, at
home on, on a Friday night. There’s been a lot of really good, good flicks. One that I particularly thought
was amazing was American fiction
01:15:56 [Speaker Changed] Just came out. It just came out really looks great. Won and won Academy
Award. Yeah,
01:16:00 [Speaker Changed] I won Academy Awards. I’m not sure for, for what? But screenplay, I think
if, if I was doing, yeah, I think so. But I, I would’ve nominated. I, I would’ve, I think it was nominated for
Best Picture.
01:16:10 [Speaker Changed] And it’s a great cast also, isn’t it?
01:16:12 [Speaker Changed] It’s a, it’s a great cast and it’s got a lot of irony of it about identity politics
and it’s political without being political. It’s very human. Yeah.
01:16:21 [Speaker Changed] So I, that, that’s in my queue. Give, give us another one.
01:16:24 [Speaker Changed] I saw Oppenheimer, but meanwhile Spielberg keeps coming up with these
great docudramas about World War II and up
01:16:32 [Speaker Changed] In the air, I think.
01:16:33 [Speaker Changed] Yeah. Masters of Masters of the Air on
01:16:35 [Speaker Changed] Apple. That looks really fascinating. Really, really
01:16:37 [Speaker Changed] Good.
01:16:38 [Speaker Changed] I saw a clip of one of the aerial dog fights. It’s unbelievable. It’s
unbelievable, right? You’re like right there. Yeah.
01:16:46 [Speaker Changed] Oh yeah. But when you realize that they got in these bombers recognizing
that their chance of coming back was at best 50%. Right. At best. So, you know, they were, they were
really just Cannon father. The, the, the bravery there was the achievement was, was absolutely
extraordinary. I do like World War II kind of docudramas.
01:17:06 [Speaker Changed] I know you saw Oppenheimer, I assume you saw a Barbie. Yep. Any other
films you wanna mention?
01:17:12 [Speaker Changed] I think it’s Griselda. It’s, it’s a, it’s a docudrama about a, a lady who was a, a
huge cocaine dealer dealer in, in Miami. And she was very entrepreneurial. She, she figured out that,
that there was a huge market in selling cocaine to upper middle, middle class people. And
01:17:34 [Speaker Changed] The wife from Mo from Modern Family, I’m drawing a blank on her name
right now. Yeah, yeah. She’s hilarious.
01:17:39 [Speaker Changed] Oh, she was, she was phenomenal. The acting was, was absolutely great.
Huh.
01:17:43 [Speaker Changed] Let’s talk about some of your early mentors who helped to shape your
career.
01:17:47 [Speaker Changed] Well, I, I recall being at, at Cornell University, and I was a, a, a member of a
group that kind of brought in interesting speakers on economics and politics. And so I, I, I pitched Henry
Kaufman over at SSON Brothers and I gave him a call, asked him if he’d have any interest in coming and
giving a talk to us. But he sort of was my, my role model. I wouldn’t, he certainly wasn’t my mentor. I
liked the idea of being on Wall Street and being an economist. So I, I’d say he, he was kind of relevant in
that regard.
01:18:23 [Speaker Changed] Let’s talk about some books. What are you reading now and what, what are
some of your favorites?
01:18:27 [Speaker Changed] Well, the, the, the, I think it’s called Engineers that, that won World War ii.
And so I’m reading that I had read another book about Liberator Bomber. So that’s why I, I really
enjoyed the Spielberg Show. Other than that, these days I, I haven’t had a lot of time to read ’cause
we’ve been upgrading our chart system and, and I introduced this new product, the Quick takes. So
that’s, that’s kept me pretty busy. So I’m, I’m writing a lot more than I’m reading.
01:18:59 [Speaker Changed] So let’s get to our final two questions. What sort of advice would you give
to a recent college grad interested in a career, either as an economist or an investment strategist, or
both?
01:19:11 [Speaker Changed] I think first and foremost is Learner Wright. Unfortunately, from my
minimal observations about younger folks these days, they, they, they don’t really know how to write.
Maybe that’s ’cause everybody’s texting and sending messages that way. You know, knowing something
about grammar and, and being able to communicate in writing is important. But so is being able to do so
verbally. You know, we live in a very media oriented kind of world these days. So I think that’s
important. History has always been important in my way of, of thinking when about the markets.
There’s a long history to the stock market and now that’s history has become more relevant than ever.
People are talking. Is it, is it the 1920s that the 1970s is in the 1990s? And so it, it helps if you have a, a
certain grounding on how, how that all works. I would even say geopolitics understanding, well, you
know, what, what are the risks in the Middle East? Who, who are the players? What are the history of
that area? Having a a good solid background in, in all of that, I think is, is helpful. Most importantly,
don’t get hung up with learning from somebody who’s selling a model that explains everything. Huh.
01:20:23 [Speaker Changed] Really interesting. And our final question, what do you know about the
world of investing and research analysis today? You wish you knew 30 or 40 years ago when you were
first getting started?
01:20:35 [Speaker Changed] This may sound remarkably trivial, but I wish I, I knew, but I didn’t really
fully appreciate the power of dividend investing. The people that I see that have the biggest smiles on
their faces in my cohort of, of baby boomers are the ones who’ve been long-term investors. They, they
bought stocks. They bought property. They, they invested for the long haul and they didn’t get pushed
outta the market. You know, by, by volatility. They, they found opportunities. The benefit of hindsight, I
would’ve invested personally and I would’ve had stocks today that I would’ve bought many, many years
ago. Which, which I don’t.
01:21:10 [Speaker Changed] Just the power of compounding.
01:21:12 [Speaker Changed] Just the power of compounding. Even a, even a company like, and it’s just
not, it’s not even dividends. I mean, if you think about Microsoft, there’s a point where Microsoft, you
know, in the nineties was, you know, the, the hot place to be. And then for many, many years, it wasn’t
the hot place to be. And look at it now,
01:21:29 [Speaker Changed] Just past Apple for a biggest market cap again.
01:21:32 [Speaker Changed] Yes. So, you know, if you just have a diversified portfolio of, well-managed
companies, I think the idea of buying companies where the founders are still, there seems to be also a u
useful insight into what companies you wanna invest in. People who kind of view their companies as
their babies, that they created them. They, they wanna make ’em better. It doesn’t always work. Uber’s
management had had a change along the way.
01:21:59 [Speaker Changed] We work as well. But, but you know, I could give you a hundred other
examples where, where it has worked. Thank you, ed, for being so generous with your time. We have
been speaking with Dr. Ed Denni. He is the president and founder of Denni Research. You can find all of
his research and writings@yarddenny.com. If you enjoy this conversation, well check out any of the
previous 500 or so we’ve done over the past nine years. You can find those at iTunes, Spotify, YouTube,
wherever you find your favorite podcasts. Be sure and check out my new podcast at the Money, 10
minute conversations with your favorite masters in business guests, discussing the most important
subject for your money, earning it, spending it, and perhaps most important of all, investing it at the
money on Bloomberg Radio and in your Masters in Business Podcast. Speed. I would be remiss if I did
not thank the correct team that helps put these conversations together. Together every week. Juan
Torres is my audio engineer. Atika Val Brown is my project manager. Anna Luke is my producer. Sean
Russo is my head of research. Sage Bauman is the head of podcasts here at Bloomberg Ein Barry ul.
You’ve been listening to Masters in Business on Bloomberg Radio.

 

~~~

 

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Wages & Inflation Since COVID-19

 

 

Putting the final touches on my quarterly RWM client call, I wanted to share a chart that is surprising to many people. The above shows changes in the BLS Average Hourly Earnings and Consumer Price Index since the Pandemic blew up in February 2020.

What seems to surprise people: On average, U.S. wages have outpaced inflation since 2020.1

What are the key drivers here? Two big things stand out:

Fiscal Stimulus: At nearly $2 trillion, CARES Act I was the largest fiscal spend as a percentage of GDP (about 10%) since World War Two. CARES Act II was another $800 billion;  CARES Act III was nearly 1.8 trillion (I and II under Trump, III under Biden).

These dumped a ton of cash into the economy all at once in 2020 and 2021. CPI inflation peaked in June 2022, as most of the pig was through the python by then.

Shrunken Labor Force: There are many factors driving unemployment down to 3.8%, the lowest since the 1960s, but I see 3 major elements:

1. Reduced Immigration during both Trump & Biden Administrations; Under Trump, legal immigration fell around 1 million people each year; that continues under Biden during the pandemic years of 2021 and first half of 2022. It has since rebounded in 2H ’22, 2023, and 2024;

2. COVID deaths in the United States were a factor, as had more than 2 million COVID-related deaths; while age was a factor, many of the people who died were in what BLS defines as “Working Age” (16-64);

3. Disability inlcudes a variety of elements (Illness, Injury, Long Covid, etc.) but for the last 15 years it has been gradually rising until COVID, then it spiked. For women, disability was flat until Covid, then picked up dramatically.

The basic maths is a shortage of qualified workers (or even bodies to put to work) equals rising wages.

Many other factors exist, but I suspect these two are the most significant…

 

 

Previously:
Which is Worse: Inflation or Unemployment? (November 21, 2022)

A Dozen Contrarian Thoughts About Inflation (July 13, 2023)

Who Is to Blame for Inflation, 1-15 (June 28, 2022)

 

__________

1. This is the average, and there is a longer discussion to be had about how that breaks down by quartiles or deciles, but I will save that post for a future date.

 

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1958 BMW 507 Series II Roadster

In the northeast, Spring has fully sprung. Temps are expected to kiss 80 today, and after a mild winter, we have been enjoying abundant sunshine. The daffodils and tulips are up, the magnolias are blooming, and the pear and cherry trees are explosions of colors!

All of that blue sky beckons us to hop in a roadster to enjoy the open road.

My first high HP car was a BMW convertible, but the open-top car that set the standard was the 507. BMW produced only 252 of these from 1956 to 1959. The plan was to export thousands per year to the United States, but it was too expensive to be a mass-market car. US importers had originally projected a $5,000 price, and sales of 5,500 units per year. But the expensive materials and bespoke hand assembly made 507 sell for closer to $10,500 — out of reach for most consumers. That failure led to heavy financial losses for BMW.

The specs:

3.2 liter V8 engine
4-Speed Manual
150/160 horsepower
0-60 mph = 11.1 seconds
Top speed 122 mph
2930 pounds

Too bad I couldn’t afford one of these in the 1990s — they went for well under $100k; today they auction for $1– 2 million dollars. This one, owned for 36 years, is up for auction, final bid on May 2nd.

 

Source: Classic Driver

 

 

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10 Sunday Reads

Avert your eyes! My Sunday morning look at incompetency, corruption and policy failures:

The Man Who Killed Google Search: When Raghavan joined the company, Yahoo held a 30.4% market share — not far from Google’s 36.9%, and miles ahead of the 15.7% of MSN Search. By May 2012, Yahoo was down to just 13.4% and had shrunk for the previous nine consecutive months, and was being beaten even by the newly-released Bing. That same year, Yahoo had the largest layoffs in its corporate history, shedding nearly 2,000 employees — or 14% of its overall workforce.  Under Raghavan, Google has become less reliable, less transparent, and is dominated by search engine optimized aggregators, advertising, and outright spam. (Where’s Your Ed At?)

• Why You Can’t Get a Restaurant Reservation: How bots, mercenaries, and table scalpers have turned the restaurant reservation system inside out. (New Yorker)

How G.M. Tricked Millions of Drivers Into Being Spied On (Including Me): This privacy reporter and her husband bought a Chevrolet Bolt in December. Two risk-profiling companies had been getting detailed data about their driving ever since.(New York Times)

Scammers are targeting teenage boys on social media—and driving some to suicide. Hundreds of tips began flooding in from across the country, bucking the trend of typical exploitation cases. Usually, older male predators spend months grooming young girls into sending nude photos for their own sexual gratification. But in these new reports, teen boys were being catfished by individuals pretending to be teen girls—and they were sending the nude photos first. The extortion was rapid-fire, sometimes occurring within hours. And it wasn’t sexually motivated; the predators wanted money. The tips were coming from dozens of states, yet the blackmailers were all saying the same thing: “I’m going to ruin your life.” “I’m going to make it go viral.” “Answer me quickly. Time is ticking.” “I have what I need to destroy your life.” (Businessweek)

The Jews Aren’t Taking Away TikTok: But conspiracy theories that say otherwise are coming for democracy itself. (The Atlantic) but see also Israel Military Purge Escalating, Will Topple More Major Officials: ‘Avalanche’ of exits to include defense minister, IDF commander, Shin Bet chief, sources say (Spy Talk)

McKinsey Under Criminal Investigation Over Opioid-Related Consulting: Justice Department is investigating the consulting firm’s advice to manufacturers of OxyContin and other opioid products. (Wall Street Journal)

The salmon industry faces extinction — not because of drought, but government policies and politics: The main reason is the decline of the salmon population in the Sacramento River to such an unsustainable level that there’s reason to fear that it may not recover for years, if ever — unless government policies are radically reconsidered. Commercial fishers who relied on the fall-run salmon as their dominant source of income have struggled to find alternatives. (Los Angeles Times)

Fox News has destroyed American confidence in itself: Collapse of trust in government is a purely American phenomenon. Why? Because we have Fox News and the others don’t. Oh, they have tabloids and conservative newspapers and so forth, but nothing like Fox News, which makes its living by spreading outrage over the way the country is run. (Kevin Drum) see also America’s Fox News Problem: When it comes to misinforming the American public about the issues that matter to policymakers, many are quick to blame the internet, especially Facebook and Google. However, other factors have been at work for far longer than those companies — false memes, factual misinformation, political bias. Many of those roads lead to Fox News. (The Big Picture)

The Humbling of Marjorie Taylor Greene: “She has, in very little time, undermined the influence of her party’s entire right flank, driving less unhinged Republican, slike the poo-flinging chaos monkeys they are” (New York Times)

How athletes and entertainers like Shohei Ohtani get financially duped by those they trust: Wealth management experts say athletes and entertainers who squander enormous sums fall into three interconnected buckets: They are naive about or inattentive to their finances; they make risky investments; they overspend on family, friends and expensive toys. (Los Angeles Times)  (No paywall at AOL)

Be sure to check out our Masters in Business this week with  Dr. Ed Yardeni, President of Yardeni Research and former Chief Investment Strategist at Deutsche Bank, Cheif Economist at Prudential, and researcher at the Federal Reserve Bank of New York. His most recent book is “Predicting the Markets: A Professional Autobiography.”

 

How’s the PE Winter looking? Yes, you probably have to care about this one

Source: Financial Times

 

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~~~

Still on book leave . . .  but I am past the midway point and making good progress!

 

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10 Weekend Reads

The weekend is here! Pour yourself a mug of  coffee, grab a seat outside, and get ready for our longer-form weekend reads:

We might be closer to changing course on climate change than we realized: Greenhouse gas emissions might have already peaked. Now they need to fall — fast. (Vox)

Tesla Is Not the Next Ford. It’s the Next Con Ed. Elon Musk’s EV empire is crumbling. Of late, Tesla’s cars have come to seem a bit hazardous. Their self-driving features have been linked to hundreds of accidents and more than a dozen deaths. Then, earlier this month, the company recalled its entire fleet of Cybertrucks. (The Atlantic) see also Tesla’s in its flop era: The company’s sales are falling, its stock is dropping, and even its most ardent supporters are stressed about where it’s all heading. (The Verge)

It Introduced Ozempic to the World. Now It Must Remake Itself. Novo Nordisk’s factories work nonstop turning out Ozempic and Wegovy, its blockbuster weight-loss drugs, but the Danish company has far bigger ambitions. (New York Times)

Fidelity Reminds ETF Industry It Doesn’t Have To CareVanguard: Plow any money made back into making the funds bigger (cheaper) and better; Schwab: Make money for shareholders the way most public companies do: generate bottom line profits (the business), and increase multiples (the brand and growth story); Fidelity: Secure the Bag for Abby Johnson and other private shareholders. (Echo Beach)

Jerry Seinfeld Says Movies Are Over. Here’s Why He Made One Anyway: The billionaire comedian could be doing anything with his time and talent, so why did he direct a movie about Pop-Tarts? In a candid conversation, Seinfeld explains all that—as well as his role in making that instantly-legendary Curb finale, and his sense that people misunderstood his own show’s notorious ending. (GQ)

Ant geopolitics: Over the past four centuries quadrillions of ants have created a strange and turbulent global society that shadows our own. (Aeon)

27 Takes On What It Means To Be a Serious Person: What do we mean when we call somebody “serious” or “unserious”? Let me say, right off the bat, that I don’t think there’s a definitive answer to this. Seriousness is something we recognise in people, or feel we recognise, without being able to fully articulate (The Ruffian) see also Do you have an inner monologue? Here’s what it reveals about you. While experts disagree on how common self-talk really is, they wholeheartedly agree that it’s a valuable tool for self-discovery. (Nat Geo)

What Kind of a Superpower Is India Becoming? The 2024 Indian general election is already underway, and the popular and controversial Narendra Modi looks to be the favorite. How is India changing under Modi? (The Ringer)

How the New York Times became the White House’s least favorite paper: The Petty Feud Between the NYT and the White House Biden’s people think they’re “entitled.” The Times says “they’re not being realistic.” (Politico)

Physicists Finally Know How the Strong Force Gets Its Strength: New discoveries demystify the bizarre force that binds atomic nuclei together. (Scientific American)

Be sure to check out our Masters in Business this week with  Dr. Ed Yardeni, President of Yardeni Research and former Chief Investment Strategist at Deutsche Bank, Cheif Economist at Prudential, and researcher at the Federal Reserve Bank of New York. His most recent book is “Predicting the Markets: A Professional Autobiography.”

 

The evolution of equity markets by country/cap

Source: UBS

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~~~

Still on book leave . . .  but I am past the midway point and making good progress!

 

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MiB: Ed Yardeni on the Roaring 20s

 

This week, we speak with Dr. Ed Yardeni, President of Yardeni Research, a provider of global investment strategies and asset-allocation analyses and recommendations. He previously served as Chief Investment Strategist of Oak Associates, Prudential Equity Group, and Deutsche Bank’s US equities division in New York City.  He taught at Columbia University’s Graduate School of Business and was an economist with the Federal Reserve Bank of New York and at the Federal Reserve Board of Governors and the US Treasury Department in Washington, D.C.

He is the author of “Predicting the Markets: A Professional Autobiography.”

We discuss how his unusual career developed, with his covering both Investment strategy AND economic analysis. He has put together an enviable track record of analyzing when risk is low or high, and how investors should be positioning their portfolios.

A list of his favorite books is here; A transcript of our conversation is available here Tuesday.

You can stream and download our full conversation, including any podcast extras, on Apple Podcasts, SpotifyYouTube, and Bloomberg. All of our earlier podcasts on your favorite pod hosts can be found here.

Be sure to check out our Masters in Business next week with Joanne Bradford, who held executive leadership positions at Microsoft, Yahoo, Pinterest, Demand Media and BusinessWeek. She served as the Chief Revenue Officer at Microsoft, COO, and Chief Marketing Officer at SoFi (2015-2019), Most recently, she was President of Honey, where she orchestrated the sale of to Paypal for $4 billion. She was named one of Ad Age’s 100 Most Influential Women in Advertising.

 


 

Ed Yardeni Favorite Books

Engineers of Victory: The Problem Solvers Who Turned The Tide in the Second World War by Paul Kennedy

WORRYBIRD: The Life Story of a WWII Bomber and the Crew Who Flew by Roderick Stanley

 

 

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