The Big Picture

Transcript: Ankur Crawford, Portfolio Manager, Alger Capital Appreciation

 

 

The transcript from this week’s, MiB: Ankur Crawford, Portfolio Manager, Alger Capital Appreciation, is below.

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MASTERS IN BUSINESS
Bloomberg Radio  ·  Hosted by Barry Ritholtz

Transcript: Dr. Ankur Crawford
Executive Vice President and Portfolio Manager, Alger

 

00:00:08  BARRY RITHOLTZ: This week on the podcast, another extra special guest: Dr. Ankur Crawford is co-head portfolio manager of large cap strategies at Alger. She’s got a fascinating background. She was an engineer at Intel, won a number of patents, and was the awardee of the Intel PhD Fellowship. She’s been recognized as one of the top women in asset management.

If you’re interested at all in the details of how artificial intelligence, semiconductors and software work, as I am, you’re going to find this to be a fascinating conversation. With no further ado, my conversation with Alger’s Ankur Crawford. Ankur Crawford, welcome to Bloomberg.

00:01:03  ANKUR CRAWFORD: Thank you for having me, Barry.

00:01:05  BARRY RITHOLTZ: So let’s start with your background, which is really kind of fascinating. Bachelor’s degree in mechanical engineering and materials science and engineering — that’s a double BS from UC Berkeley — and then a master’s and a PhD in materials science and engineering at Stanford. What was the original career plan?

00:01:27  ANKUR CRAWFORD: I didn’t have one, to be honest. When I made the decision to become a mechanical engineer, I was kind of following my brother’s footsteps. He was a mechanical engineer and became an orthopedic surgeon. And I realized if I didn’t know what I wanted to do, I wanted to keep my options open.

00:01:46  BARRY RITHOLTZ: So he becomes an orthopedic surgeon with a mechanical engineering degree. Is he designing replacement joints and things like that?

00:01:55  ANKUR CRAWFORD: He does. He does actually bring that aspect of his engineering background into devices, different device configurations. And he works a lot with the device companies as well. But there’s also — as a kid I loved figuring out how things work, whether it was a car or a calculator, and I would always be fidgeting to understand how things work. I loved building, so mechanical engineering kind of felt like — I’m just a curious person. So I like to satiate that need to know how things work.

00:02:34  BARRY RITHOLTZ: And I read somewhere that you originally wanted to be an astronaut. Is this correct?

00:02:39  ANKUR CRAWFORD: I did. I grew up — till I was five, we lived in Florida, close to Cape Canaveral, and we would go watch the space shuttle take off. And I was so fascinated by space because it was almost ethereal — this thing goes up into the sky. And for me, the astronauts were celebrities. So for a long time I did want to be an astronaut.

00:03:08  BARRY RITHOLTZ: So I have Florida somewhere in between. You’re born in Kansas — is this correct?

00:03:08  ANKUR CRAWFORD: Yes, yes. Kansas.

00:03:14  BARRY RITHOLTZ: But you end up in the Middle East.

00:03:16  ANKUR CRAWFORD: Yes.

00:03:17  BARRY RITHOLTZ: And then you’re sent to a convent boarding school in the Himalayas. Is this possibly right?

00:03:17  ANKUR CRAWFORD: Yes.

00:03:17  BARRY RITHOLTZ: That has to be an AI hallucination, right?

00:03:26  ANKUR CRAWFORD: No, that is all correct.

00:03:27  BARRY RITHOLTZ: And then you end up in Buffalo, New York.

00:03:30  ANKUR CRAWFORD: You got it.

00:03:31  BARRY RITHOLTZ: All right, so that’s real human research, not chat. I’m curious — that is a broad global life experience. How does that shape your views on either international investing, or just the concept of risk and reward?

00:03:49  ANKUR CRAWFORD: Yeah, I think it more so shapes the way I think about the cultural differences. When I look at companies, when I look at management teams, I understand very well that there are certain cultural differences that are simply endemic to businesses and to management teams. And just because a management team isn’t necessarily always bullish, or they’re always telling you the negative aspect of their company, doesn’t necessarily mean that there’s something wrong.

An example of this is this company called Nebius, where the CEO is a Russian CEO who is incredibly humble, and he will never tell you what’s right. He will always point out to you all the things that are wrong. And a lot of investors are like, “I don’t — that doesn’t sound good.” And I’m kind of looking at the opportunity, because that’s just his culture, right? It’s his culture not to be boastful.

So just living in all these different countries and having exposure as a kid to many different religions, it gives a really unique perspective on any problem that you look at, because it helps take the blinders off.

00:05:13  BARRY RITHOLTZ: It’s fascinating. I never really thought about how a societal, cultural set of norms makes its way to management. You think about the Japanese culture — the sort of bravado and very aggressive forecasts we tend to see in the United States, you would never see anything like that.

00:05:13  ANKUR CRAWFORD: That’s right.

00:05:35  BARRY RITHOLTZ: In Japan. How do you calibrate what is cultural nuance and what is just, hey, there’s a problem here and they’re telling us this is an issue?

00:05:48  ANKUR CRAWFORD: Yeah, I think you have to know the business, right? The first thing is, know the business, and then you can calibrate the tone of the management. An example is Taiwan Semiconductor. I remember speaking to them over many of these years that we’ve owned the stock.

And I would always say, “You guys are going to become the single supplier of leading edge. Why is it that you can’t take up pricing?” And they would always talk me down and say, “Oh no, we are here to serve our customer, we are here to —” And I was like, “There’s absolutely no reason for you not to be raising pricing.”

And they would just push back, because that wasn’t part of their philosophy. It wasn’t part of the philosophy that Morris Chang had kind of put into place in the early years. However, that is what they ended up doing. And so I had to take that with a grain of salt, understanding that’s their philosophy.

It was a little frustrating at the time, but a business is a business, and at some point the realization of how good that business was came into the numbers.

00:07:01  BARRY RITHOLTZ: So you mentioned the advantage of really understanding the business. You are an Intel doctorate fellow, you worked as an engineer at Intel, you hold multiple patents. How much of an advantage is that when you’re looking at semiconductors or AI or any of the hyperscalers? What advantage does that give you?

00:07:24  ANKUR CRAWFORD: Look, I think understanding the technology is kind of crucial right now, because in this world of AI, there are a lot of people who don’t really understand what is happening under the covers. And that’s dangerous. And that’s why you also see the volatility that you see today — they’re kind of loose holders and not truly understanding the different dynamics of the technology. And it’s just a hard way to invest when you can get shaken out because you don’t have conviction in the technologies.

So I feel like it’s always helped. And in part because — chips. I was a semiconductor analyst when I first started at Alger, and I kind of immediately understood, well, I understand what a deposition tool is. I used one. I understand what etching is. I used this tool. I understand what the issues are in fabricating a chip, and how hard it is to fabricate a chip. So it just gives you a little bit of an edge on the conceptual understanding and where the industry is going.

So early on, I remember in 2011, ’12 or ’13 — one of those years — I put together a presentation about how we’re at the end of Moore’s Law and what will happen if we’re at the end of Moore’s Law. And I sent the presentation out to all of the companies that I covered and I said, “I would like your feedback, and tell me why I’m wrong.” But that was thinking kind of eight, nine years ahead, because it had implications for the entire sector. And so those kinds of insights, I think, are easier. Not that everyone can’t have them — they just come probably a little easier because I understand the technology.

00:09:19  BARRY RITHOLTZ: So I see the advantage of having the technical background as an analyst. I’m curious what made you leave the technical field — being an engineer and working with semis — to becoming an analyst in the space and working on the financing of semis?

00:09:39  ANKUR CRAWFORD: Yeah, I had gone through my graduate career, and really I had set some goals for myself. I want to write this many papers. I want to present. I want to be useful to society. And at the end of it, I felt like I had kind of achieved all those goals, but I wasn’t happy.

I just wasn’t content and happy. And I thought to myself, my gosh, if I have achieved everything that I set out to do and yet I’m still not happy, what happens if I become a professor and we just go through a tough spot on raising money, or whatever it might be like in the research? Will I be even happier? And I think that self-awareness made me realize I needed to go look somewhere else.

And when I came to Alger, it was really like — I was thinking I’d be here for two years and then go back and do a postdoc somewhere and be a professor. And I never left.

00:10:46  BARRY RITHOLTZ: Really, really interesting. One of the complaints I’ve heard from people who are technologists or engineers or what have you is that everything has become so increasingly specialized and narrow that you get put into a silo. You have no idea what’s going on in any of the adjacent sciences, more or less even within your field. Everybody gets too specific. Was that a concern?

00:11:11  ANKUR CRAWFORD: Oh, for sure. And that’s a great insight. I was in a room — this is probably a 15-by-15 room. I spent three and a half years in the basement of a building at Stanford taking care of a tool that was about this big.

00:11:11  BARRY RITHOLTZ: Wow.

00:11:27  ANKUR CRAWFORD: I was the plumber and the electrician, carrying out cryopumps and fixing them. And it was a very narrow, lonely experience.

00:11:38  BARRY RITHOLTZ: I can imagine.

00:11:39  ANKUR CRAWFORD: And my advisor was fantastic, but just that process required — it was very narrow. And I’m very proud of the work that we did, but it was very, very niche.

00:11:53  BARRY RITHOLTZ: So you move from a field governed by the laws of physics and nature to another field kind of governed by the eccentricities of human behavior. What are the challenges in that transition?

00:12:10  ANKUR CRAWFORD: I didn’t know anything when I started in this business. I knew a lot about atoms and materials and magnets, and how to make a chip. But I really didn’t know very much about investing. So honestly, it was all new to me.

So the challenge was really understanding — I was always asking why. Well, why does this happen? Or why does the stock go up on this? Or why does the stock not go up on this? And understanding that human behavior aspect was more a fascination versus a challenge, because this idea of expectations versus the truth — I grew up in a world where there is a single answer, right?

Where you write an equation and there is a way to do it, versus people can skin the cat in so many different ways in what we do. You can get to the same result in an infinite number of ways. So I suppose that was the challenge, of understanding that there isn’t just one way of doing it, but perhaps you have to understand the different ways, then adopt your own way of approaching the problem.

00:13:41  BARRY RITHOLTZ: I love the Richard Feynman quote: imagine how much harder physics would be if electrons had feelings. Right? Always cracks me up, at the intersection of science and investing. So you answer a recruiting ad from Alger despite knowing nothing about investing. What made you think your skills might get you through the door at a shop like Alger?

00:14:13  ANKUR CRAWFORD: I didn’t really. I really didn’t. I was reading a book — it was written by a bunch of McKinsey consultants at the time, and I forgot the name of the book, but it was all about profit and loss and just businesses, how businesses are run. And I really didn’t know, honestly, Barry, what I was applying for.

I knew that I needed to do something else. I had worked at Merrill Lynch for a summer before I had started graduate school and I loved it. It was kind of the emerging markets debt desk. And I was like, let me give this a go again.

And when I applied to Alger, I knew that I was curious enough that I would be able to cross the chasm, and I would be able to learn and give back to our company.

00:15:07  BARRY RITHOLTZ: Huh. Really, really —

00:15:08  ANKUR CRAWFORD: But I really didn’t know.

00:15:10  BARRY RITHOLTZ: Well, that’s really fascinating. We’ll explore that more coming up.

We continue our conversation with Ankur Crawford, co-PM of the large cap strategy at Alger and PM of the concentrated portfolio ETF, talking about her career at Alger. I’m Barry Ritholtz, you’re listening to Masters in Business on Bloomberg Radio.

00:15:35  BARRY RITHOLTZ: I’m Barry Ritholtz, you’re listening to Masters in Business on Bloomberg Radio. My extra special guest this week is Dr. Ankur Crawford. She is portfolio manager at Alger, where she co-PMs the large capital appreciation strategy as well as running the concentrated ETF.

So we were talking earlier about — you answered an ad that Alger had put up to hire people. I read a story that Alger’s CEO Dan Chung hired you right on the spot. That’s kind of unusual in this space. Tell us about what happened there.

00:16:17  ANKUR CRAWFORD: It was funny. I actually walked into this meeting — I had just come back from Tahoe, I’m a big skier — and I was really frustrated because it was pouring outside, and I walked in like drenched and really upset. And I was like, the only good thing about this is that it’s snowing in Tahoe. And Dan happens to be a skier.

I didn’t know that. And so we started this conversation talking about our mutual love of skiing. After that, I think he realized I didn’t know very much at all about investing, and he asked me my opinion of Intel versus AMD. And this was 2003, 2004, and peak —

00:17:01  BARRY RITHOLTZ: Intel.

00:17:02  ANKUR CRAWFORD: It was peak Intel. And I remember saying, “You know, I worked at Intel, and I think I prefer AMD versus Intel, because this is kind of what I’m seeing inside of Intel.” Not inside information, but more the culture that had developed. And we had this long discussion about it.

That evening they hosted a kind of get-together for all of the applicants. And Dan and I got into an argument about NAND versus hard disk drives.

00:17:38  BARRY RITHOLTZ: And you were on the NAND side, right?

00:17:39  ANKUR CRAWFORD: Well, he was telling me that all hard drives were going to go to zero.

00:17:44  BARRY RITHOLTZ: And he was eventually right?

00:17:45  ANKUR CRAWFORD: And he will be eventually right. And you know what’s so funny? I just had this discussion with him yesterday, and I was like, “Dan, we had this discussion 22 years ago.”

00:17:55  BARRY RITHOLTZ: It only took you two decades to be right. In trading, early is the same as wrong.

00:18:01  ANKUR CRAWFORD: Yeah. Well, it was great, because we had this really — it wasn’t a heated conversation, but it was definitely kind of looking at this problem in two different ways. And as we were walking out, he was like, “You’re hired.”

00:18:15  BARRY RITHOLTZ: Just like that.

00:18:15  ANKUR CRAWFORD: Just like that.

00:18:15  BARRY RITHOLTZ: I need someone who’s not afraid of me, who will stand up and make me think of this problem from multiple angles.

00:18:23  ANKUR CRAWFORD: Well, I think it’s a little bit of the culture that we have at Alger, of it’s always better to have different perspectives versus go along with the norm and be consensus, and to always encourage that debate. And one thing I am for sure — especially because, again, I come from a place of, we’re always trying to find the truth. There is an answer. I do bring that to the table here too, in that there is an answer, right?

Whether or not you look at it from one angle versus the other, there is an answer. The earnings are the answer. The trajectory of earnings are the answer. And getting that right can be a topic of debate, and how you get there — we can debate it to make sure that we’re getting to the truth.

00:19:15  BARRY RITHOLTZ: So you start in the analyst training program at Alger, you advance to a research associate, then an analyst, then a tech sector head, and ultimately a portfolio manager. What transition was the most challenging? What changed the way you thought about the job?

00:19:36  ANKUR CRAWFORD: I would say that the transition from being an analyst to a portfolio manager. And even as a tech sector head, I kind of had my fingers in everything, and my little OCD tendencies were still able to play out a little bit. That transition to portfolio manager, however, required a different skill set, which was allowing for other people to do the thinking and the detailed work, which I loved to do. And kind of taking a much more macro perspective and a bigger picture perspective, where it was a much more Socratic methodology of questioning and asking the right questions to guide the analysts in the right direction. And that was like — I used to do that with the companies, right?

I would ask all these questions of the companies, but doing it with your peer set and people that work with you is a little bit different. And so that was kind of a tough transition for me.

00:20:52  BARRY RITHOLTZ: So you have a PhD but not an MBA. I’m curious, the apprenticeship you went through, going through all those steps at Alger — what do you think you learned through that process that, hey, a green MBA right out of school is going to take them a couple of years to figure out?

00:21:12  ANKUR CRAWFORD: When you are on the hook for real performance for real clients, and you make a wrong decision, it isn’t like doing poorly on a test, right? It’s simply not equivalent, because you actually feel the pain of having made that decision that impacted someone else. So I think learned abilities that are experiential just have a different impact than when you’re sitting in a classroom. Because I think in a classroom, the consequences are just lower than they are when you’re really investing other people’s money.

00:22:02  BARRY RITHOLTZ: That is the classic academia versus real life. All right, I didn’t get a hundred, I got a 96, isn’t the same as this one position is ruining all of my performance for the quarter.

00:22:15  ANKUR CRAWFORD: That’s right.

00:22:16  BARRY RITHOLTZ: It’s very different.

00:22:17  ANKUR CRAWFORD: And I think what you learn from it is — I have this book where I used to write down, and not so much anymore, but I have all my learnings from when I was a kid in the business, to remind myself not to make those same mistakes again. And I haven’t looked at it in a while. I probably should go back and see how I developed, because there were so many learnings that I would carry with me and have shaped who I am today.

00:22:49  BARRY RITHOLTZ: I think that’s how Ray Dalio wrote Principles — just writing all his mistakes and what he learned from them.

00:22:54  ANKUR CRAWFORD: Oh, really?

00:22:54  BARRY RITHOLTZ: Yeah.

00:22:54  ANKUR CRAWFORD: I love Principles. I actually have his book for kids.

00:22:58  BARRY RITHOLTZ: Oh, really?

00:22:59  ANKUR CRAWFORD: Yes. I thought it was so good.

00:22:59  BARRY RITHOLTZ: That one I haven’t read. But he’s described Principles as just every mistake he’s made, every adjustment he’s made, and ultimately how to turn errors into better performance. It’s really very insightful, especially from a time when Wall Street didn’t love to admit they ever got anything wrong.

It’s kind of fascinating. So you ran Alger’s tech sector and then took over, with your colleague, the capital appreciation strategies. Being hyper-focused in one sector versus broad capital appreciation — what’s that transition like? That sounds like a really big leap, from something you’re very comfortable with to, gee, there’s a lot of risk and a lot of uncertainty around that sort of new job description.

00:23:50  ANKUR CRAWFORD: Yeah, absolutely. But look, there’s things that rhyme. And I think the sector I struggled with most was healthcare, because it is so incredibly esoteric.

00:24:02  BARRY RITHOLTZ: Why is healthcare so esoteric? You come out with a drug, you sell a few billion dollars worth, everybody’s happy.

00:24:08  ANKUR CRAWFORD: Yeah, but it doesn’t quite work that way all the time.

00:24:08  BARRY RITHOLTZ: No, does it?

00:24:08  ANKUR CRAWFORD: So there’s all this legislative overhang, there’s regulatory stuff that’s happening. There’s subsidies that come and go. There’s a political backdrop that you have to always be aware of for healthcare. So healthcare actually was a part of the market where it didn’t really rhyme with anything that I had done before. But if you think about industrials and financials, those were cyclicals — cyclicals of a different nature.

Some were long-time cyclicals versus semis. Financials were also cyclicals tied to the economy. The emphasis more on the macro was something I started to incorporate more in my thinking. But for someone who is very curious — I’m always curious and I’m always asking questions — to me it was kind of a breath of fresh air to expand my purview, to understand and synthesize how the world works. I quite enjoy having that broader perspective.

And what else is super interesting — and I’ve only had this appreciation probably in the last decade — is how history rhymes. So I have become a bit of a history fan. And in part because I started when I was working with my now 18-year-old and doing history homework with her. And all of a sudden I started to realize there is so much that is similar that is going on today, as has happened before.

So I think that is also really fascinating as you start to pull the big picture together, because it just gives you a different perspective on sectors and how to invest.

00:26:18  BARRY RITHOLTZ: Huh. Really, really interesting. So you also are the sole manager of the Alger Concentrated Equity strategy, which is now in ETF form. When I think of concentrated portfolios, we’re talking 15, 20, 25 names. How many names are in it, and then how do you size them? Are they all equal weight, or how — what does that look like?

00:26:43  ANKUR CRAWFORD: Yeah, so this portfolio is 20 to 30 stocks. It is an actively managed, fully transparent ETF. And when we think about sizing for the portfolio — look, the concept of this portfolio is to just invest in the best businesses that are going to have the greatest change and have the best risk-reward at any given point in time.

00:27:10  BARRY RITHOLTZ: So tell us the full name of the ETF and the —

00:27:14  ANKUR CRAWFORD: It’s the Concentrated Equity portfolio, and the ticker CNEQ. So the idea here is we want to invest in the best companies that are going to be benefited by the best growing trends in the market, and the compounding nature of earnings should drive the portfolio and drive the companies that are within that portfolio. So position sizing is just like any other portfolio: the risk-reward dictates how big the companies are in the portfolio. And there are some that — Nvidia’s currently at a 13.5% position in the portfolio, whereas there’s other companies that we’re weighting at the bottom of the portfolio, kind of like Figure Technologies, that is smaller and waiting to see when the true traction in their markets starts and the overhang of some of the selling — and to take it up.

But each of the businesses that are owned in this portfolio have large opportunity and big TAM.

00:28:27  BARRY RITHOLTZ: Total addressable market. Yes. CNEQ. All right, I’m going to make a note of that.

So I know Alger, back when it was Alger Capital Growth or Alger Capital Management, launched in 1964. What does growth investing mean at Alger? Because there are definitions that seem to be different from place to place. What are you looking for that perhaps the market hasn’t priced correctly?

00:28:54  ANKUR CRAWFORD: So I think what makes us interesting as growth investors is that the fundamental thing we look for is not necessarily growth — it is change. And the change begets the growth, right? So the growth is an output of the change. And I think that’s an important differentiator, because it’s not just expressed as, let’s do a screen and find the companies that are growing the fastest.

It is, let us look for the change. Because where there is change, there is often unidentified opportunity, and because of that, we will get the growth. So we have a significant research team that is always looking for change. Now, the way that Fred had initially incepted this concept of change was to look at two different pillars.

The first is what we call high unit volume growth. And that is a typical kind of company that is growing their top line. They become market dominant, or have a positioning where they’re taking a lot of share, very forward thinking, and it expresses itself as high top line and growing bottom line. It could be small and mid-cap companies, it could be larger companies.

Really, it spans the gamut of change and growth. So that would be more of a typical growth company. Traditional growth.

00:30:21  BARRY RITHOLTZ: A kind of a traditional growth company.

00:30:21  ANKUR CRAWFORD: Yeah. The other side, which I think makes us really unique, is what we call lifecycle change.

And oftentimes we like to show this — it’s almost like an S-curve. We like to invest in the companies that are early on in the S-curve, and companies that have already gone through the S-curve, they’re kind of saturated out of their markets and they’re starting to question who they are.

00:31:05  BARRY RITHOLTZ: Saturated as in fully priced, or saturated as in, hey, that’s as big as their market share is going to get?

00:31:11  ANKUR CRAWFORD: Yeah, that’s as big as their market is going to get. So what you see is oftentimes companies where they were great growth companies, and all of a sudden their growth has stabilized, or growth is starting to approach GDP.

00:31:25  BARRY RITHOLTZ: Mature.

00:31:25  ANKUR CRAWFORD: Kind of more mature, right? So kind of a more mature company. And then the management has a decision to make: am I still a growth company, or am I going to just milk what we have? And oftentimes that begets change.

So a new management comes in and decides we’re going to jettison all our low-growth businesses and start buying higher-growth businesses, and it changes the profile of the business. It could be a regulatory change that makes the company a little bit more growthy than it was historically. It could be M&A that again re-accelerates top line growth. It could be a technological change that they really embrace.

And this was Microsoft in its early days, when Satya Nadella first came to the helm. So it’s almost as if the company had a decision to make, and we’re looking for changes where the decision from here is to get onto a growth trajectory — and then study how they execute, such that it drives both top line and bottom line growth. So oftentimes when we buy companies that are on that side of the ledger, people will think they’re value names, and they’re not really value names. They’re actually unidentified and misunderstood growth. And that’s how we think of them.

And a great example of this is what’s happening to the hard disk drive companies right now, where they were trading at single digit multiples, but in an era of AI, all of a sudden you need a lot more data and you need to store all that data. So hard disk drives all of a sudden became in shortage, and now they’re taking pricing, and their earnings power has gone up three, four, fivefold over the last few years.

00:33:24  BARRY RITHOLTZ: Even though people thought it was at the tail end of their useful —

00:33:24  ANKUR CRAWFORD: That’s right.

00:33:24  BARRY RITHOLTZ: — life cycle, they found a second life.

00:33:32  ANKUR CRAWFORD: That’s right. And so that is also a change, and it happens to be a change in the market broadly, right?

00:33:41  BARRY RITHOLTZ: So that raises a really fascinating question I have to ask you. There are companies that appear to be on the back end of their lifecycle, their growth has plateaued. Maybe they’re not gaining market share, maybe the market itself isn’t growing. How can you identify when something is legitimately fading, or potentially at the start — like, I know IBM just had a rough quarter, but how many times has that company reinvented itself and been left for dead only to surprise everybody?

And there’s a bunch of others. Microsoft, you brought up, is another example. What were they, 30, 40 years old when Nadella came in? That’s a huge turnaround story. So how do you identify when, hey, these guys are never going to be what they once were, versus, no, there’s something real happening?

00:34:42  ANKUR CRAWFORD: Okay, so there was this publicly traded fintech company that was just struggling, in part because they had saturated their markets and there was nowhere for them to grow. And it was becoming a lot more competitive. CEO and CFO leave, new management comes in, put together a brand new strategy that is fantastic. Our team looks at it, it’s like, promising.

However, the core issues of their business have not been resolved, right? Do you go from a four and 5% grower to a 10, 12, 15% grower with the strategy? We couldn’t really resolve that they would be able to get there, because the pressures in their markets were so significant.

00:35:33  BARRY RITHOLTZ: Competitive, mature, et —

00:35:35  ANKUR CRAWFORD: — cetera. Competitive maturity. They were just fighting to kind of stay alive, or stay at that like three, four, 5% type growth. So that was one that we looked at. The catalyst was a new CEO, a new management team.

Like, the entire management team was different, but to us it wasn’t really logical that they could change the trajectory of the business. Microsoft, a completely different story, because Satya comes in, he says, we’re going to turn the ship, we’re going to develop cloud. And then we started to understand what it meant to go to a SaaS-based business. Gosh, in the near term it would be depressing their earnings, but longer term it’s really interesting, right?

And they can get to a mid-teens type growth again, which they did get to. I mean, Microsoft, if you remember, everyone thought Google was going to take over. Google Sheets was going to take over Excel. And like, why do we all need Microsoft?

00:36:38  BARRY RITHOLTZ: I asked myself that question every time I launch and look at the annoying new ribbon that they changed a decade ago. But I use both.

00:36:47  ANKUR CRAWFORD: But you use both. Yeah. And after all these years — and I assume in 10 years we’ll still be using Microsoft. So Satya then pivoted the ship and got into the cloud business with Azure.

And so we watched the actions as well. So we can dream the dream and then test the hypothesis and see whether or not they’re executing against it.

00:37:13  BARRY RITHOLTZ: Hmm. Really, really interesting. Let me reverse the question to you and say, what leads you, when you’re running a concentrated portfolio, to say, I’m going to sell this? Is it the fundamentals deteriorating, the thesis not working out? Sometimes is it based on valuation? Or is it simply, we only have room for X number of companies, and this opportunity is here and that opportunity is all the way up here?

00:37:40  ANKUR CRAWFORD: It’s all of the above, right? There are examples of selling a company because there’s a better opportunity and you don’t want to take double the risk to the same end market, yet the upside of one is greater than the upside in the other. There are examples of you sell, or at least trim, because the price target has been achieved — and maybe beyond, the price target has been achieved. So the risk-reward is simply different.

There are examples of disappointments — companies that disappoint relative to our expectations, and they didn’t deliver on what we expected them to do, and the hypothesis didn’t play out. So I think there’s all of the above, and every sale has a different reason.

00:38:30  BARRY RITHOLTZ: Really, really interesting. Coming up, we continue our conversation with Dr. Ankur Crawford, executive vice president and portfolio manager at Alger, diving into her AI thesis. I’m Barry Ritholtz, you’re listening to Masters in Business on Bloomberg Radio.

00:38:58  BARRY RITHOLTZ: I’m Barry Ritholtz, you’re listening to Masters in Business on Bloomberg Radio. My extra special guest today is Dr. Ankur Crawford. She’s portfolio manager at Alger, where she co-PMs the large capital appreciation strategy and runs the concentrated ETF for the firm.

So we are legally obligated to discuss artificial intelligence, but you are the perfect person to have this conversation with. There’s a quote of yours that I found fascinating. You said, when software begins to write software, innovation becomes exponential — that’s already happening. Walk us through what this means for earning power for the semiconductors, for the hyperscalers, and then for the rest of the S&P 500.

00:39:42  ANKUR CRAWFORD: Okay, so that is a very big question. Look, I think we are at this — I mean, Elon would call it a singularity — we’re at this point in time where we have never seen this kind of innovation. And imagine everything that — let’s take what’s easiest to describe. Software. We used to sit and code software, right? And we had to understand the coding, we had to debug it.

It would take a long time. Well, when software begins to write software, that whole process is truncated. And imagine what can be done in our largely digital world when software begins to code, decode and create.

00:40:36  BARRY RITHOLTZ: So let me push you a little bit there. The large language models that are out there give AI the ability to effectively cut and paste everything that’s been done before. How good is AI at creatively innovating code that’s never been written before?

00:40:59  ANKUR CRAWFORD: So look, I am not a coder, so I can’t tell you whether the code is elegant, or can be taken to production. I will tell you that I was able to build a pretty interesting app inside of a few months. And this is just doing it on the weekends — occasionally on the weekends, not even every weekend. And that was all vibe coded.

So it is adding this technology that is highly viable. You talk to coders, they are using it 90% of the time and are now just instructing, and have to have the logical framework of how to use the code. And I think the big picture here is that once the code begins to write the code, then it’s not going to necessarily be creative. The creation still has to come from you.

The insight still has to come from you, but it can actually innovate, right? The innovation curve for you is significantly higher. So that’s what we’re seeing today, where these digital assets are becoming more innovative, or they’re allowing us to be more innovative. And we’ve hit that point in time where we’re getting exponential innovation, and we’ve never really seen anything like this before.

Humanity hasn’t seen this before, in such a short period of time. If you look at previous industrial revolutions, they would be over generations. It wouldn’t be coming in the span of five years. And so this is what makes it really interesting. Because you asked, how good is it for semiconductors, and how good is it for the rest of the S&P and the hyperscalers — the impact on all of these differs. So, software: we wrote a paper three years ago called “AI and the Declining Cost to Create.”

And it was all about how, when software begins to write software, the cost to create software goes to zero. And what happens to the incumbents when the cost to create software is zero, right? One of the moats goes away. And that necessarily means that the operating profit of businesses must change.

Not that software is dead. It’s just that the operating profile of all of the companies must change, because it becomes more competitive, right? And where does that value go? We had five and a half trillion dollars of spending, now $6 trillion of IT spending. Fifty percent of that was IT services and software. And our contention was that the value would go from IT services and software into hardware and networking, because that is really what is driving this innovation curve.

So there’s entire sectors that have grown a lot and others that are facing their own pressures. I would say the same thing for any sector in the market. We spoke about healthcare earlier — how can a UnitedHealthcare actually use AI to bend the cost of care? And can there be incumbents that cross the chasm, or there might be some that can’t cross the chasm, and there are new companies that begin to use AI to bend the cost of care?

00:44:43  BARRY RITHOLTZ: So I’m glad you brought up healthcare. I’ve been fascinated not so much by bending the curve of cost from somebody like United, but all of the small biotechs and new molecules, and the huge wealth of existing chemistry and pharmaceuticals and studies we’ve done that nobody’s really had the ability to go back to and say, hey, maybe something’s in here that we’ve missed. The most clichéd example is — I never pronounce it right — sildenafil, Viagra, was supposed to be a heart treatment and had this unusual side effect, and now it’s a multibillion-dollar med. Same thing with GLP-1s, originally for diabetes, but hey, everyone’s losing a lot of weight on these.

I’m curious, not so much on the cost side, but there’s this giant body of unexcavated research that just seems like it’s waiting for AI to attack it.

00:45:50  ANKUR CRAWFORD: Yeah. And so recently I was actually on a panel where I was the moderator for a company — and I’ve forgotten the name of the CEO and the company — but they’re basically a new AI company that is taking this compendium of knowledge and taking it to companies and saying, marry it with the data that you have. And can we start finding not only the solutions for your targets, but use this history to get there faster? So there’s lots of efforts being made on this right now.

I do think that we will accelerate drug discovery and the impact it will have to healthcare. I mean, look, the holy grail is personalized healthcare at some point.

00:46:41  BARRY RITHOLTZ: Wasn’t DNA testing supposed to give us that a couple of years ago?

00:46:45  ANKUR CRAWFORD: Well, DNA, yes, but DNA testing used to cost a million dollars per sample, right? And today it’s a hundred. So we’re getting to the point where we can actually look at our individual DNA, and it just takes time. And at some point, can we marry it with some AI insights?

So look, I think healthcare is going to be greatly impacted. I think that I’m most excited actually to see how we can democratize healthcare, because really our healthcare system here is kind of broken.

00:47:19  BARRY RITHOLTZ: Not kind of.

00:47:21  ANKUR CRAWFORD: To be polite. And how can we take down that cost of care? I would love to have universal healthcare. It just can’t be done in the construct of healthcare as it is today. So can we use AI to provide universal healthcare? I think we can. It will take a few years, maybe a decade, but I think we can. And this is a global statement.

It’s not necessarily just the US. It’s bringing the cost of care down enough such that anyone on this planet will have access to healthcare.

00:48:01  BARRY RITHOLTZ: So I’m going to assume that you think all the AI bubble talk is wildly overblown?

00:48:09  ANKUR CRAWFORD: Yes, I do think it’s wildly overblown. Look, I think the trade has gotten a bit harder, in part because the first two to three years of the trade was, oh, you just have to buy the GPUs. And anything that the GPU touched was gold.

And then it became more nuanced. Well, agents use CPUs, and we have a memory shortage, and memory has now gone up four times in price. So capex budgets are going up. So that question of ROI is coming to the fore.

And how much does capex have to go up to accommodate the supply chains being as tight as they are? And there’s technological differences between a CPU versus a GPU and how they’re used, and the Chinese might be coming, and right? So there’s a lot of different aspects that have made it a little bit harder. The open versus closed source debate — the open model versus a closed model, that’s another debate. The debt and the CDS spreads widening, that’s another.

So all of a sudden we’ve gone from a relatively simple “we’re going to need AI, we are going to need compute” to there’s a slew of different narratives that one can press on for the bear case. Now, I structurally believe — we just talked about healthcare and the innovation curve in healthcare and what that can give back to society. That is true value, right? If we can bend the cost of care from X to X minus, that is value that’s created for humanity, and we will pay for that value.

The other day, there’s been this big debate about token maxing, and there was —

00:50:03  BARRY RITHOLTZ: Define that for the lay listener.

00:50:06  ANKUR CRAWFORD: Yeah. Token maxing was this behavior that companies were encouraging their engineers to basically have leaderboards of who can use the most tokens. Which sounds insane, right? It would almost be like telling your employees to see how much they can spend on lunch, and whoever spends the most on lunch gets an award, right?

00:50:31  BARRY RITHOLTZ: Well, I imagine if you’re a FedEx driver and the company holds a competition for who’s going to go through the most amount of gas and tires, meaning making the most deliveries — not a bad thing for the company.

00:50:44  ANKUR CRAWFORD: Not necessarily a bad thing. But in this case, what was being used is actually not necessarily tied to deliveries. It was just, use the most tokens as you can. It didn’t kind of matter what you built with it, right?

So there wasn’t as much scrutiny as to how many quote-unquote deliveries you made. You just burned through your tires. So it was kind of inefficient. But they came out and they said, we blew through our entire budget in a quarter —

00:51:27  BARRY RITHOLTZ: For the year. The whole —

00:51:28  ANKUR CRAWFORD: — budget for the year. Yeah, the entire budget for the year in a quarter. And we haven’t gotten an ROI. Well, no kidding.

Well, they turned around last week and they laid off 10% of the people that worked for the company because of AI. Well, somewhere along the way the use of artificial intelligence allowed them to kind of refine their workforce.

00:51:52  BARRY RITHOLTZ: That sounds like they didn’t lay off people because of AI. It sounds like they laid off people because management was kind of mis-incentivizing the employees.

00:52:03  ANKUR CRAWFORD: Well, I mean, they said that they laid off people because of AI. There’s been many companies — like Jack Dorsey at XYZ also, he cut 40% of the staff blaming AI. Who knows really what the real reason is? It could be AI, or it could be they just overhired.

00:52:23  BARRY RITHOLTZ: Which he has a history of.

00:52:24  ANKUR CRAWFORD: Which he has a history of.

00:52:25  BARRY RITHOLTZ: If you track him over his various companies.

00:52:27  ANKUR CRAWFORD: Right. And many of these companies did, right? So I can’t absolve that.

However, Uber in particular said it was because of AI. They have been very front-foot-forward on the use of AI, and now they’re able to increase productivity enough that they can titrate down their workforce. So I do think that there is value that is being created because of AI. I think that it is not necessarily a technology that’s plug and play into an enterprise, and there has to be some learnings before you can get to that ROI.

00:53:09  BARRY RITHOLTZ: And we’re seeing those stumbles in that learning curve.

00:53:12  ANKUR CRAWFORD: That’s right. And all these examples — it doesn’t mean that it’s never going to work. And my viewpoint is that where there is value, we work in a system of rewarding value. So if you can create value, I believe that whoever uses that system that creates the value, they will pay for it.

00:53:35  BARRY RITHOLTZ: So you’ve described the demand for compute as insatiable. What would have to happen for you to say, all right, we’re getting to saturation, or satiation? What does the top of the cycle look like? Or is it so far off in the future that we can’t even think about it?

00:53:54  ANKUR CRAWFORD: What I would say is that this is not a question where I can say, oh, in 2030 we won’t need compute. I think it’s a function of how much we put into the ground, right? It’s a delicate balance of, if we put X into the ground today — the hyperscalers are spending $650 billion, or whatever that number is —

00:54:18  BARRY RITHOLTZ: It’s circular, it’s this, it’s that. We’ve heard these complaints now for two years.

00:54:20  ANKUR CRAWFORD: Right. But $650 billion seemed like a really big number, yet we are still short compute, right? You’re hearing from the hyperscalers, we do not have enough. The neoclouds are telling you that there are four times as many asks for compute as they have capacity.

00:54:38  BARRY RITHOLTZ: Wow.

00:54:38  ANKUR CRAWFORD: So if one says that we are short compute today, I don’t really understand the logic. Now let’s fast forward two and three years. If we put $3 trillion into the ground next year or the year after — which we cannot do today, because we are short power, we are short people, we are short capacity, we can’t make those chips.

But let’s hypothetically say we put in $3 trillion of compute into the ground in 2028. I would say that that is overcapacity. But we can’t do it, because there is almost a natural limiter to the growth of this market in that we don’t have the chips, we don’t have the people, we don’t have the power, right? And so the market is being capped.

If all normal forces — and if we had an infinite supply of everything — I think we would be in overcapacity today, because it’s such a big market. Everyone would be building at a pace that they want it to be, that they would want to be first. But the fact is, it’s actually a blessing that the market is being capped by all of these supply chain shortages. The fact that we don’t have plumbers and electricians to actually work in the data centers is capping the growth of data centers.

And so it is allowing for duration versus kind of having a one-time growth pop, which you were not going to pay a high multiple for. So I think that oversupply is a function of how much we put into the ground and how we use it.

00:56:20  BARRY RITHOLTZ: So let’s unpack some of that. In the beginning of ’25, when DeepSeek first was released and everyone was startled, the initial reaction was, oh, we’ve overbuilt, we don’t need this many GPUs, we don’t need all these giant data centers, we just need slightly clever software that can do more with less. Didn’t take long before that just was overrun with, no, we need horsepower. We really need the ability for big problems to not come up with clever little workarounds, but we need the firepower.

And then again, more recently, we’ve seen a number of open source models out of China that seem to be doing a whole lot more with less. At what point does it begin to become, hey, do we really need $3 trillion worth of capacity? Don’t we just need to take a little bit of that, working out of the constraints we have, the way the Chinese models have?

00:57:23  ANKUR CRAWFORD: Yeah. So one of the things that I think is well understood is that the Chinese models didn’t do this on their own. So the way I like to think of it is, you have like an animal world, right? I just went on safari to Kenya, and giraffes almost always have birds sitting on their necks, and those birds are — it’s a mutually symbiotic relationship.

I suppose it’s not that symbiotic to the giraffe, but the bird gets to rest on the giraffe’s neck and benefits from the fact that the giraffe is walking around. So similarly, I think —

00:58:06  BARRY RITHOLTZ: What does a giraffe get out of that?

00:58:07  ANKUR CRAWFORD: I suppose the bird might keep the —

00:58:10  BARRY RITHOLTZ: Bugs away.

00:58:11  ANKUR CRAWFORD: — keep the bugs away, or eat the ticks on the giraffe.

00:58:11  BARRY RITHOLTZ: Gotcha.

00:58:11  ANKUR CRAWFORD: I don’t know. But similarly, the Kimi model is a little bit like the bird on the giraffe. Whereas I look and I think that the Chinese are very innovative in their own right.

I think they’re very good fast followers. However, they need the giraffe, which is our LLMs, in order to survive. And so I think there are many different ways to address what is happening. The scenario that I think is actually most logical — which I’m not quite sure that the large language models will do — is basically to hold the n and n-minus-one model internal, and allow for certain businesses, certain companies, the US government, other governments who are not going to distill this model and kind of feed a Kimi-type model, allow for them use of that model, and only make public the n-minus-two model. And that way it keeps any of the distillation at bay.

Now, in order for that to happen, all of the frontier models will have to agree to do this, because if there’s any frontier model that is equivalently as good, then it kind of breaks the ecosystem that I’m describing. But so I think the point is that you need to spend the capex for the training in order to get that output, so that Kimi can train on that output.

01:00:05  BARRY RITHOLTZ: So these open — training on the output, not creating their own LLM.

01:00:09  ANKUR CRAWFORD: Well, Kimi has created their own LLM by feeding off the — it’s called distilling — feeding off the output from the large language models. So a lot of the spending that is happening is actually coming from the use of the compute, from the inference aspect. So you train, and then you have to infer.

So then the inference is what we experience as consumers. And so that inference is driving a majority of the spend. And you look at the revenues of OpenAI, Anthropic — I’ve never seen growth like this. I don’t think we ever have seen growth that is as significant as what we’re seeing today.

01:00:55  BARRY RITHOLTZ: You know, people frequently make a comparison to the dot-coms, and I always feel like that’s a terrible comparison, because these are real companies with real revenue, real potential profits — not clicks and eyeballs. But the one thing some of the skeptics have pointed out that almost resonates is, during the internet era we had this huge boom where most of that value ended up landing in the consumer’s lap, not the investors’ laps, because so many of those companies crashed and burned. How similar or different is this environment to that?

01:01:39  ANKUR CRAWFORD: So I think it’s quite different. Look, there may be parallels at some point — i.e., do we overbuild, and how long does it take to actually eat through that overbuild? So you think about the 2000s.

One of the reasons we overbuilt is because we had dreamed the dream of what the internet would be. And pets.com was actually a brilliant idea.

01:02:05  BARRY RITHOLTZ: Just a little early.

01:02:06  ANKUR CRAWFORD: Just early. Now it’s Chewy. But Chewy became a significant business. Amazon has built a multi-trillion-dollar business off the back of consumers buying on the internet. But we didn’t have the internet, right?

We had dial-up, right? Dial-up is not good enough to increase productivity back then. What I would argue today is that we actually have the tools. All we needed — we had the internet, we had the productivity, we had the infrastructure that was needed for ubiquitous intelligence. All we needed was the chips, right?

We need the data centers and the chips, and that’s what is happening today. And so if we actually need ubiquitous intelligence and infinite intelligence to some extent — if we overbuild, we will eat through that overbuild as well.

01:03:14  BARRY RITHOLTZ: So what do you think the skeptics misunderstand about AI? Is it the scale, the economics, how durable the investment cycle is? What are the bears getting wrong here?

01:03:27  ANKUR CRAWFORD: I think it’s the duration. I definitively think — I think maybe it’s all of the above, really. But it’s duration, it’s the scale, it’s the economics. All three of those is where I think they’re pushing on the wrong thread.

01:03:45  BARRY RITHOLTZ: So last question before I get to all of my favorite questions I ask all my guests: what do you think investors aren’t talking about or thinking about that perhaps they should be? What is getting overlooked here? And it could be any asset, geography, policy, whatever — but what aren’t people talking about but should?

01:04:08  ANKUR CRAWFORD: Yeah. I think that people aren’t really talking about the net positive benefits to humanity from AI. We talked about healthcare, and how we can make healthcare available to any human on this planet. The same goes for education. There’s no reason why any child should be quote-unquote left behind. I mean, I’ve been shocked at what I’ve been reading recently — kids going to college and they can’t read.

Right? That is a failure of our education system that can be solved using artificial intelligence. And this is again a global issue. It is not a local issue.

This is something that we can — there’s no one that should not be educated. And the anti-AI, or climate change, right? I mean, I do think that using AI, will we be able to solve the problems that we have with climate change? Will we be able to engineer things that will help with the rapid rate of climate change? And a lot of the AI doomers or AI naysayers, who don’t want the data center built in their backyard or a data center built anywhere, are ignoring the fact that there are many different aspects of AI that will be good for humanity.

And does it require great change? And is change scary? It is, and it will require change. It will require change from all of us. But the end point is actually quite beautiful.

01:05:58  BARRY RITHOLTZ: I like that. You’re such a techno-optimist. All right, let’s jump to our favorite questions, starting with who your mentors were who helped shape your career.

01:06:09  ANKUR CRAWFORD: Oh gosh. I think that’s a pretty easy one. Our CEO Dan Chung has been pivotal in my career growth. And I told you, he hired me from Stanford without my knowing anything — I really knew nothing about this business.

And he recognized that. Why not take a shot on someone who’s non-traditional? And he himself is a non-traditional thinker. He was a lawyer, and he thinks very much outside of the box. So over the years he’s challenged me in ways that have been sometimes frustrating.

But I learn from it. He pushes me in ways that sometimes I don’t understand, but again, I learn from and grow from. So yeah, I think Dan’s like my number one mentor.

01:07:11  BARRY RITHOLTZ: Let’s talk about books. What are some of your favorites? What are you reading currently?

01:07:15  ANKUR CRAWFORD: So my favorite book is a book called Think Again. It’s by Adam Grant.

01:07:15  BARRY RITHOLTZ: Oh, of course.

01:07:15  ANKUR CRAWFORD: Who’s an organizational psychologist. And I know it’s an odd — was he at Harvard? Wharton?

01:07:24  BARRY RITHOLTZ: Wharton, I think.

01:07:24  ANKUR CRAWFORD: Yeah. And I know it’s an odd book to be a favorite book of mine. But in the context of business, it definitively is. And in part it’s because it talks about how you can have a hypothesis, but you have to be humble enough to understand that you can also change your hypothesis — but you have to have the confidence enough to hold a hypothesis.

And really, intelligence is about the ability to morph and be nimble. And it’s not about arrogance. Our business requires a constant questioning of what you think, right?

And those that become very tied to a thesis end up, I think, on the wrong side of a lot of trades. And so I just loved the book because of the way he writes about intelligence and the humility of questioning, and of holding conversations with people. And I think this is true for society in general right now — of having conversations where you may not agree, but to hear other people out, even if they don’t agree with you.

01:08:53  BARRY RITHOLTZ: Anything you’re reading currently?

01:08:55  ANKUR CRAWFORD: The last book I read was the recent one by Brad Jacobs, which was How to Make a Few More Billion Dollars. Brad Jacobs is the CEO of QXO. And he wrote his first book, How to Make a Few Billion Dollars.

And then he wrote How to Make a Few More Billion Dollars. And what I thought was so interesting about the book is the first two chapters are about how he centers himself. And he’s an incredibly successful entrepreneur, has built many businesses really from scratch — he’s a self-made billionaire — and he starts every morning meditating, right? And how he finds that center.

And to me it’s — we often don’t talk about that aspect of investing and business. It feels sometimes really transactional. But hearing that aspect of Brad, it only puts him in even higher regard for me.

01:09:58  BARRY RITHOLTZ: Hmm. Really interesting. What are you streaming these days? What are you either listening to or watching?

01:10:04  ANKUR CRAWFORD: Oh gosh, I don’t watch much. I don’t have that much time. And usually when I do watch something with my kids, I fall asleep. But I am a runner, and so I have a lot of time that I spend running, and I’m constantly listening to podcasts.

My favorite ones happen to be MacroVoices. I love The Knowledge Project.

01:10:26  BARRY RITHOLTZ: Oh, Shane Parrish. Yeah, he’s a regular on Sunday mornings for me.

01:10:31  ANKUR CRAWFORD: Yeah. And so, I mean, the variety of conversations that he has with different people, from wellness and wellbeing — I was listening to one about the Alpha School and how education should be reshaped. There’s just an awesome amount of diversity of thought.

The Circuit, which is all about semiconductors and chips. I’m trying to think of other ones that I listen to regularly. That’s all that comes to mind.

01:11:04  BARRY RITHOLTZ: That’s a nice list. To start with our final two questions: what sort of advice would you give to a recent college grad interested in a career in either engineering, materials science, or investing?

01:11:18  ANKUR CRAWFORD: Oh wow. Well look, I think for any college grad, make sure that you do something that you love, right? And it doesn’t have to be that you love it every day, but you spend a lot of your time at work. A third — more than a third — of your life is going to be spent from here on out at work.

Make sure that you do something that you believe in, that gives you great gratification, that you feel like you’re contributing to society. Don’t just do it because you’re on a treadmill of, I’m going to go do this because I set out to do this path and I just have to go trotting along. Allow yourself the grace to change and to change your mind. I did, and it was probably the best risk that I ever took.

The best gamble that I ever took on was completely pivoting in my career. So allow yourself to explore, because you change over time as well. What you want today may be different from what you want in five, in 10 years. But definitively, make sure that you love what you do, because once you know that you love what you do, you will be the best at it.

01:12:40  BARRY RITHOLTZ: Huh. And our final question: what do you know about the world of investing today that might have been useful 20 or so years ago, when you were first starting out?

01:12:53  ANKUR CRAWFORD: So you told me this question would stump me, and it is stumping me.

01:12:58  BARRY RITHOLTZ: Well, the answers that I’m not looking for are, you know, buy Amazon in ’02 when it was $7. It’s what insight might have been useful way back when. What have you learned? What expensive lessons came along that, you know, I could have saved myself a lot of headache had I figured this out sooner?

01:13:23  ANKUR CRAWFORD: You know what, Barry? I don’t think I would — in my way-back machine, I wouldn’t go tell myself anything.

01:13:30  BARRY RITHOLTZ: So it’s the path, and not necessarily —

01:13:32  ANKUR CRAWFORD: Yeah, it’s the journey. My most painful moments as an investor have been the biggest learning moments for me. They’ve branded me in some way with that experience. And so I wouldn’t want to shortcut that, because it has shaped me. And every single time I’ve fallen on my face, it has shaped me and it has reminded me of the perils of not paying attention to X, Y or Z. Or, I won’t make that same mistake again. Because again, it goes back to that first question you asked me about academic versus learning on the job.

01:14:20  BARRY RITHOLTZ: You need the real experience. You need the scars. You need the —

01:14:22  ANKUR CRAWFORD: You need the experience, you need the scars. And it’s a little bit like your kids, right? You can tell your kids, don’t do that, you’re going to get hurt. Don’t do that, you’re going to get hurt. Well, sometimes they just have to fall down and get hurt to realize they’re going to get hurt.

01:14:34  BARRY RITHOLTZ: Makes a ton of sense. Ankur, thank you so much for being so generous with your time.

We have been speaking with Ankur Crawford, portfolio manager at Alger. If you enjoy this conversation, well, be sure and check out any of the 653 we’ve done over the past 12 years. We launched July 2014. You can find those at iTunes, Spotify, YouTube, Bloomberg, wherever you find your favorite podcasts.

I would be remiss if I didn’t thank the crack team that helps put these conversations together each week. Alexis Noriega is my video producer. Sean Russo is my researcher. Anna Luke is my producer. I’m Barry Ritholtz. You’ve been listening to Masters in Business on Bloomberg Radio.

 

~~~

 

 

 

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10 Tuesday AM Reads

My Two-for-Tuesday morning train reads:

A Breakdown of the Financial Advice That’s Flying All Over TikTok: The Journal reviewed nearly 50 hours of money advice across 212 accounts. A majority were run by people with no apparent financial license or certification. (Wall Street Journal)

The Credit Market Lens: The Return of Financial Engineering – Not 2008, But Not Nothing: Leverage and complexity are gaining ground in late-cycle credit markets. The read is caution rather than crisis, with diversification and risk management doing the work. (PIMCOsee also Private Credit Is Under Growing Strain, Despite Industry’s Upbeat Tone: The marks say one thing and the underlying borrowers say another. (Wall Street Journal) see also Private credit under strain as troubled loans swell: FT analysis shows signals of stress in the market are back to levels last seen in 2017 https://www.ft.com/content/67acde0d-4154-4332-b33b-2d03d3a86007?syn-25a6b1a6=1

Worried about earnings growth cooling? There’s evidence that the market has been pricing in this concern for a year: After topping out late last year, the forward P/E has trended lower. It currently sits at 20.1x, which is right in line with the five-year average. Sam Ro notes the forward P/E topped out late last year and has drifted down to 20.1x — right in line with the five-year average. (TKer)

There Aren’t Enough Ships to Handle China’s Booming Car Exports: Chinese car exports are outrunning global shipping capacity, with specialized carriers booked years out and charter rates following. BYD bought its own vessel. As demand slumps at home, Chinese cars are flooding other markets—and testing the shipping industry (Wall Street Journal)

• Iran’s Secret Plan to Escalate the War: Intercepted communications and other intelligence point to a strategic shift by hard-line leaders toward raising the costs for the U.S. and its regional allies. • Iran’s Secret Plan to Escalate the War: Intercepted communications and other intelligence suggest a strategic shift by hard-line leaders to raise the costs for the U.S. and its regional allies (Wall Street Journal)

Why the Legendary Erdős Problems Are Falling to AI: Konstantin Kakaes on the May 2026 announcement that shook mathematics — an internal OpenAI model produced a counterexample to the “unit distance” problem, a conjecture Erdős made in 1946.  AI’s greatest mathematical successes have come from answers to problems posed by a mid-20th century iconoclast. By examining what makes the Erdős problems unique, mathematicians are trying to understand how AI might change the rest of math. (Quanta Magazine)

• Why Aging May Be a Program, Not a Breakdown: Rockefeller cell biologist Junyue Cao read gene expression across millions of mouse cells and concluded aging is not haphazard wear and tear but a “remodeling of the cell society.” Not a Breakdown: By deciphering the molecular signatures of millions of mouse cells, Junyue Cao has found that aging is not haphazard wear and tear but rather a “remodeling of the cell society.” (Quanta Magazine)

• Did Poop Enable the Evolution of Complex Animals?: Kiona N. Smith on a study arguing the Cambrian explosion was fueled by waste. The first animals emerged about 600 million years ago; things got complicated 60 million years later. In a recent study, evolution gets even messier than usual. (Ars Technica)

• How 10,000 American Cities Got Their Names: Carl Churchill mines a century-old federal report in which geographer Henry Gannett of the United States Geological Survey catalogued the origins of some 10,000 town and city names. Good semiquincentennial reading. The federal government used to catalog the origins of town names nationwide. A 334-page report reveals the influences that shaped American communities as they spread across the country. (Wall Street Journal)

• Trump Races to Prepare for New Strains of Deadly Viruses After Cutting Biosecurity Experts: Ian Duncan on the scramble to rebuild biological-attack defenses. By the end of Biden’s term the White House had as many as 30 people working on biosecurity; staffing cuts early in the second Trump administration gutted the expertise. (Washington Post)

Video of the day: “Yacht Rock” Is Bullsh*t

Be sure to check out our Masters in Business interview this weekend with Dr. Ankur Crawford, EVP and Portfolio Manager at Alger. She heads the firm’s flagship Alger Capital Appreciation strategies. She was an Engineer at Intel, won the Intel Ph.D. Fellowship, and was awarded fellowship Natl Academy of Sciences, Engineering & Medicine, and holds several U.S. patents.  She was recognized as a “Top Women in Asset Management” in 2020 and serves on the board of The Knowledge House, a Bronx-based charity teaching technology skills to underserved communities.

 

LLMs ranked by capabilities, sized by billion parameters used for training


Source: Information Is Beautiful

 

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Negative. Yay!

 

Well, that was no fun…

I have been testing negative since the weekend; maybe it’s the availability heuristic talking, but I have been hearing about (many? some?) other people catching it. (See this overview of the surge)

The fog is annoying as is the FOMO for several events I had to miss.

The one thing I did manage to do was catch up on a mix of meh streaming series and movies I would be too bored with had I not had fog brain or otherwise been meaning to watch.

These include:

Movies:

The Dink
Wrecking Crew
Fast Charlie

ReWatched

Atomic Blonde
Beekeeper
High Fidelity
The Hitman’s Bodyguard
Lady Eve

Streamers:

Blackish
Clarkson’s Farm (Season 5)
The Hawk

Stand Up:

Mary Beth Barone, Galaxy Brain
Jordan Jensen, Take Me With You
Langston Kerman, Bad Poetry

~~~

Back to the real world starting tomorrow.

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10 Monday AM Reads

My back-to-work morning reads:

Vanguard Conquered the ETF World. Where It’s Aiming Next. Salim Ramji, who came over from BlackRock, inherits a firm built on Jack Bogle’s low-cost passive gospel since 1975 — and a challenge nothing like the one Bogle faced.. Here’s how CEO Salim Ramji plans to bring the asset-management company’s low-cost, high-return formula to cash savings, financial advice, and active fixed income. (Barron’s)

What to Ask When Your Adviser Pushes Private Funds: The questions you need to ask before joining Wall Street’s $2 trillion party. Good questions are every investor’s best defense. Between now and 2030, financial advisers will move some $2 trillion of their clients’ money into alternative funds, consulting firm Cerulli Associates estimates. The questions worth asking before you join Wall Street’s $2 trillion party. (Wall Street Journal) see also Stock-Picking Funds Are Performing as Poorly as Ever Just 13% of U.S. large-cap funds have outperformed indexes over the past decade, new data show; Only 27% of actively managed U.S. large-cap equity funds beat their benchmark passive fund alternatives in the 12 months ended June 30. (Wall Street Journal)

The Situational Awareness Fund Blow-up: Collateral Damage from Investment Conviction! Lessons from Leo! Aswath Damodaran’s post-mortem on the Aschenbrenner implosion — conviction investing, concentration risk, and the valuation discipline that got skipped. (Musings on Markets)

• Small Businesses Despise Trump’s Tariffs — For Good Reason: Scott Lincicome on the suit filed hours after the July 24 scheme launched, by the same small businesses that had already beaten prior tariff efforts at the Supreme Court. (Bloombergsee also How Trump’s Next Tariffs Could Drive Companies Back to China: Chad Bown on the irony ahead — new tariffs on 16 trading partners, paired with lower rates on “nonsensitive” Chinese goods. (Peterson Institute)

• She Makes the Impossible Happen for Her Ultrarich Clients: Olivia Ferney grew up a child of schoolteachers in Ontario. Now she’s an expert in private jets, luxury cabanas and champagne-soaked revels. Guy Trebay profiles Olivia Ferney, raised by schoolteachers in Ontario, now fluent in private jets, luxury cabanas and champagne-soaked revels on demand. (New York Times)

• You’re Thinking About Online Trends All Wrong: Jason Parham interviews cyber-ethnographer Ruby Thelot on why virality is a bad proxy for what is actually happening in the culture. From pessimism around dating to AI reshaping culture, cyber-ethnographer Ruby Thelot tells WIRED why people are putting too much stock into things that go viral. (Wired)

The exodus from Israel: Immigration is at the heart of the country’s self-image. But people have been leaving  Israel has had more people leaving the country than immigrating since 2023. James Shotter on Jonathan, who pushed back when his wife first raised leaving — until the war in Gaza, the economic pressure, and the social tensions made the case for him.  (Financial Times Free)

• The U.S. Healthcare System is Already Mostly Socialized: Paul Krugman on the framing fight in Michigan’s Senate race, and why “socialized medicine” is an odd attack line against a system that already is. And there’s nothing radical about wanting to end insurance company parasitism (Paul Krugman)

• A Landlord Was Cleaning Out a Vacant Apartment — Then He Found a Lost Picasso: Cole Reynolds on Tim Dertz, out $15,000 on a tenant he’d finally evicted, sorting through waist-high pizza boxes when he noticed a dusty print behind the bedroom door. The print wasn’t just any Picasso. In February 2018, it had vanished from a downtown Milwaukee art gallery. (Washington Post)

• Travis Barker Will Drum Until He’s Dead: Vulture’s profile of the hardest-working man in pop-punk — the plane crash, the empire, and the physical toll of never stopping. : “It’s like oxygen for me. I can’t live without it.” (Vulture)

Video of the day: How The Big Short Actually Worked

Be sure to check out our Masters in Business interview this weekend with Dr. Ankur Crawford, EVP and Portfolio Manager at Alger. She heads the firm’s flagship Alger Capital Appreciation strategies. She was an Engineer at Intel, won the Intel Ph.D. Fellowship, and was awarded fellowship Natl Academy of Sciences, Engineering & Medicine, and holds several U.S. patents.  She was recognized as a “Top Women in Asset Management” in 2020 and serves on the board of The Knowledge House, a Bronx-based charity teaching technology skills to underserved communities.

 

War-driven Inflation: “I’m not going to start a war. I’m going to stop wars.” – President Trump, November 2024

Source: @charliebilello

 

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10 Sunday Reads

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

• If You Get in a Car Crash, the Risk Is Growing Your Insurance Won’t Pay: Denial rates are climbing, and the policy you thought you bought may not be the one that responds. Americans require a policy as a condition of driving, but it often doesn’t provide the backstop car owners expect (Wall Street Journal)

• The Flock Uprising Is Just the Beginning: The public rebellion against Flock’s AI-powered surveillance cameras — sold to local governments as mere “license plate readers” — has turned into a national cat-and-mouse game between vandals and cops. (Salonsee also Flock Cameras Are Going to Get Drivers Killed: Justin Hughes on how often the readers get it wrong, and what happens when police act on a bad hit. (Jalopnik)

• Temperature Zero for Culture: Why Everything Is Starting to Look the Same: What 640 London shopping streets, 4,000 Billboard hits, a million films and synthetic AI personas tell us about why everything is flattening into sameness and how to regulate the algorithms behind it. Lauren Leek on house-hunting in The Hague and recognizing every flat she scrolled — the same refinished parquet, the same matte-black taps, in a city she barely knows. (Lauren’s data Substack)

• Nothing Moves the Needle: Not that long ago, the press could root out corruption, topple presidents, and end wars. Now, even the biggest scoops have little impact. Here’s how and why the media lost its mojo. Craig Unger on scandal fatigue — the revelations keep coming and nothing changes, and the numbness itself is the story. (American Kompromat)

• The Censorship Industrial Complex Didn’t Exist Until The People Who Invented It Took It Over: Techdirt on the jawboning inversion — the officials who spent years alleging government censorship are now running the most aggressive speech-pressure operation in memory. (TechDirt)

A Green Light for Crooks: Casey Michel on the same decision as the biggest blow yet in a long run of dismantled anti-corruption policy. (The Atlantic) see also Treasury Scales Back Scrutiny of U.S. Shell Companies: Alan Rappeport reports the administration will not enforce the reporting requirements of the 2021 Corporate Transparency Act, the law written specifically to crack down on money laundering. The Trump administration will not enforce reporting requirements of the 2021 Corporate Transparency Act, which was intended to crack down on money laundering. (New York Times)

• The Disastrous Diplomacy of Jared Kushner: He pledged not to be involved in a second Trump White House. Kushner broke his pledge and has been involved in nearly every consequential foreign policy negotiation since Trump returned to the White House in early 2025. But he has been pursuing these high-level negotiations as a side hustle, and continuing his role as an investor. It has not been going well. Judd Legum and Rebecca Crosby on the track record — and on the pledge, since abandoned, not to be involved in a second Trump White House. (Popular Information)

• Homeland Security Paid $464 Million for Airplanes. Then It Parked Them.: The New York Times on the deportation air fleet that never flew — nearly half a billion dollars in aircraft sitting on tarmacs while the agency that bought them figures out what they were for. The agency used a no-bid contract to buy 10 used jets, saying they were urgently needed for deportation flights. But the fleet has largely sat idle for months. (New York Times) see also Fiasco in the Factory: Taxpayers Funded a $533 Million Artillery Plant That Made Nothing: Jesse Coburn on a rushed process exempted from normal rules. The Army hired General Dynamics, which brought on a barely-vetted Turkish subcontractor — and after $533 million, not a single usable shell. (ProPublica)

Trump Is Blocking Billions of Dollars of Grants That Would Fix the Grid: Jeff St. John on the Department of Energy canceling or stalling funding for thousands of projects meant to shore up a stressed grid — and not only in blue states. (Canary Media)

It’s Never Been More Annoying and Expensive to be a US Sports Fan: Streaming promised to fix all this, and made it worse — with a guide to the least painful way through. (Businessweek)

Video of the day: How to Spot a Russian Deepfake

Be sure to check out our Masters in Business interview this weekend with Dr. Ankur Crawford, EVP and Portfolio Manager at Alger. She heads the firm’s flagship Alger Capital Appreciation strategies. She was an Engineer at Intel, won the Intel Ph.D. Fellowship, and was awarded fellowship Natl Academy of Sciences, Engineering & Medicine, and holds several U.S. patents.  She was recognized as a “Top Women in Asset Management” in 2020 and serves on the board of The Knowledge House, a Bronx-based charity teaching technology skills to underserved communities.

 

The greatest legacy of older generations—particularly the Baby Boomer era—is the material, technological, and medical transformation of society.

Source: Bruce Mehlman’s Age of Disruption

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~~~

To learn how these reads are assembled each day, please see this.

 

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MiB: Ankur Crawford, Portfolio Manager, Alger Capital Appreciation



 

 

This week, I speak with Ankur Crawford, Executive Vice President at Alger and Portfolio Manager of the Alger Capital Appreciation, Focus Equity, and Spectra Strategies.

We discuss her journey from engineering to investment, along with understanding AI and compute investment cycles. She discusses how she builds an investment strategy.

A transcript of our conversation is available here Tuesday.

You can stream and download our full conversation, including any podcast extras, on Apple Podcasts, Spotify, YouTube (video), YouTube (audio), 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 Alex Morris of TSOH Investment Research. He is the author of “Buffett and Munger Unscripted: Three Decades of Investment and Business Insights from the Berkshire Hathaway Annual Shareholder Meetings.” The book was namedm one of Amazon’s “Best Books of 2025.” To write it, he reviewed every Berkshire annual meeting from 1994 through 2024 — 100s of hours of video covering more than 1,700 shareholder questions over 31 years — after Berkshire released the meeting archives.

 

 

 

 

 

 

 

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10 Weekend Reads

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

The Clocks on One Building: Four-Year Leases. Sixteen-Year Guarantees. Debt to 2049: Shanaka Anslem Perera’s essay on the clocks of a single building — a small meditation on time, architecture, and attention that unfolds into something larger. (Shanaka Anslem Perera)

How Hard Can Quant Trading Really Be? I Tried It to Find Out. Hedge funds have armies of PhDs, Bloomberg terminals, and million-dollar data feeds. I have Python open in VS Code – and a PhD in political economy. How much can I reproduce on my laptop? Lauren Leek’s experiment in DIY quantitative trading — the strategies, the backtests, and the humbling distance between academic finance and live P&L. (Lauren’s data Substack)

• The Rich, Lonely Life of a Top-Tier Male OnlyFans Creator: The economics work. Everything downstream of the economics does not. CJ Clark makes millions selling adult content—and the illusion of companionship — to subscribers on the internet. His work pays for his nice house in the San Diego suburbs and the McLaren in his garage. But human connection is harder to come by. (GQ)

G.P.S. and the Lost Art of Getting Lost: A new book, “Little Blue Dot,” by Katherine Dunn, raises questions about the unintended consequences of knowing where we are. (New Yorker)

Inside the Billion-Dollar Industry That’s Keeping Your Beer Cold—and Saving Lives: Ice is essential to Texans in so many ways. So why does thinking about it give some of us a case of brain freeze? Ice is essential to Texans in so many ways. So why does thinking about it give some of us a case of brain freeze? (Texas Monthly)

The Ultimate Horse: Selective breeding has pushed horses to the limits of biology. But at what cost? This is the paradox of the thoroughbred: breeders have spent centuries trying to create a faster horse, but in doing so, they may have bred away the very genetic diversity that would allow the horse to keep improving, or even to remain robust. Works in Progress on the centuries-long breeding project that produced the modern thoroughbred — selection, speed limits, and why horses stopped getting faster. Selective breeding has pushed horses to the limits of biology. But at what cost? (Works in Progress)

What Was the Internet? As AI overtakes the web, five writers reflect on how far it’s fallen and what comes next. Five writers on how far the web has fallen as artificial intelligence overtakes it, and what replaces it. Fifty-six minutes, perfect for the weekend. (Boston Review)

The Tantalizing Possibility Of Locating Consciousness In The Brain: NOEMA on the neuroscience of consciousness localization — the competing theories, the adversarial collaborations, and what’s actually testable. Few discoveries would be more consequential than identifying the specific neural structures responsible for subjective experience. ZZZ (NOEMA)

See the Battlefield Innovations Reshaping the Russia-Ukraine War: Midrange strikes taking out Russian logistics, long-range strikes causing a fuel crisis in occupied Crimea and reaching refineries deep inside Russia. Technology helps Ukraine achieve an edge on the battlefield (Wall Street Journal)

RIP Tony Bourdain, You Would Have Hated All This Discourse:  How would Tony the man feel about Tony the film? As Bourdain’s longtime assistant, I learned never to predict his responses. Bon Appétit on the A24 biopic and the posthumous Bourdain industrial complex — the man who despised sanctimony has become its favorite subject. (Bon Appetit)

Video of the day: I doubted this was the greatest album ever – then I heard these tapes. This is the full story of how The Beatles recorded Revolver, an album that changed popular music forever.

By the Numbers: Tim Cook’s era as Apple CEO ends on September 1, 2026.

Source: Ritholtz Wealth

 

Be sure to check out our Masters in Business interview this weekend with Dr. Ankur Crawford, EVP and Portfolio Manager at Alger. She heads the firm’s flagship Alger Capital Appreciation strategies. She was an Engineer at Intel, won the Intel Ph.D. Fellowship, and was awarded fellowship Natl Academy of Sciences, Engineering & Medicine, and holds several U.S. patents.  She was recognized as a “Top Women in Asset Management” in 2020 and serves on the board of The Knowledge House, a Bronx-based charity teaching technology skills to underserved communities.

Sign up for our reads-only mailing list here.

~~~

To learn how these reads are assembled each day, please see this.

 

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Ugh…

 

 

I did not have COVID on my August bingo card, but — goddamn — there it is.

Coming back from Maine, I felt a little run down — 5 days of fishing, drinking, and cigars will have that effect.

I missed an MiB recording, an evening seeing J.B. Smooth, and then had to cancel a giant family event at our place out East.

It’s pretty mild; I feel mostly fine; it’s like a summer cold plus a little brain fog. Glad I am vaxxed up the wazoo.

Light posting until next week…

 

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10 Friday AM Reads

My end-of-week morning reads:

The New Wild West: Texas Experiments With Raw Capitalism: The state’s light regulation and low taxes are luring dozens of big companies. It’s also setting up a water crisis and a “race to the bottom” in shareholder protections.  (Barron’s)

• Is Artificial Intelligence Making Us More Productive? What the UK Industry Data Show: Bank of England staff go looking for the productivity payoff in actual United Kingdom industry-level data rather than in vendor decks. Ten minutes, and the answer is more complicated than either camp wants. (Bank Underground) see also How to spot AI writing: The tells that survive editing — the em-dash abuse, the “it’s not X, it’s Y” constructions, the frictionless blandness — and why detection keeps getting harder. (Archive)

Big tech meets Milton Friedman: Spend your own money on someone else and you keep the cost discipline but lose the value signal (the recipient might not want what you bought them). Spend other people’s money on yourself and you lose the plot on costs and sometimes get a subprime mortgage crisis. And finally, spend other people’s money on other people — that’s why people hate the government. Semafor’s view on the shareholder-primacy revival in tech — the mission statements are out, the Friedman doctrine is back, and the pivot says everything about the moment. (Semafor)

The Great Shift From Workers to Owners: For decades, workers got a remarkably stable share of America’s income. Then something changed. Here’s where the money went. Platypus Economics on the K-shaped economy’s persistence — the income share flowing to capital keeps climbing, and the worker-to-owner wealth transfer is the decade’s defining economic fact. (Platypus Economics)

• Why We Think We Know More Than We Do: Matthew Hutson took up house-dance classes after two decades of being complimented at raves and parties. The studio supplied a rapid education in the gap between feeling competent and being competent. Breaking down the famous “Dunning-Kruger effect” with David Dunning himself (Nautilus)

Reese Witherspoon and Me Will I join her on the red carpet some day? Maybe these folks have good reason to distance themselves from AI. The financial world is turning on the bot business. The ten most shorted investment grade bonds are now all linked to AI. Ted Gioia on his unlikely intersection with the actress’s media empire — and what her book club’s power says about who actually moves culture now. (The Honest Broker)

The Fifth Estate: What happened to the American university?The American university is in crisis. Neither the public, the students, nor even the faculty believe in a system that was once the envy of the world.
(The Nation)

• The New Science of Cannabis and Sleep: Ariana Eunjung Cha on research showing cannabis suppresses REM sleep — which raises harder questions about memory, emotional processing, and what dreams are actually for. Research suggests cannabis suppresses REM sleep, raising questions about memory, emotion and the purpose of dreams. (Washington Post)

McDonald’s Built a 515-Page Dossier on Me. It Says I’ll Never Stop Eating There : I requested a copy of my data from McDonald’s loyalty program and received an extensive, personalized report that algorithmically predicts my next purchase. Wired’s writer requested his data file from McDonald’s and got back 515 pages — every order, every app open, every prediction about his future behavior. The loyalty program is a surveillance program. (Wired)

• Before ‘Saturday Night Live,’ a Film Exec Told Jon Lovitz to Become a Lawyer: The Wall Street Journal’s house call with Lovitz — the career advice he ignored, the SNL years, and the real estate. The ‘Don’t Say Good Luck’ co-star on studying Lenny Bruce and Woody Allen albums, his Liar character and his love for old movies (Wall Street Journal)

Video of the day: Edge of Tomorrow: The Franchise That Never Was

Be sure to check out our Masters in Business interview  this weekend with Dr. Ankur Crawford, EVP and Portfolio Manager at Alger. She heads the firm’s flagship Alger Capital Appreciation strategies. She was an Engineer at Intel, won the Intel Ph.D. Fellowship, and was awarded fellowship Natl Academy of Sciences, Engineering & Medicine, and holds several U.S. patents.  She was recognized as a “Top Women in Asset Management” in 2020 and serves on the board of The Knowledge House, a Bronx-based charity teaching technology skills to underserved communities.

 

Google’s monthly token processing increased roughly 300-fold between May 2024 and May 2026

Source: Derek Thompson

 

Sign up for our reads-only mailing list here.

 

 

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MiB: Filippo Gori, J.P. Morgan co-head of Global Banking



 

On this special, bonus episode of Masters in Business, I speak with Filippo Gori, co-head of Global Banking at J.P. Morgan. Gori shares insights from his climb through the firm’s ranks across London and Hong Kong, plus discuss the current state of banking, capital markets and more.

A transcript of our conversation is available below.

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

 

 

 

 

~~~

 

MASTERS IN BUSINESS
A Conversation with Filippo Gori Co-Head of Global Banking, JP Morgan
Bloomberg Radio  •  Transcript

 

ANNOUNCER (00:00:02)Bloomberg Audio Studios. Podcasts. Radio. News. This is Masters in Business with Barry Ritholtz on Bloomberg Radio.

BARRY RITHOLTZ (00:00:17)This week on the podcast — what a fascinating conversation. Filippo Gori is co-head of global banking at JP Morgan. He started in London and eventually moved over to Hong Kong, where he worked for 13 years before coming recently to New York. He’s seen just about every aspect there is when it comes to commercial, corporate and investment banking around the world. I thought this conversation was quite fascinating, and I think you will also. With no further ado, JP Morgan’s Filippo Gori.

FILIPPO GORI (00:00:51)Thank you for having me.

BARRY RITHOLTZ (00:00:52)I’m fascinated by the mispronunciation of your name — “Philip O’Gorey.” Did the people in Hong Kong really think you were Scottish or Irish?

FILIPPO GORI (00:01:03)At the beginning, when I just moved to Hong Kong, people were surprised when I arrived there, because the way they pronounce my name and surname, it sounds more like “Philip O’Gorey.” So they were expecting an Irish or a Scottish person — then they had an Italian, so they had to adjust to that.

BARRY RITHOLTZ (00:01:20)That’s very funny. So let’s roll back a little. Before Hong Kong, you get your master’s of science in economics, summa cum laude, from Bocconi University in Milan. Was markets and investment banking always the career plan?

FILIPPO GORI (00:01:37)No, absolutely not the plan — well, not that I really had any plans back then, but my passion was, and still is, history. I grew up in rural Tuscany, and I’m a byproduct of the Italian state education. You take your high school exam at the age of 19, and then you apply to university. So in the three months between finishing high school and deciding where you go to university, I thought I was going to go and study history in Florence. But my dad, who has been a central figure in my life, suggested to me, why don’t you apply to Bocconi University? I didn’t really have an idea what it was — I only knew it was in Milan — and maybe more to please him, I took the tests, and I went on with the rest of my summer holidays. And then I got accepted to Bocconi, and I decided to go there, but with no real plans back then.

BARRY RITHOLTZ (00:02:51)Well, you mentioned you were thinking about going into history. You taught classical civilization in the UK. Tell us, was an academic career ever in the cards?

FILIPPO GORI (00:03:05)Yeah. When I finished with Bocconi — I graduated in economic history — I thought I was going to do a PhD in that topic. Back then, there was a rule whereby you’re not allowed to move from a master’s directly to a PhD. You need to work for a couple of years, and then you apply for the PhD. And therefore it made sense to think, okay, you know what, I’m going to remain in academia as I start thinking about the dissertation that I will work on for my PhD. And therefore, for a variety of totally strange reasons, I ended up as a teacher in North Yorkshire, in an English college, teaching Italian as a foreign language and classical civilization too. And then, by pure chance, I stepped into the opportunity to apply to JP Morgan. And I applied to JP Morgan, and I’ve never left since then.

BARRY RITHOLTZ (00:04:11)That was London in 1999. So first — did you start in markets, or asset management, or banking?

FILIPPO GORI (00:04:22)That’s a very good question. I started in a graduate program back then. I joined JP Morgan pre-merger with Chase. It was a tiny — back then — global institution of around 15,000 people globally. Think about now: we have 330,000. We had lost the coveted AAA rating back in the middle of the nineties, and it was a bank that was trying to find its roots back. We were not one of the five broker-dealers that were the shining objects of the era; we were probably a tier-two, if not tier-three, institution back then. And I joined in a graduate program called Internal Consulting Services. The idea was they were hiring the most diverse people, with the most diverse of backgrounds, and somebody like me would work on a variety of different things, including the internet, which was something that was coming to be back then.

BARRY RITHOLTZ (00:05:26)1999 — the internet was big back then.

FILIPPO GORI (00:05:28)So they hired me, and the idea was you would rotate in this graduate program every three months in a different part of the firm, so you learn how the firm operates and you can decide how you can help interject the internet into all of this. My first rotation was in asset management. My second rotation was in CRM — client relationship management, believe it or not. And then — back then, literally, the world was so small — suddenly they need an analyst in the Milan office to do FX sales. They look around and say, who is the last Italian who has joined us? And somebody says, there is this guy — I’ve seen him around. So they call me up and say, okay, do you know one plus one? That was the interview. Okay, you move to Milan to do FX sales. So that’s how I moved to markets, to do FX sales. And then the merger happened, they brought me back to London, I moved to derivatives, and I grew up on the markets side of the business.

BARRY RITHOLTZ (00:06:34)So London to Milan. And then what brought you to Hong Kong in 2013?

FILIPPO GORI (00:06:39)2013 — that’s another interesting story. So we need to wind the clock back. It’s 2012. I’ve been running Southern Europe for quite some time with a friend who was my co-head back then, and the opportunity to move to New York started to develop. So I discussed with my wife, who back then was working at the Bank of England, whether she could be seconded to the Fed, and so on and so forth. So the conversation started happening as, okay, you know what, after 12 or 13 years at the firm in London, we’re going to move to New York.

And then suddenly, May 2012, the London Whale happened, and the decision was, forget about it — you stay put. Back then my wife said to me, please, I know that Asia is not on your cards, you want to move to New York, but if there is ever the opportunity to move to Asia, please promise me that you will consider it. And as every Italian man does — of course, darling, absolutely.

So roughly a year later, I get a call from my boss, who says, okay, Daniel Pinto — who was the CEO of the CIB back then — wants to see you tomorrow to discuss an opportunity to move to Hong Kong. Don’t sit on it thinking about it too much; they’re considering somebody external, so make up your mind pretty quickly. So, as you do in those circumstances as an Italian man, what I did was send a text to my wife. And the text was something along the lines of: darling, maybe tonight after dinner we should have a conversation, because there is an option to move to Asia — but it’s unlikely, I’m not so sure. She replied five minutes later: tell them that we are going. So the following morning, when I went to interview with the boss, it was kind of — that’s fine, whatever, we’re going.

So literally, I moved to Hong Kong having never been to Hong Kong in my life — and I had never been to Asia in my life. But the family was happy, so it was a family adventure, and we took it like that. Literally, the furthest east I had been was India; I had never been to Asia when I moved there.

BARRY RITHOLTZ (00:09:12)Why was your wife so enthusiastic about Hong Kong and Asia? Had she been before?

FILIPPO GORI (00:09:16)She had traveled around Asia already, definitely. She had been to Japan and other parts of the region.

BARRY RITHOLTZ (00:09:23)Japan and Hong Kong — very different.

FILIPPO GORI (00:09:25)Very different. And she said, it’s the right time — we were both late thirties, the girls were still young. Life is about the journey, and therefore it was the right thing to do. Interestingly enough, from a career standpoint, it was a totally non-traditional choice. And everyone was saying to me, you’re going to come back in a body bag. Or there was this acronym, FILTH — Failed In London, Try Hong Kong — because there was a little bit of an idea back then that if you were not good enough to operate in Europe, they used to ship you to Asia, back from the colonial days.

BARRY RITHOLTZ (00:10:12)I was going to say, that might have been true 50 years ago — but in the nineties and two thousands?

FILIPPO GORI (00:10:18)Well, still, there was that view. But we went there and we loved it. We absolutely loved Hong Kong, to the point that we spent 12 years there.

BARRY RITHOLTZ (00:10:28)Wow. So obviously there’s a bit of culture shock, but I’m really interested in what it was like being an Italian who worked in London, now going to an entirely different culture, a different way they do business. How challenging was that transition?

FILIPPO GORI (00:10:49)It was interesting in the sense that I thought I knew diversity, because back then I was running Southern Europe — Italy, Spain, Greece and Portugal — where, although there are commonalities from a culture standpoint, there are different ways of doing business. And I know that for us, Italians and Spaniards are not the same thing. But largely, the reality is that we have a lot in common culturally. So you move to Hong Kong and you run a region of 16, 17 countries that is truly, truly diverse. And the best definition that I got of Asia was: it is a conglomerate of countries that happens to share the same time zone.

BARRY RITHOLTZ (00:11:36)But that’s it.

FILIPPO GORI (00:11:37)And even that definition is wrong, because if you think about Wellington in New Zealand and Mumbai, there’s seven and a half hours, right? So it’s wider than the US. So they have really nothing in common. So you spend a lot of time trying to understand how the business operates around you. And there is no way that you manage to do it unless you put in the experience, you put in the years. So after 12 years, I feel I am comfortable in understanding how Asia operates — but it took me truly, truly a long time.

BARRY RITHOLTZ (00:12:14)So I was going to ask — you say how Asia operates, but that’s 16 different countries, different regulations, different ways of doing business, different cultures, different languages.

FILIPPO GORI (00:12:26)Absolutely. So let me give you an example. You go to Japan — it’s not so important what is said in the meeting, but what is not said in the meeting, and the concept of face, and how things operate. You go to Australia, at the opposite end of the region, and it’s very much in your face — they tell you very clearly what they think of you, and so on and so forth. And then between these two extremes, you have every shape of things. So it takes time. But it’s fascinating, and I loved getting to know the culture, getting to know the history, getting to know, quote-unquote, the biases, getting to know the opportunities. And if you think about it — and this is probably not well known — most likely by the end of this decade, 50 percent of global GDP will be housed in Asia Pacific, and the second, third and fourth largest countries from a GDP standpoint will be Asian.

BARRY RITHOLTZ (00:13:31)China, Japan, Korea — is that it?

FILIPPO GORI (00:13:33)No — China, India, Japan, most likely.

BARRY RITHOLTZ (00:13:36)South Korea doesn’t make the top four?

FILIPPO GORI (00:13:38)South Korea doesn’t make the top four.

BARRY RITHOLTZ (00:13:40)Hmm, really, really interesting — to say nothing of Taiwan. And then obviously Vietnam and other countries are much smaller.

FILIPPO GORI (00:13:47)Yeah — or Australia, which is a continent in itself, with all the peculiarities. So it is a remarkable, interesting region that is not well understood, both from an opportunity standpoint and a challenges standpoint. And it’s interesting — in Chinese, the sign for opportunity and challenge is the same.

BARRY RITHOLTZ (00:14:12)Really, really interesting. Is English the universal language over there? Obviously Australia and New Zealand are going to be easy — two people separated by a common language is the old joke about America and the UK — but what was it like trying to communicate in places like Thailand, or Vietnam, or the Philippines, or Malaysia?

FILIPPO GORI (00:14:41)In Southeast Asia, English is more widely used, for historical reasons. Think about Singapore, Thailand and some of the others —

BARRY RITHOLTZ (00:14:56)Colonialism, sure.

FILIPPO GORI (00:14:57)Yeah, sure — Malaysia and so on and so forth. In North Asia, it is not as widely used, and therefore you need to learn how to communicate through translations, or the whole ritual that there is at times related to the translation. And at times, especially on the mainland in China, even in meetings where your audience will speak English, the meeting will be held in Chinese with a translation. So there is a whole understanding of how you operate in those countries that is complicated.

BARRY RITHOLTZ (00:15:39)So you’ve said that the corporate outlook has remained very resilient despite what seems like an endless run of geopolitical uncertainty. We’ve had tariffs, we’ve had wars, we’ve had inflation. What are people in various regions doing to cope with this, and what underlines this ongoing resiliency?

FILIPPO GORI (00:16:04)The resilience is probably one of the most surprising factors of 2026. If you think about what has been put through the global economy in the last couple of years, the global economy has been exceptionally, exceptionally resilient. This is true of the world. Then, depending on where you are around the world, clients are focused — or regulators or governments are focused — on different topics.

If you start, for instance, with the US: clearly the economy is doing fantastically well, and there is a sense of, how can we continue to dream about outcomes that were not even possible a few years back, and how can we participate in this incredible engine of growth, this super-resilient economy? There are some concerns around inflation — every now and then you hear people talking about it — but generically, and this tells you a lot about the cultural attitudes of different places in the world, here there is a sense of optimism that is clearly palpable.

You move to Europe, and the environment is resilient. Europe is doing, to a certain extent, better than we at times give it credit for, but it is preparing for a heavy electoral cycle that will come next year. Italy will go to election — the parliament will come to an end next year — so will France, and the UK most likely will have a new prime minister after the summer. So there is already, as you go around Europe, a sense of, we are beginning the electoral cycle. There are concerns around inflation in Europe, spillover from the Iran crisis, and how that would prompt the ECB, which already has high rates, and how that would shape the European economy. There is a war on the eastern border, between Ukraine and Russia, that is impacting the rest of the region, and it’s shaping the way leaders and business leaders are thinking about the future. And there is, to a certain extent, a sense of admiration looking towards the US, and a sense of, is there more that can be done to make Europe like the US?

Then you go to the Middle East. Clearly the Middle East is still recovering from what’s going on, but that part of the world is for sure the winner in a global South narrative, for a variety of different reasons. It will remain a winner of the global South narrative. And notwithstanding the geopolitical headwinds, you can see the investments that are still going there — and they will keep on going there. There is an infrastructural shift in the way the Middle East thinks, and also in building infrastructure, that is fundamental.

Then you go to Africa, which is a supremely important continent for a variety of different reasons — probably the most extreme in terms of dealing with countries which we are not really used to. We have a large presence in South Africa and Nigeria, Côte d’Ivoire and Kenya. And there you see the importance of critical minerals, the importance of urbanization, the demographics that are exceptionally in favor of that part of the world. So while for the past decade and this decade Asia has been a fundamental part of the global economic landscape, we need to start thinking that after the Middle East, Africa will become the next big thing.

And then you move to Asia. Asia, to a certain extent, is not up-and-coming — it has really arrived. I already mentioned the second, third and fourth largest economies in the world. And there, it will be a matter of dealing, to a certain extent, with the geopolitical winds — sometimes they blow in one direction, sometimes they blow in a different direction — and the strategic angle of that part of the world. There is a narrative out there that globalization is finished. I beg to disagree — a little exaggerated — because the economies are so intertwined. And if you see how much manufacturing happens in Asia, it is very difficult to reverse. It doesn’t mean that you should not try, but shifting supply chains takes years, if not decades. So that part of the world will remain fundamental. And there you have Japan, which is performing exceptionally well and is super, super interesting. You have China, which remains supremely interesting from an opportunity standpoint, and the way they’re changing their own economy. You mentioned Korea — think about the importance of Korea from a memory standpoint for the AI ecosystem. Then you have India, you have Southeast Asia, you have critical minerals in Australia. So different parts of the world are dealing with the current setup in different ways. And you have probably the two extremes, if I think about it, with Europe in the middle: the US and Asia really gunning for growth, while Europe is still trying to figure out a way to grow more in this current environment.

BARRY RITHOLTZ (00:22:03)So we’re going to talk a whole lot more about Asia in a bit, but I want to circle back to the Middle East and to Africa. I think a lot of us think of the Middle East as just a collection of petro-states, with Israel in the middle, and then whatever geopolitical turmoil surrounds that structure. It sounds like you are looking at the Middle East as not only a changing set of infrastructure, but becoming a financial center. What else is happening in the Middle East? That’s a huge change.

FILIPPO GORI (00:22:41)You mentioned part of it already. So it is becoming a more relevant financial center — for sure, the UAE is becoming much more important from that standpoint, and you can perceive, when you go there, the degree of investment that is taking place from global players positioning themselves over there. Then there is the whole set of investments and reforms to the economy of the Kingdom, and how that is shaping the changes of Saudi into the future — and again, it is remarkable, the changes that you see happening day to day over there. Then you have Qatar. And there is an enormous infrastructure play taking place in that part of the world — typical solid infrastructure, but there is also digital infrastructure taking place over there. Think about energy, and how fundamental energy is for data centers. That part of the world becomes super fundamental from that point of view too.

BARRY RITHOLTZ (00:23:55)We used to think of finance centers as New York, London, Hong Kong. Do we add Dubai to it? Is Dubai in that group?

FILIPPO GORI (00:24:05)I think you need to add Dubai, and for sure Singapore too — you cannot forget Singapore. And to a certain extent, I think Tokyo is still a fundamental player, especially in the equity markets globally. Those are the ones that in my mind I would consider fundamental. And then, if you allow me, there is also continental Europe — there are a few centers there.

BARRY RITHOLTZ (00:24:32)So we’re going to circle back to Europe also. But one last question about this area — I have to ask about Africa. We all know about rare earths and other minerals. Africa stands out as one of the few regions that isn’t going through the same sort of fertility crisis that we’re seeing in the rest of the world. Is that a driver, or is it something more fundamental than that?

FILIPPO GORI (00:24:57)I think you have what you said — demographics and urbanization are super fundamental. Then you have the richness in critical minerals. And I would add that Africa, to a certain extent, has probably been — not ignored, but not on the radar screen of the Western world for too long. To the point that the influence in Africa is heavy from Russia and China. So I think it’s in our interest to make sure that the Western world understands Africa and operates over there, for a variety of different reasons. Africa is the southern border of the European Union, and it is fundamental, and it is not well understood. For instance, at times Russia does not only create problems for Europe from an eastern border standpoint; it creates problems for Europe from a southern border standpoint, by operating in some of the sub-Saharan African countries and pushing immigrants towards the shores of Europe.

BARRY RITHOLTZ (00:26:08)Which has been a problem in Europe — it led to Brexit. It’s a problem here in the United States — or I should say it’s an issue, not so much a problem.

FILIPPO GORI (00:26:18)Starting from the assumption, though, that Europe has a demographic issue, and therefore we need to figure out a way to —

BARRY RITHOLTZ (00:26:31)Increase population, or —

FILIPPO GORI (00:26:32)— or accept that Europe needs a certain degree of immigration. How to do that is not well understood.

BARRY RITHOLTZ (00:26:42)It seems to be a function of wealth — that when a country hits a certain per capita income, people have options, and they tend to have fewer children. Is anything going to change that, or is that just the way it is?

FILIPPO GORI (00:26:57)I think there are some components of it — I don’t think it’s only wealth; it’s also cultural. If I look at Italy, which is a wealthy country in itself, although relatively small — if you think about it, fewer than 60 million people live in Italy — Italy has been in a demographic crisis now for 40 years. And at the current pace, there will be no more Italians in just over a century. And Italy is also losing a lot of talent — every year, between 100,000 and 115,000 young Italians leave the country to go and work somewhere else. So there is a lot of it that is cultural too.

BARRY RITHOLTZ (00:27:47)Hmm, really, really interesting. Coming up, we continue our conversation with Filippo Gori, co-head of global banking at JP Morgan, talking about the growth of JP Morgan into a powerhouse. I’m Barry Ritholtz. You’re listening to Masters in Business on Bloomberg Radio.

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BARRY RITHOLTZ (00:28:18)I’m Barry Ritholtz. You’re listening to Masters in Business on Bloomberg Radio. My extra special guest today is Filippo Gori. He’s co-head of global banking at JP Morgan. Having joined the firm in London in 1999, he has since relocated through Hong Kong to New York. So you’ve had really such a unique perspective — you’ve led businesses in Asia Pacific, in emerging markets, in London, and now in New York. Do you have to adapt your leadership style or your strategy when you move from one region to another?

FILIPPO GORI (00:28:57)Absolutely. It is part of the exercise of growing into the job. One of the things I learned early on in my career: you cannot have the same leadership style with every colleague. That was particularly true in Asia, where if you use the same tone of approach with a Japanese colleague and an Australian colleague, for sure you get it wrong in one of the two cases. So you need to adjust how you react to your colleagues and your clients, and you adjust your communication, your delivery, how you deliver the importance of certain things, and so on and so forth. I’m still trying to figure out the US — full disclaimer.

BARRY RITHOLTZ (00:29:42)Well, I’m curious — I’m going to assume New York is more like Australia than Japan. But I would also imagine a lot of differences from London.

FILIPPO GORI (00:29:52)Absolutely. London is very much understated, and there is a way in which you say something, but without really saying it outright.

BARRY RITHOLTZ (00:30:04)And New York is pretty much the opposite, huh? No mincing words.

FILIPPO GORI (00:30:09)So it’s been interesting so far.

BARRY RITHOLTZ (00:30:11)I can imagine. So your charge is global banking. And when I think of that department, that’s everything from investment banking to corporate services to commercial banking. How do you get all those lines of business to collaborate, as opposed to compete? It seems like all the horses are pulling in different directions.

FILIPPO GORI (00:30:36)It is actually the other way around. Global banking is three lines of business — commercial banking, corporate banking and investment banking — that have been put together under this global banking umbrella that spans 46 countries, around 200 major locations around the world, and, let’s call it, around 70,000 clients, give or take. And the idea is you cover all the wholesale banking businesses under one umbrella. So, every corporate that makes at least $20 million of revenues and above — less than $20 million is called business banking, and it belongs to Chase, so you’re still using the branches. The moment you qualify, let’s say from a revenue standpoint or a size-of-business standpoint, for the wholesale part of the firm, you become part of JP Morgan. Then the whole client continuum is covered by the same management team, the same group of leaders, with the same rules, the same capital allocation, and so on and so forth.

It is becoming particularly important, especially in this day and age — think about the innovation economy, whereby a corporate or a startup graduates to become a multi-billion-dollar corporation supremely fast nowadays. In the past, it could take 20 years, 30 years for a corporate to grow through the various stages of life. Here it’s from cradle to infinity at the speed of light. So it is important that the transition and the support happen within a homogeneous management, and the same way of looking at the clients.

BARRY RITHOLTZ (00:32:29)So JP Morgan emphasizes technology investment and the importance of artificial intelligence. What parts of banking is AI changing? What is very much ahead of the curve, and what do you think are the areas that are most ripe for disruption?

FILIPPO GORI (00:32:48)It is very difficult to assess whether you are ahead of the curve, or ahead of the pack, or whether you’re just doing what everyone else is doing, because things are changing so rapidly. So I would not dare to say, oh, we are ahead of the curve. We are investing — it is a giant leap of mankind, in terms of the revolution that is happening under our eyes. There is clearly efficiency that can be achieved through the use of AI processes and procedures and tools, so that you can provide better client service, or better customer service, while being more efficient — which means that you can probably cover more clients. And our ambition is to cover more clients — let’s say to reach a hundred thousand clients by 2030 — in a more efficient way. So technology and, quote-unquote, AI are helping us scale the business much faster than before, and ideally without having to increase the costs.

BARRY RITHOLTZ (00:33:55)Hmm, really, really interesting. I think we’re all aware that AI is changing everything so rapidly. Where do you think human judgment is irreplaceable? What part of the business is, hey, we could become more efficient with AI, but the ultimate decision-maker has to be a person?

FILIPPO GORI (00:34:17)It’s fundamental that a human is in the loop, for a variety of different reasons. Ultimately, I would simplify it this way: you are dealing with clients, clients are human beings, and at the end of the day, I think a client wants to be dealt with by a person. So the human in the loop remains fundamental. AI can help speed up some processes, it can help achieve better scale, but the individual remains fundamental in our business.

BARRY RITHOLTZ (00:34:54)So when you joined JP Morgan back in 1999, you mentioned it was not at the top of the league tables. What was the reason it managed to break into the top tier? Was it this emphasis on technology investment? Was it a strategy? What led the firm to becoming a global top-tier bank?

FILIPPO GORI (00:35:20)Okay, so I think there is an obvious answer, and then there is a less obvious one. I would say the obvious answer is JP Morgan Chase went through a series of mergers, including acquiring Bank One in 2004, which brought to the firm a certain Jamie Dimon, who changed the way in which the firm operated. Think back then — the JP Morgan Chase–Bank One merger was still a conglomerate of institutions that had merged together over the previous 20 years, and many of those mergers had not actually been fully executed. You had Manufacturers Hanover merging into Chemical, merging into Chase. You had First Chicago merging into Bank One. You had JP Morgan and a variety of different things — there was Cazenove in the middle too. So the integration of all of this was a fundamental piece that made us who we are today. And Jamie was the leader, and the individual that could have the vision of how to do this and create the fortress balance sheet and everything else that came with that, that made us who we are today.

I think the less obvious answer is we went through 2007 — and I hope I’m not being controversial here, but probably we were still busy with the merger and everything else, so we didn’t have time to focus on some of the other stuff that then caused the problems. And Jamie’s view was very clear: we do things that make sense for the customers, we do things that make sense for the firm, fortress balance sheet, and so on and so forth.

BARRY RITHOLTZ (00:37:17)If I recall correctly — I want to say it was around ’05 — there was a minor little subprime issue with JP Morgan, long before it was a problem everywhere else. And if I remember correctly, Dimon said, get all that crap off our balance sheet; we don’t play in those sorts of speculative waters. So when the real trouble hit in ’08–’09, they had a very clean balance sheet. So that’s a factor.

FILIPPO GORI (00:37:49)And then, since then: investing, investing, investing, and investing again — through the cycle. You invest, you keep growing — you’re growing not because you like it per se, but because you can provide better customer service, you work towards the betterment of the communities where you operate, and you keep investing, absolutely, through the cycle. When I arrived in Asia in 2013, the firmwide revenues that we made in that year are less than what we made in the first quarter of this year. What has happened there has definitely been the growth of Asia in the meantime, but it has also been us investing in the region across products, countries and jurisdictions — so that if you build the infrastructure, and you are there to serve the clients, the business will come.

BARRY RITHOLTZ (00:38:44)Hmm, interesting. What does “one firm” mean in practice — this big motion towards JP Morgan as one firm? Whether you’re in the middle market, or a global enterprise, or the public markets — explain the thinking behind this.

FILIPPO GORI (00:39:02)So the thinking is: the organization is huge — it’s 330,000 people. So the idea is to make the company feel small to our clients, and to a certain extent to our employees.

BARRY RITHOLTZ (00:39:17)In other words, you don’t want scale to be a disadvantage.

FILIPPO GORI (00:39:20)Absolutely. Because when you have 330,000 people, maybe the adjective that you associate with us is not “nimble” — but we try to be. We make the firm feel small to our clients, to our employees, to the communities and everything else. So we try to maintain a personal, human angle in everything that we do.

BARRY RITHOLTZ (00:39:43)And you’ve now been at JP Morgan 26, almost 27 years — kind of unusual these days, people staying with one firm.

FILIPPO GORI (00:39:51)I’m one of the new kids on the block at the firm. There are people that have been there really — yeah, absolutely. Doug Petno, I think, is going on 37, and many of the other seniors — my co-head, John Simmons, I think is just crossing 34. And many of the other folks around me are in the same zip code, if not having spent more time than me.

BARRY RITHOLTZ (00:40:14)So what keeps you and these folks at the firm for so long?

FILIPPO GORI (00:40:19)I think the people and the culture. For me, JP Morgan became part of me and my family. And you stay because you like the people, you like the environment, you like what you do on your day-to-day — but fundamentally, I think, the people.

BARRY RITHOLTZ (00:40:37)And you mentioned 330,000 people. How big can JP Morgan Chase get? Is this going to be a half-a-million-person employer sometime soon?

FILIPPO GORI (00:40:49)I think from a scale standpoint, we are where we need to be in terms of people. The idea is, can we use AI to grow the business without having to grow the footprint much more?

BARRY RITHOLTZ (00:41:02)So this is probably it for the next decade.

FILIPPO GORI (00:41:05)I would — I mean, I’m not Jamie, so you should ask the question to Jamie. But from a global banking standpoint, yes — I think the headcount we have now, we are trying to keep stable for the next few years.

BARRY RITHOLTZ (00:41:17)Huh, really, really interesting. Coming up, we continue our conversation with Filippo Gori, co-head of global banking at JP Morgan, discussing the state of capital markets today. I’m Barry Ritholtz. You’re listening to Masters in Business on Bloomberg Radio.

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BARRY RITHOLTZ (00:41:52)I’m Barry Ritholtz. You’re listening to Masters in Business on Bloomberg Radio. My extra special guest today is Filippo Gori. He’s co-head of global banking at JP Morgan, where he’s been working since 1999 — in London, Hong Kong, and now New York. So we touched on this earlier, about resiliency in the face of all this macro volatility. But it’s not just the economy — it’s been a ton of M&A and dealmaking, and this year we’ve seen a lot of IPOs, and giant IPOs at that. Why is all this holding up so well despite all of the geopolitical turmoil we see?

FILIPPO GORI (00:42:35)I think there is a variety of different things. To a certain extent, there was a little bit of pipeline that had been built over the years that needed to find its way —

BARRY RITHOLTZ (00:42:46)It had slowed down post-pandemic for a while.

FILIPPO GORI (00:42:48)Exactly. So IPOs — we thought in 2024 they were going to come back; then in 2025, finally, we see the return of the IPOs, which is good as a component of cyclicality — it’s the right time for this to happen. M&A — I think there is probably an extent of what we discussed earlier on. Boards are observing the resiliency of the economy, of the global economy. They think it’s the right time to make strategic decisions. They’re probably getting comfortable that the cost of capital will not go much lower than where it is now — probably there’s a sense of higher-for-longer, to a certain extent. And therefore people are getting their hands dirty in terms of dealing. And we are just witnessing what could be, from a wallet standpoint in pure investment banking, if not the best-ever year — which was 2021 — very close to the best-ever year in terms of volumes.

BARRY RITHOLTZ (00:43:56)Probably the biggest change over the past decade has been the rise of private capital — whether it’s private debt, private credit, private equity. How is that changing a global bank? Do you guys look at this as competition, or is it expanding the range of solutions you can offer to clients?

FILIPPO GORI (00:44:15)It’s a little bit of both. Private capital definitely plays a role in the everyday economy, in the sense that after the GFC, for traditional banks, certain sectors in certain cases became harder to deploy capital to. And therefore, to a certain extent, there is a group of clients that arrived to be the beneficiaries of private credit — because of the simplicity of the solution, the unitranche, and so on and so forth. So that has caused the growth of that sector. And we have been operating — we have been doing loans, and a private loan is just another form of loan — for 225 years. So we launched our own initiative, our own private credit business, a few years back, but we increased it last year — officially around February last year — to $50 billion of our own capital allocated to it. And the idea is, when you go to a client, you try to offer an agnostic set of solutions: we can do anything you want, from the traditional private lending solutions, to more innovative solutions, to the traditional syndicated financing facilities, and so on and so forth. So the idea is to offer the clients all the potential tools in the JP Morgan armory.

BARRY RITHOLTZ (00:45:51)So these private transactions have been rising really since after the financial crisis. What does this tell us about public market M&A? How do you look at the difference between these few public companies and this rising number of private companies?

FILIPPO GORI (00:46:14)Look, it’s a trend that has been going on since the 1980s. The number of public companies in the US, and around the world, has reduced substantially since then. There are various reasons for that. Part of it could be the cost associated with being a public company. Part of it could be the fact that some of the companies have grown in size and have acquired some of the smaller companies, and so on and so forth. I am absolutely in favor of a healthy public market, because it’s one of the greatest strengths of the United States — the fact that there is a market out there where you can raise capital, you can finance yourself, there is a price discovery mechanism, which I enormously love. If I look at other countries where I’ve operated, where the size of those public markets is smaller, you see that those economies struggle to gain scale, struggle to gain opportunity. So for me, the public market in the US is a treasure that must be cherished.

BARRY RITHOLTZ (00:47:25)Fair enough. We’ve seen a number of mega-deals happen over the past couple of quarters, including the giant SpaceX IPO. We have Anthropic coming up; there are a bunch of other AI IPOs coming up. But there’s also been a lot of merger activity in that space. What’s driving these big transformative deals?

FILIPPO GORI (00:47:51)As I mentioned, to a certain extent it is the perception of stability of the cost of financing, the opportunity from regulation that will make some transactions possible, and, I think, the backlog that had been created over the years. But in general, boards are very sanguine that this is the right moment — let’s take the opportunity, let’s transform. Many boards are also looking at what’s happening with AI and thinking, okay, it’s a Copernican revolution that is happening, therefore I’d better be ahead of it and take the opportunity, and so on and so forth.

BARRY RITHOLTZ (00:48:37)Otherwise you’re behind. So your charge is global — you get to look around the world at opportunities. I’m curious, how do you measure where opportunities are greatest? Are there specific data points you’re looking at, like volume of IPOs or mergers? How do you look at the world region by region and figure out, hey, we need to spend more time and capital in region X?

FILIPPO GORI (00:49:06)So what we do — this is a constant process whereby we challenge ourselves consistently as the CIB, the commercial and investment bank, management team. And we say, okay, we operate in 46 countries — should we operate in five more? And if so, which ones do we look at? What is the opportunity? Why does it strategically make sense to invest more in that country versus another? Or why don’t we invest more in an existing country? And so on and so forth. Bearing in mind that one of the fundamental ways in which we look at the world is the following: we have never left a single country since we entered it. So being in a country is not the same thing as owning a share or a stock — you don’t like it anymore, you sell it. Once you make the decision to enter a country, you are there forever, because you’re there for the employees, for the clients, for the communities, the regulators, and so on and so forth. So we think about that very carefully.

We look at some macro trends, we try to understand where the world is going, where the opportunities are coming. We ask our clients — some of our clients are some of the largest companies in the world — and you try to see how they think, how they operate: can we support them everywhere around the world where they operate, or not? Or similarly, there are companies that are developing in some of these countries and want to go global — can we support them in that case? So that’s the exercise that we do, and we look at it collectively as a CIB management team across the various products — whether it’s banking, whether it’s payments, whether it’s markets, whether it’s security services — and we collectively make a decision on where to invest. And we do it on a quasi-regular basis; we discuss this.

BARRY RITHOLTZ (00:50:57)So I want to talk about the EU and Asia, but before we dive into those areas — any other areas of the world that are presenting a great number of opportunities?

FILIPPO GORI (00:51:10)Well, Latin America, for sure. We have not discussed it, but if you think about Brazil and Mexico — for sure, super interesting markets, super important for us. And they are at the doorstep of the United States. So it is fundamental that we have a critical presence over there, and that we keep on growing it.

BARRY RITHOLTZ (00:51:33)And you mentioned earlier you think the European area is almost overlooked — that they’re on the verge of the next phase of growth. What’s going on in Europe?

FILIPPO GORI (00:51:46)So what I meant is, there is generically a degree of pessimism around Europe. The pessimism comes from the fact that the growth of the European Union, in terms of GDP growth, has been anemic for now — call it 25 years. It grows 0.5, 0.7, maybe 1 percent, and we consider ourselves lucky. And that has been one of the challenges, because growth brings jobs, growth brings wealth, growth brings all the things that I see here in the United States. At the same time, as a European, I always want to remind folks that Europe at times is not widely understood. The European Union concept was not born out of the idea of an economic union. It was born out of the dream of the founding fathers of the European Union not to have war on European soil ever again.

BARRY RITHOLTZ (00:52:49)From a security perspective, not an economic perspective.

FILIPPO GORI (00:52:51)They were visionaries, actually. If you think about De Gasperi in Italy, and Adenauer in Germany, and some of the others — the Second World War had just finished, the coal and steel treaties of the beginning of the 1950s. The idea was, if we are intertwined from an economic standpoint, it is less likely we will go to war together.

BARRY RITHOLTZ (00:53:17)It’s mostly worked.

FILIPPO GORI (00:53:18)And this worked. And the next thing was the Treaty of Rome, and that was the beginning of the European Union as we know it, and Maastricht and everything else. So I just want to remind people that Europe does exist — the European Union exists first and foremost not to have war on European soil. And we need to grow, don’t get me wrong — less bureaucracy, more growth — but we should not lose sight of what the founding fathers gave us.

BARRY RITHOLTZ (00:53:45)So let’s talk about the perspective from the United States about Europe: a lovely place to visit, but a challenging place to do business. A great place to live — because in much of Europe there’s guaranteed healthcare, guaranteed paid education, paid retirement — but it makes it expensive to do business there. It’s very hard to fire anybody. Is that American bias accurate, or no?

FILIPPO GORI (00:54:21)The criticism that is laid at the steps of the European Union is perfectly valid — all of the things you just mentioned, and more; the list is forever long. What I’m trying to say, though, is something different. This year we’re celebrating 250 years of the United States of America. Europe has over 3,000 years of history. So you can’t expect that 3,000 years of history get wiped out and they all row in the same direction. We have come from having had war every 10 years to not having had war since 1945. We have strengthened that. We have culturally enormous social nets. And my concern is, if the economies don’t grow, and we have a problem of demography, then in the future we will not be able to afford those social nets. So things have to happen in Europe — and I’m perfectly fine with that. Former President Draghi, in his white paper, told us what we have to do. We don’t need to reinvent the world; we just need to go and implement what he told us. Will we do it? Yes. Will it take us a long time? Absolutely, yes — because it’s Europe. But Europe exists for a variety of different reasons, and we should never forget that.

BARRY RITHOLTZ (00:55:55)Really, really interesting. So we’ve talked about regions; let’s talk about sectors. AI and technology, obviously a big sector. Manufacturing and industrial reshoring is going on. Infrastructure changes, financial services, energy and renewable energy, healthcare, defense — so many different areas seem to be going through massive transitions. What do you do with a target-rich environment like that? How do you decide where to focus? Or do the companies reveal themselves, and it becomes self-evident?

FILIPPO GORI (00:56:37)So we have an account planning process — year by year, sector by sector, region by region — where we look at the various sectors. And while you mentioned all of them in one go, not every sector is hot at the same time. So the focus is, within all the sectors in every country, and by subsector — we have 28 subsectors — do we have enough bankers? Do we have enough resources allocated? Can we do more? Should we do more? If we have to prioritize, how do we prioritize those asks? And that’s what we do. So there is an enormous amount of account planning — which, if you do it well, then the results will come.

BARRY RITHOLTZ (00:57:25)And you know, the Draghi white paper sort of veers into government-driven industrial policy. Obviously that’s big in China; it was big in the United States up until about 40 years ago. It seems like it’s coming back. How do you think about government involvement in these private-company decisions and growth?

FILIPPO GORI (00:57:50)So Europe already has a larger component of the economy that is state-owned or partially state-owned companies. So from a European standpoint, in itself, it is not so rare to have concepts like that. The idea, to me, is more: can we have pan-European champions? We have done that in the automotive sector; we have done that in the airline industry. We have not really done that in other sectors. Europe has freedom of movement for people, for capital — but there is no real freedom of movement for services yet. So that’s one of the things that we should try to implement, and therefore facilitate the growth of European champions in the various sectors, some of which you mentioned, so that we will be able to compete better with the US on one side, or with Asia on the other side. Europe still has a little bit of a bias that small is good, because small protects the consumer, from an economic standpoint — thinking about oligopolies and everything else. I think we’re at a stage where right now size matters, and therefore we should facilitate the creation of larger European companies — pan-European, not country-specific.

BARRY RITHOLTZ (00:59:38)Like Airbus — that’s the model.

FILIPPO GORI (00:59:41)Airbus could be one. There are plenty of other examples — in consumer there are a few; in cars, Stellantis is an example. We should do that in financial services, for instance. I think it’s fundamental that Europe has larger financial services players, and so on and so forth.

BARRY RITHOLTZ (01:00:06)What’s fascinating to me about Europe — and I appreciate what you’re saying about smaller companies needing to get big — in the US, where we used to enforce antitrust rules but kind of stopped in the 1980s, not only have these companies gotten big, but they’ve become mega-companies that dominate their space. To be clear, that’s very unlikely to happen in Europe, right? You want them large and global and competitive, but not necessarily dominant — at least if I’m going by what you’re describing.

FILIPPO GORI (01:00:38)Yes — that would be a step too far from a European Union standpoint, given the fundamental way in which Europeans look at business. But larger companies, absolutely.

BARRY RITHOLTZ (01:00:50)Right. I was curious, because they seem to be very — I don’t want to say hostile, but very specific — about regulating the Facebooks and Apples and Googles of the world, versus smaller companies that are trying to get a toehold in the global marketplace. All right, so before I get to my favorite questions, one last question. What do you think most people in investment banking, and/or commercial or corporate banking, aren’t thinking about, but really should be? What’s the important topic that’s not getting enough focus?

FILIPPO GORI (01:01:32)That’s a good question. I think there is a ton of focus on AI, geopolitics, inflation and other things. And I think we don’t spend enough time focusing on the people, and how we prepare the people for the future that is coming.

BARRY RITHOLTZ (01:01:55)So is that education? Is that corporate training?

FILIPPO GORI (01:01:58)It’s a little bit of everything. How do we explain to folks how we see the future? We should do more from that point of view, and prepare them for a future that is coming. But that starts with academia, and how we recruit people, and so on and so forth.

BARRY RITHOLTZ (01:02:17)So let’s jump to our favorite questions that we ask all of our guests — starting with, tell us about your early mentors who helped shape your career.

FILIPPO GORI (01:02:26)Man, I’ve been lucky to have had many people looking after me over the years. I’ve been lucky to have worked for the same individual for 19 years — I joined as his analyst, he was the associate on the desk, and 19 years later we were two senior managing directors, but I was still working for him. But there are three that I would like to mention. One is Matteo Del Fante. When I joined in London, he was the most senior Italian at the firm, and he is now the CEO of Poste Italiane — as a friend, as somebody who has looked after me and helped me, guided me. He’s from Tuscany too. And then probably Marc Badrichani, who retired in 2024, and he was running the markets business. And Carlos Hernandez, who was running banking before me. And I still remember, when I was in Hong Kong during COVID, he used to call me twice a week, religiously, every week, without booking a meeting — just call and say, how is everything going? All good? Tell me what’s happening. So the human element was really, really, really important for me.

BARRY RITHOLTZ (01:03:39)Let’s talk about books. What are some of your favorites, and what are you reading currently?

FILIPPO GORI (01:03:43)So I’m an avid reader — I read lots of stuff, nothing finance-driven. Right now I’m reading three Italian books at the same time, which is a little bit complicated. I like novels, I like fiction. But the one book that I read quite recently that impressed me was a book called The Wealth of Shadows.

BARRY RITHOLTZ (01:04:14)The Wealth of Shadows.

FILIPPO GORI (01:04:15)By Graham Moore. And it explains, in a fictionalized way, how the US during the Second World War used its economy to cripple the German economy. And you have individuals like Keynes playing into this, and how ultimately this became Bretton Woods, and the role of how the dollar overtook the pound, and so on and so forth. That was fascinating. And I read another book called A Girl Called Samson, which is about the Revolutionary War here in the United States, and a woman — it’s a real history — a woman that fought in the Continental Army under Washington, dressed as a boy.

BARRY RITHOLTZ (01:05:07)Oh really? Very, very interesting.

FILIPPO GORI (01:05:09)Those are two. But I also use Audible a lot. So audiobooks have lately been my saving grace, because I can listen to them while I’m traveling on planes, so I don’t need to carry the physical books with me. I’m a heavy user of Audible.

BARRY RITHOLTZ (01:05:31)Besides Audible, what else are you streaming? What are you either watching or listening to?

FILIPPO GORI (01:05:37)Watching — apart from your program, obviously — my wife and I loved Outlander, which just streamed its last season, on Starz I think it is, here in the US. And then Drops of God, about wine — it’s a fascinating series — and a few others.

BARRY RITHOLTZ (01:06:02)Huh, really, really interesting. We watched Outlander until the previous season, and kind of said, all right, we’re good right here — when they were stuck in the United States. But it was a really fascinating show. Final two questions. What sort of advice would you give to a recent college graduate interested in a career in either corporate, commercial or investment banking?

FILIPPO GORI (01:06:28)It’s not a sprint, it’s a marathon. So take your time; understand the environment in which you operate. Try to focus on the bigger, important things — don’t be too focused just on the product, but understand the environment in which you operate. Remember, it’s a people business, both internally and externally. So make sure that you invest in creating human relationships.

BARRY RITHOLTZ (01:06:53)And our final question: what do you know about the world of investing and investment banking today that might have been useful back in 1999, when you were first getting started?

FILIPPO GORI (01:07:05)It’s a marathon, not a sprint. So never take things for granted. And above all, don’t make personal sacrifices that you’re going to regret later. At times, I’ve not been as present as I would have liked with my family.

BARRY RITHOLTZ (01:07:28)Hmm, interesting enough. Filippo, thank you so much for being so generous with your time. We have been speaking with Filippo Gori. He is co-head of global banking at JP Morgan. If you enjoyed this conversation, well, check out any of the 650 we’ve done over the past 12 years. You can find those at iTunes, Spotify, Bloomberg, Apple Podcasts, YouTube, or wherever you get your favorite podcasts. I would be remiss if I didn’t thank the crack team that helps us put these conversations together each week: Alexis Noriega is my video producer; Sean Russo is my researcher; Anna Luke is my podcast producer. I’m Barry Ritholtz. You’ve been listening to Masters in Business on Bloomberg Radio.

 

~~~

 

 

 

The post MiB: Filippo Gori, J.P. Morgan co-head of Global Banking appeared first on The Big Picture.

10 Thursday AM Reads

My morning reads:

• Corporate America Has Suddenly Decided to Stop Blowing Money on AI: Companies big and small are mixing models and it’s changing the economics and power players of the industry. Model costs have collapsed and the spending discipline has arrived all at once. (Wall Street Journal)

• Women are making more money. Why are they still doing everything else? What happens when women’s economic role changes faster than anyone’s expectations do? Your Brain on Money on the second-shift persistence — earnings equality is advancing faster than domestic equality, and the mental load math hasn’t moved. (Your Brain on Money) see also Taylor Swift Bought Her Way Out of Biometric Surveillance. Kylie Jenner Wants to Sell It. In the age of facial recognition, privacy is a status symbol. Steffi Cao on facial recognition as ambient infrastructure — your phone, the TSA gate, the grocery store — and the one thing money can still buy its way out of. (Slate)

For Family Offices, AI Is Both an Investment Theme and an Operational Test: Adoption of artificial intelligence tools and investments are rising across family offices. Chief Investment Officer on the double exposure — family offices allocating to AI while struggling to deploy it internally. (Chief Investment Officer)

The Rolex Report 2026: The same leader, a different market: A Chrono24’s annual state of the secondary market — Rolex still dominates, but the price dynamics underneath have shifted meaningfully from the 2022 peak era. The analysis of completed transactions from 2018 to Q2 2026 shows Rolex’s pandemic premium has fully unwound. The brand stays in front, but its lead has narrowed across every segment and younger buyers are spreading their money more widely.  (Chrono24)

• Paramount Has Spent 100 Years in Hollywood. David Ellison Loved That. Until He Didn’t: The Hollywood Reporter on Ellison’s pivot from studio romantic to cost-cutter — the century-old lot, the layoffs, and the streaming math that changed his mind. The mogul says he’s considering moving his studio out of California. Not long ago, he was talking a big game about how a merger with Warner Bros. Discovery would boost the state. (Hollywood Reporter)

• Waymo Is Growing Faster Than Ever. So Are Its Glitches: The New York Times on the scaling paradox — the expansion is working, the safety record holds, and the edge cases multiply anyway. As Waymo deploys more driverless cars to 15 U.S. cities and counting, its vehicles keep encountering new and unexpected situations that they have no script to handle. (New York Times)

• The Rise of the Unstoppable American Tourist: A strong dollar, accumulated savings and no apparent price sensitivity. Europe has noticed. A supercharged U.S. economy has helped transform a nation of homebodies into zealous international travelers; ‘Travel isn’t optional’ (Wall Street Journal)

• Google Search Is Dying. What Comes Next Is Worse: The Walrus on the post-search internet — AI answers replacing links, the traffic collapse downstream, and the information ecosystem nobody chose. As AI eats the web, the internet’s collective memory is disappearing (The Walrus)

• Dogs Can Tell When You’re Happy, Sad or Frustrated, Study Shows: Kathleen Felton on researchers scanning awake, unrestrained dogs to test how deep the emotional read actually goes. Anyone with a dog suspected as much; the brain imaging is the new part. (Washington Post) see also Can Florida’s ‘coastal corridor’ project safeguard wildlife and boost economy? Conservationists have created a ‘coastal corridor’ of ocean-based projects designed to preserve and nourish vulnerable marine life. Richard Luscombe on disappearing manatees, bleached reefs, gender-changing turtles and hurricane-wrecked oyster beds — and an attempt to borrow a conservation playbook that already worked on land.  (The Guardian).

• The 2026 song of the summer: The Washington Post’s interactive on the summer-song race — the data, the contenders, and how the category itself has fragmented — a dreamy, data-driven quest to find the summer soundtrack of 2026. (Washington Post)

Video of the day: This Is The Most Effective Home Wind Turbine In The World. Why Don’t We Use It?

Be sure to check out our Masters in Business interview this weekend with Dr. Ankur Crawford, EVP and Portfolio Manager at Alger. She heads the firm’s flagship Alger Capital Appreciation strategies. She was an Engineer at Intel, won the Intel Ph.D. Fellowship, and was awarded fellowship Natl Academy of Sciences, Engineering & Medicine, and holds several U.S. patents.  She was recognized as a “Top Women in Asset Management” in 2020 and serves on the board of The Knowledge House, a Bronx-based charity teaching technology skills to underserved communities.

 

Artificial intelligence has never been more important to the US economy than it is right now

Source: Derek Thompson

 

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The post 10 Thursday AM Reads appeared first on The Big Picture.

Let’s Talk About Cash…

 

 

An interesting article about investors carrying too much cash was in today’s Wall Street Journal. There’s nothing in the piece that is inaccurate or misleading; it’s just a little narrow and could use better framing.1

I want to address five elements that put the issue of how much cash you should be carrying into a broader perspective:

1. House Money: Everybody wants to compare the current market boom to the late 90s – I disagree on valuations and bubbliciousness, but allow me to share my experience from the 90s; people who were not managing money then might not be aware of the history.

I have vivid mid-1990s recollections of clients calling to sell stocks. It was the 14th or 15th year of a 19-year bull market. They wanted to roll out of some highly appreciated equities into real estate – a vacation property or an upgrade to their primary residence. They willingly gave up a few years of future equity returns in exchange for an immediate improvement to their lifestyle.

A reminder for individual investors: you are not hedge fund managers competing in league tables for bragging rights; you are individuals trying to live and enjoy your life, giving your family the best opportunities and experiences you can.

Today, we are 17 years post-GFC bottom; many people are sitting on huge gains. I never have a problem when clients want to take something off the table to make a major purchase that a) they can afford and b) brings them joy.

2. Why Not Bonds? If you’re in your 20s, 30s, or 40s, you’re probably better off in an all-equity portfolio (assuming you have the self-discipline to not panic every drawdown). The anecdote the WSJ starts with is a 75-year-old retiree with 85% equity and 15% money market. It asks, “Why not own some bonds instead of the money market?”

The short answer is certainty. If you are mapping out your annual spend, you know exactly what you have and what it will be when any of those bills come due.

The longer answer is the tradeoff: Are you getting paid enough yield to compensate for any additional risk you assume? SNAXX is a favorite Money Market yielding 3.65%. (0.19% expense ratio). In an era of 3% inflation, you are only slightly ahead.

Investment-grade (IG) bond funds yield ~4.4%; go out 5–10 years and, in exchange for more duration risk, yield ~4.9%. At 10+ years, you are at ~5.4%. The longer the duration, the more sensitive bonds are to changes in interest rates. If you look at Munis, you are getting ~4% – a 6.4% taxable equivalent yield for investors who are high-income and live in a high-tax state.

The trade-off? Most of these funds experienced a lot of volatility in 2024-25. The concern is the timing of when cash is needed into a bond drawdown.2

3. Good Planning: For a 65-year-old+ investor, keeping a modest pile of cash is not the worst thing they can do. Mapping out your liabilities for the year, whether it’s quarterly tax filings, philanthropy, mortgage payments, wedding gifts, or the like, is simply a comfortable form of planning.

If knowing these cash uses are not at risk of a bond fund drawdown; if it makes it easier to budget your annual spending; if all of the above allows you to sleep well at night, then you have your answer to the MM or Bond fund question.

4. My priors: I do not believe individual investors need to wring out every last basis point of yield at the cost of their own comfort levels. Sometimes, we give up rounding errors or returns in exchange for less stress.

Everything in investing (and life) is a series of tradeoffs; we want to make the best decisions we can with limited information about an uncertain future. This includes yields, inflation, and the direction of future interest rates.

5. Embrace Joy: The time to defer gratification is when you are young, with decades of compounding ahead of you.

My favorite stories from advisors and clients are about families who are reluctant to spend because they are nervous, having lived through the Dotcom implosion, the GFC, Flash Crash, COVID, and 2022. But if the numbers say they can easily afford to take the entire extended family to visit the old country, or to buy that vacation property, or to pay for their kids’ first-home down payments or their grandkids’ college, then why the hell not?

What else is the purpose of money if not to live and be joyful in our limited time on this planet?

~~~

If you are the kind of person who wants to squeeze every last basis point of yield out of your cash, then – depending upon your income and tax situation – an intermediate IG Corp or Muni fund makes a lot of sense.

If a few thousand dollars in additional yield over the course of spending down a pile of cash each year isn’t as important as your peace of mind, if it makes you more comfortable, then perhaps a money market fund is the right answer for you. It depends on the specifics of your circumstances, preferences, and individual psychology.

Like so much in this space, there is no one-size-fits-all solution.

The key to making a good cash management decision is understanding the trade-offs and the dollars involved. An informed, thoughtful process that considers all of these factors will lead you to the best decision for you and your individual circumstances.

 

 

See also:
Wealth Management Has a $3 Trillion Problem: Investors Are Keeping Too Much Cash
By Miriam Gottfried
WSJ, Aug. 12, 2026

 

Previously:
Overvalued, Bubble, or Revolution? (July 17, 2026)

 

 

 

__________

1. The best news about this article? At least we are not talking about people sitting with 100s of 1000s of dollars in 0.25% checking accounts…

2. There may be some PTSD following the 16% drawdown in the Bloomberg US Aggregate Bond Index (AGG) in 2022.

 

The post Let’s Talk About Cash… appeared first on The Big Picture.

10 Wednesday AM Reads

My mid-week morning reads:

I Vibe Coded a Security Risk: The app worked. Nobody, including me, had checked whether it was safe. “The feature is live lol” — a sentence written with a genuinely nervous laugh, immediately after the code-review agent explained what had just shipped. (Every)

America’s Mortgage King Lost $600 Million and Needed a Rescue: Billionaire Mat Ishbia was in trouble after a failed takeover and mistimed bets on interest rates. The rescue came from Oaktree Capital Management, which tells you most of what you need to know about the terms. (Wall Street Journal) see also MiB: Mat Ishbia, United Wholesale Mortgage’s CEO: The chief executive officer of United Wholesale Mortgage (UWC), the top wholesale lender and No. 2 overall mortgage lender in the United States. The 9,000-person firm went public in the biggest SPAC ever. (The Big Picture)

The Best Way to Sell a Concentrated Position: Most of the time, this exercise will tell you to sell more than you’d like. You won’t get filthy rich by doing so, but you’ll never be poor either. Nick Maggiulli works the actual math on the problem every advisor eventually inherits — one giant low-basis holding and no painless exit. (Of Dollars And Data)

How animation studios are killing their future with AI: Studios are firing skilled animators, then rehiring them to fix what the models get wrong. Sadev Parikh on the full cycle — studios fire skilled animators, then rehire them to clean up what the models got wrong. (Washington Post)

War Is Helping Chinese EVs Upend the Global Car Market: High gasoline prices are giving a boost to China’s electric-vehicle exports, Thailand cut excise taxes on imported electric cars and its prime minister swapped his Rolls-Royce for a BYD as part of a national energy push. Laos banned gasoline car imports outright for the rest of the year. (Wall Street Journal)

Twenty-Seven Years with Victor Niederhoffer (By a longtime collaborator)  Laurel Kenner’s remembrance of Niederhoffer, who died August 4. She was halfway through a Louis l’Amour novel about a man who repeatedly started over from zero, and recognized him in it. (Laurel Kenner)

• Greenland Issues ‘Strong Warning’ as Trump-Linked Oil Firm Prepares to Drill: The island’s government says it granted no approval after Greenland Energy landed equipment ashore for exploratory drilling. (The Guardian)

Leg evolution made most humans right-handed: ‘Rightie’ preference isn’t seen in any of our primate relatives. (Popular Science)

• How a Drone ‘Hellscape’ Might Stop a Chinese Invasion of Taiwan: Inspired by Ukraine’s battlefield gains, Taiwan is betting on drones to deter a potential Chinese invasion. The Pentagon’s plan to fill the Taiwan Strait with thousands of cheap autonomous systems, and whether it would actually buy enough time. (New York Times)

• A Spectacular Solar Eclipse Is Coming. Here’s How to See It.: The August 2026 totality path, where to stand, and what the viewing conditions look like. Here’s where the August 12 eclipse will be visible, what viewers can expect—and why even a partial eclipse requires proper eye protection. (National Geographic)

Video of the day: NASA Is Flying to an Asteroid Worth More Than Earth — Here’s the Catch

Be sure to check out our Masters in Business with Jack Raines, a writer and venture capitalist. We discuss his new book, Young Money.

 

Chipmakers and health care sectors have converged to identical forward P/E ratios for the first time in years

Source: Apollo

 

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