Today's show is brought to you by Vanguard. To all the financial advisors listening, let's talk bonds for a minute. Capturing value in fixed income is not easy. Bond markets are massive and murky. Lots of firms throw a couple of flashy funds your way and call it a day. Vanguard takes a different approach. The Vanguard lineup includes over 80 bond funds actively managed by a 200-person global squad of sector specialists, analysts, and traders. Lots of firms love to highlight their star portfolio managers like it's all about that one brilliant mind that makes the magic happen. Vanguard's philosophy is different. They believe the best active strategy shouldn't be one person. It should be shared across the team. So if you're looking to offer your clients funds that are built to deliver consistent results, go see the record for yourself at Vanguard.com slash audio. That's Vanguard.com slash audio. All investing is subject to risk. Vanguard Marketing Corporation distributor. Bloomberg Audio Studios. Podcasts. Radio. News. Big, broad, market cap-weighted indexes like the S&P 500 have dominated investor inflows and performance, really, since the financial crisis. But lately, critics of cap weighting point out that increased market concentration of just a handful of stocks, aka the Magnificent Seven, is increasing risks for investors. What should a portfolio manager do about this? Well, to help us unpack all of this and what it means for your portfolio, let's bring in Rob Barnott, founder of Research Affiliates and a longstanding critic of market cap-weighted indexes. Rafi runs a variety of fundamental indexes that are based on things outside of cap-weighted. Let's jump right into it. So Rob, you've spent decades challenging cap-weighted indexes as simply just own more of what just went up. frame the case for alternative weighting, regardless of what it is, equal weight, fundamental, whatever, versus traditional cap weighting indices. Let's play a thought experiment. Suppose I came to you and said, I have a brilliant strategy. You're going to love it. This strategy involves watching companies and waiting until their market value gets above a certain threshold and buying them. On average, I'm buying them when they're up 75% relative to the market in the last year and trading at twice the market multiple. Some of these go on to achieve great success. Some don't. And our sell discipline is very simple. When the market cap falls below a certain threshold, we're going to sell them. And we'll sell them at, on average half the market multiple at a loss of about 7,000 basis points relative to the market. What do you think? Hard pass. What I've just described is the active side of indexing. I've got a monograph coming out shortly, CFA Institute Research Foundation monograph called the active side of indexing. And indexing is described as passive, but if it has 5% turnover, the 95% is passive. It moves up and down with the market movements, and it's blissfully ignorant and indifferent to what's going on in the economy or the companies or whatever. It is really passive. The 5% looks like a hyper growth manager on crystal meth. And the weighting is also an issue. If I came to you and said, I've got a brilliant idea, I'm going to weight stocks proportional to their price. So the more expensive they are, the bigger its weight in your portfolio. Don't you just love it? So let's dive into that a little bit. I know anybody who's an indexer watches in horror every time something gets added to the index, and then there's this grace period where the stock runs up and it's even more expensive when it gets added It even worse when there a deletion They announce a deletion and they plummet anticipating front running the sell Is this just a hidden ghost I mean if you going to tell me you're going to sell, hey, we have $2 trillion in this index. We're going to sell this position in a month. Why would you hold on to that? Exactly. S&P is a beautiful example. S&P is now big enough that the stocks held in S&P index funds represent roughly 25% of the total market cap of every stock that's in the index. Not each individual ETF or index fund, but aggregated. And that means that to the extent that indexers are obsessed with having no tracking error, with matching the index, they're going to buy that stock at the same price that it's added to the index, which means a market on close price. I will pay whatever the price is at the close on the day that it's added to the index. Now, if you're a hedge fund, you're going to want to accommodate that and help out by buying it early and then flipping it to the indexers. And so that's been going on for a quarter century or more. I documented the pattern back in 1986 in an article called S&P Editions and Deletions of Market Anomaly. And I heard anecdotally that that article was used in part to lobby S&P to pre-announce so that the index funds wouldn't get nailed by the index changes. Now they got to buy this and sell that and they're buying it higher and selling this lower. And so they have an automatic drag. The magnitude of that drag is actually very simple. If you could transact at the price at which S&P announced the decision, not the price at which it becomes effective, you would add 15 basis points per annum. So the indexes lose 15 basis points just from trading costs with 5% annual turnover or less, 3% to 5% annual turnover. That's equivalent to 300 to 500 basis points per stock per trade. That's a heavy trading cost, but it's because it's crowded space. It's a herd of elephants trying to go through a single revolving door. Let's talk about the flip-flop problem. Every time there's an addition, something like 28% within a decade get dropped. And similarly, after there's a deletion, almost half of those deletions rejoin the S&P within a decade. What does this flip-flop do to performance? Well, it does what you would expect. When I did my little thought experiment describing a brilliant strategy, I was actually citing statistics from our flip-flops paper. on average, stocks that are added are added after 75 percentage points of outperformance. If they falter and are kicked back out, they're removed at a 7,000 basis point loss. Now, if you gain 75 and lose 70, you aren't back where you started, you're down 50. And it's worse than that because you didn't participate in the 75, you did participate in the down 70. The deletion flip-flop stocks that are deleted and re-added are even more dramatic. They underperform by 3,500 basis points, give or take, in the year before they're dropped. And then they outperform by 180 percentage points. They roughly triple relative to the market before they're added back in. So flip-flops are very, very costly. And none of this is disrespect to the index providers. This stuff has not been studied much until we took a deep dive into it. If you don't know you have a problem, how are you going to fix it? And the problem is big, but it's on a very small part of the portfolio. It's on the active side of indexing, the little sliver of active trading. Really interesting. So let's talk about fixing it. you have been discussing for as long as I know you, which is decades, economy weighting indices rather than cap weighting or price weighting. Define what a fundamental economic weighting of an index is. What goes into that? Let's suppose you want an index that studiously mirrors the economy instead of studiously mirroring the market. Well, you wouldn weight companies by market cap You wouldn choose them based on market cap Let choose them based on how big their business is Well how do you define that How big are its sales How big are its profits How big is its net worth? Today, we would go a step further and say net worth adjusted for intangibles. How much does it distribute to shareholders in dividends and buybacks? Four different measures. You could argue endlessly about which is right, Or you could simply say, I'm going to take the average of the four weights. So NVIDIA is a decent slug of total profits in the economy, but it's not 7% or 8%, not its market weight. It's in the 2% range. In terms of sales, it's in the 2% range. In terms of dividends or net worth, it rounds to a very, very small number. So you could argue is it half a percent or 1% or 2%. It's average those. You're going to say it's about 1, 1.5% of the economy. OK, that's big enough to make the cut. We're going to include it. And we'll include it at a 1, 1.5% weight. Now, if you do that, what you're doing is taking the frothy growth stocks, beloved and expected to grow fabulously, and down weighting them to their current economic footprint. You're taking the value stocks, the unloved, out of favor, cheap stocks, and you're saying, let's reweight those up to their economic footprint. So you wind up with a stark value tilt. And that means the sensible way to measure RAFI, the fundamental index, is to measure it against the value indexes. And that's where it gets really interesting. Schwab and Invesco have ETFs and mutual funds. PIMCO has some ETFs tied to RAFI, the fundamental index. And collectively, those three organizations have over $100 billion in RAFI assets. So this is not new. It's not small. We introduced the idea about 20 years ago. If you compare it with the cap-weighted value indexes, you get an astonishing result. The on average RAFI beats the cap-weighted value indexes by two to two and a half percent per year compounded and does so with variability. How does that compare to the cap-weighted growth indexes? The growth indexes have outperformed hugely, but they've outperformed by dint of becoming more and more expensive relative to fundamentals. The underlying fundamentals of value of the value indexes in terms of sales, profits, book value, dividends, have grown roughly parapasue with growth portfolios this century to date, which shocks most people because the relative performance has been about 2% to 3% per annum for a quarter century. And the notion that, wow, this has beat this now by, call it something on the order of two to one, 10,000 basis points out performance. But the underlying fundamentals have grown in parallel. Let me re-ask that question in a different way, which is, if we know there's a disadvantage to cap-weighted indexes, well, isn't the obvious and simple alternative just equal weight? Why not just go equal weight? Equal weighting is a perfectly legitimate way to create a portfolio. It's going to have a stark small cap tilt because a tiny company will get the same weight as NVIDIA, as ExxonMobil. It will have a stark value bias because companies that are trading at low multiples will get the same weight as stocks trading at high multiples. It will have a rebalancing alpha. If a stock soars, you're going to trim it. If it tumbles, you're going to top it up. Um, the only Achilles heel that I think matters for equal weighting is equal weighting what stocks. Equal weighting the S&P, for instance, um, you're going to be equal weighting a portfolio that includes companies that have soared onto, uh, into being big enough to be added. You're going to be leaving out companies that have performed badly enough to be really cheap. And the result is that you're going to have a portfolio that's biased towards higher multiple stocks. So interestingly, equal weighting over long periods of time performs about the same as fundamental index, which we launched 20 years ago, but with much more variability. Got it That makes a lot of sense So if we looking at a fundamental driven index in a period where mega caps are dominating or growth are dominating how do you ride that out Up until last year, it felt like if you weren't overweight, the MAG-7, you were underperforming until we learned last year, five of the seven MAG-7 underperformed in 2025. Yeah. Yeah. Shocking. The thing that I find interesting here is we introduced fundamental index in 2005. Live strategies at PIMCO go back to mid 2005 at Invesco go back to late 2005. So it's live. It's been investable for 20 years. The thing that's interesting is just two years later, 2007, value crested and it underperformed ferociously until summer of 2020. Since then, it's been bottom bouncing, outperforming handily, then crashing, outperforming, then crashing, bottom bouncing. And so at the end of 2025, Russell value had underperformed the Russell 1000, peaked a trough by 3,800 basis points. You were 38% poorer than a simple Russell or S&P index investor. That's a horrific headwind for anything with a value tilt. RAFI, fundamental index, has a rebalancing alpha. a stock soars and its fundamentals don't validate that, then you're going to say, thanks for the nice high price, I'm going to trim it. If it tanks and the fundamentals don't falter, you're going to say, thanks for the bargain, I'm going to top it up. So let's talk a little more about that rebalancing strategy. What sort of alpha does that create? How does that drive returns? The best way to measure the performance of RAFI is against the cap-weighted value indexes. Relative to the value indexes, this is live. The RAFI indexes have beat the cap-weighted value indexes by a little over 2% per year compounded. Now, with compounding, that's a big number. That means that you're over 50% richer than you were with a cap-weighted value index after 20 years. So that's important. Now, the other thing that's interesting is relative to the value indexes, the tracking error is pretty tight. It's about 2.5% variability in that 2% value add, which means that Rafi has beat cap-weighted value in most years when value has been winning and in most years when value has been losing. It doesn't matter. Rafi has been winning it about three out of every four years. And this is live. This is not a back test. So to wrap up, investors who are concerned about market concentration, concerned about valuation, but a little skittish on the underperformance that value has created in a cap-weighted format should consider a fundamental index. It trades differently than both growth and value and has a better risk profile and a better valuation profile. I'm Barry Ritholtz. You're listening to Bloomberg's At The Money. Today's show is brought to you by Vanguard. To all the financial advisors listening, Let's talk bonds for a minute. Capturing value in fixed income is not easy. Bond markets are massive and murky. Lots of firms throw a couple of flashy funds your way and call it a day. Vanguard takes a different approach. The Vanguard lineup includes over 80 bond funds actively managed by a 200-person global squad of sector specialists, analysts, and traders. Lots of firms love to highlight their star portfolio managers like it's all about that one brilliant mind that makes the magic happen. Vanguard's philosophy is different. They believe the best active strategy shouldn't be one person. It should be shared across the team. So if you're looking to offer your clients funds that are built to deliver consistent results, go see the record for yourself at Vanguard.com slash audio. That's Vanguard.com slash audio. All investing is subject to risk. Vanguard Marketing Corporation distributor. As markets move and headlines break, what matters most is context. A Bloomberg subscription gives you unmatched reporting, sharp analysis, and powerful tools that help you connect the dots. Visit Bloomberg.com slash podcast offer to learn more.