Valuation Drives Decadal Returns -- Beware Investor Extrapolation Bias
TL;DR
- Retail investors exhibit a "rearview mirror" mindset, extrapolating past returns to forecast future outcomes, which is a dangerous strategy given historical mean reversion tendencies in markets.
- Objective expected returns, derived from forward-looking measures like low valuations and high starting yields, are more reliable predictors of long-term market performance than subjective, sentiment-driven expectations.
- US equity valuations have become exceptionally high relative to the rest of the world, driven by an overestimation of persistent growth advantages stemming from a narrow post-GFC data window.
- Valuation changes, rather than earnings growth, have been the primary driver of decadal market returns over the past century, highlighting the critical role of starting valuations.
- Bond investors tend to display a more contrarian, mean-reverting mindset by focusing on yields, contrasting with equity investors who often extrapolate past price performance.
- Liquid alternative investments serve as true diversifiers, unlike many illiquid alternatives which often carry hidden equity beta and benefit from artificial smoothing that distorts correlation data.
- Trend-following strategies offer a valuable risk mitigation tool against persistent bear markets and can provide exposure to asset classes not typically found in standard portfolios.
Deep Dive
The discussion begins with a reflection on the inherent humility required in forecasting market expectations, underscored by a G.K. Chesterton quote about life being nearly reasonable but not quite. This sets the stage for exploring the difference between objective and subjective investor expectations. Objective expected returns are based on rational, forward-looking measures like market yields and valuations, where higher starting yields (lower valuations) predict higher long-run returns. Subjective expectations, conversely, are characterized by a "rearview mirror" mindset, extrapolating from recent past performance, particularly the post-Global Financial Crisis era, which has seen strong rewards for risk-taking, especially in U.S. and tech stocks. This extrapolation can lead to optimism when valuations are high and starting yields are low, a pattern observed in 2000, 2021, and potentially currently.
The conversation then contrasts the behaviors of institutional and retail investors. Retail investors are described as exhibiting this extrapolation bias, relying on the rearview mirror. Institutions, particularly in their capital market assumptions, tend to align more with objective, yield-based expected returns. However, there are instances where institutions may not fully adhere to these assumptions, such as maintaining U.S. market weight despite yield-based estimates suggesting lower expected returns. The source notes that while this may have paid off in hindsight, it represents an inconsistency. The danger, it is argued, lies in abandoning yield-based estimates altogether, as they remain useful despite their failure to predict U.S. equity performance in the last decade.
Sentiment analysis in markets is explored, highlighting the divergence between objective and subjective expectations. Equity analysts' growth expectations, represented by the green line, are often correlated with high sentiment and push valuations to extreme levels. This optimism, coupled with an over-extrapolative tendency, leads to analyst forecasts that predict future growth with negative correlation to subsequent outcomes. The source suggests that this over-optimism, where real estimates are consistently higher than long-run averages, is partly driven by analysts' incentives to maintain good relationships with company management, leading them to provide overly optimistic forecasts that are then gradually revised downwards.
The discussion then shifts to the contrasting mindsets of bond versus equity investors. Bond investors, and by extension interest rate economists, are characterized as exhibiting a more contrarian pattern, often thinking in terms of yields. Yields are naturally forward-looking, and this perspective can foster a contrarian flavor, meaning they do not become overly excited by a bull market if yields are low. This contrasts with equity investors, who tend to quote prices and discuss past returns, leading to excitement during periods of strong historical performance. This difference in how markets are quoted and discussed -- forward-looking yields for bonds versus backward-looking performance for equities -- is presented as a key factor influencing expectation formation and investor behavior.
The topic of liquid versus illiquid alternative investments is introduced. Liquid alternatives are described as true diversifiers, while illiquids often carry significant equity beta, even if it is slow or hidden. The smoothing feature of illiquid investments, which masks volatility, is noted to help investor patience, a valuable trait. However, this smoothing can create an illusion of diversification, as reporting is often lagged, artificially lowering correlations with public markets. The source expresses caution regarding private equity, particularly as the cost of leverage has risen, and valuations of many private assets have not adjusted, leading to a period of underperformance.
The conversation moves to diversification benefits, particularly in the context of a 60/40 portfolio. Despite its historically strong risk-adjusted returns, the source points out that diversifiers, such as commodities or non-U.S. markets, have often acted as a drag when equity markets perform well, as they did in the 2010s. This leads to the idea that combining equity exposure with diversifiers, perhaps through derivatives to free up cash for diversifiers, known as "returns stacking" or "portable alpha," might be a more effective way to integrate diversifiers into portfolios. The analogy of "hiding broccoli in your pasta dish" is used to illustrate the concept of integrating less palatable but beneficial assets.
Finally, the discussion touches upon the potential benefits of trend-following strategies. These strategies are presented as a way to mitigate risk, particularly during equity bear markets, by mechanically and historically offering protection. Trend strategies can also provide exposure to asset classes that investors might not typically hold, such as gold, silver, or commodities, especially in inflationary environments. The source suggests that balancing trend-following strategies, which can lead to overweights in popular assets like U.S. tech, with value and contrarian strategies is beneficial. The overarching message is a cautious outlook on risky assets, particularly illiquids, while acknowledging the inherent uncertainty in any forecast.
Action Items
- Audit US equity valuations: Compare current CAPE ratios to historical non-US markets to identify potential overvaluation.
- Analyze analyst growth forecasts: Measure correlation between historical analyst predictions and actual EPS growth to assess extrapolation bias.
- Evaluate bond investor behavior: Contrast bond investor yield-based expectations with equity investor price-based expectations for forecasting differences.
- Measure diversification impact: Track performance of liquid alternative strategies against equity benchmarks over 5-10 year periods.
- Assess private equity smoothing: Analyze reported private equity returns for correlation with public markets, accounting for reporting lags.
Key Quotes
"The real trouble with this world of ours is not that it's an unreasonable world nor even that it is a reasonable one nor even that it is a reasonable one the commonest kind of trouble is that it is nearly reasonable but not quite life is not an illogicality yet it is a trap for logicians it looks just a little more mathematical and regular than it is its exactitude is obvious but its inexactitude is hidden its wildness lies in wait"
Antti Ilmanen includes this quote to emphasize the need for humility in forecasting market expectations. He suggests that the world, and by extension financial markets, are not perfectly logical or predictable, making precise predictions a difficult and potentially misleading endeavor. This highlights the inherent uncertainty in investment forecasting.
"so first objective expected returns they are pretty much what i've been talking about in my writing what people talk when they they talk about capital market assumptions largely it's basically the kind of expected returns that are reasonable to have from a rational perspective they could be something that has got the ability to predict future returns market yields do tend to do that even if they sometimes fail miserably and we've seen quite a bit of that in the last last 15 years but the basic idea with objective expected returns is that if you have got high starting years which means low valuations then that predicts higher long run returns and subjective expectations can behave in almost the opposite way they extrapolate past decade growth for example or returns and that's why we call it sort of rearview mirror mindset with the with those subjective expected returns"
Antti Ilmanen distinguishes between objective and subjective expectations for investment returns. He explains that objective expectations are based on rational, forward-looking measures like market yields and valuations, suggesting higher returns when valuations are low. In contrast, subjective expectations, which he terms the "rearview mirror mindset," extrapolate past performance and growth, potentially leading investors astray.
"so what we do early in the early in this series is to contrast the yield based estimate such as inverse of cape ratio predicting future returns and it's kept point five correlation or something like that so it's pretty decent looking at longer horizons but it also sucked quite a bit and we'll return to that but it sucked in the last decade especially for us but it's still if you look at the long run data it's better to have point five positive correlation than what we see if you look at the rearview mirror where it's minus point three correlation looking at last decade's returns versus next decade returns so there is medium term mean reversion there in returns and rearview mirror is really poison if that keeps happening"
Ilmanen presents evidence that yield-based estimates, like the inverse of the CAPE ratio, have a historically positive correlation with future returns, indicating a tendency for mean reversion over the medium term. He contrasts this with the "rearview mirror" approach, which extrapolates past returns and shows a negative correlation, suggesting it can be detrimental if that trend continues.
"the struggle for i mean i think everyone listening to this right now is most of our listeners are in the us you're in finland right now today so you got a little bit of a global perspective but i feel like a lot of people have looked at this particular bull run and when it comes to the rear view mirror of said yeah but this is the only game in town this is the way it's going to be talk to us a little bit about is this particularly a challenging point in time how do we think about these two conflicting kind of ideas"
Ilmanen addresses the challenge of investors, particularly in the US, who may be overly focused on recent strong performance and extrapolating it into the future. He frames this as a conflict between the "rearview mirror" mindset, which assumes recent trends will continue, and a more historically informed perspective that acknowledges potential shifts and mean reversion.
"the history really has been great for investors but future looks bleaker and we've been living that future for the last couple of years and i don't think it's over yet but that's that's you know i always scratch my head when i hear people start to talk about on twitter and elsewhere they're like yeah but the fed's cutting rates all the risk assets are going to go to the moon and i was like but you guys remember the last three times the fed cut rates you know big like and big time i mean multiple percentage points some of those stocks risk assets didn't do great in those sounds like what are you guys talking about they two of those times they went down 50 and one of them they went down 20 i'm like that's a dangerous assumption to make that just because the fed's going down that you know things are going to look good"
Ilmanen expresses caution regarding the future prospects of private equity, suggesting that while past returns have been strong, the outlook is less optimistic. He critiques the assumption that falling interest rates automatically lead to positive outcomes for risk assets, citing historical instances where significant rate cuts were followed by substantial market declines.
"so the the main message is in some way from the rearview mirror is that the rearview mirror looks much too benign for overall market especially for us and maybe tech but tech you know the ai story is of course that if i'm wrong on this then it's because of ai and on liquid versus illiquid alternatives i do think that it's it's this is basically the environment now i think is is better for the for the true diversifiers and even you know equity premium looking at stocks versus bonds from starting yields in us it is it is quite thin it is not zero but it is it is thin so i'd be yeah i'd be cautious on risky assets more so probably on illiquids but they also know i'm i'm humble enough to know that any of these forecasts can be wrong and we really we many of us know the story of greenspan's irrational exuberance in december 96 and then markets rallying another three plus years so cautious on the time but but i'm definitely leaning towards caution here with with all of this"
Ilmanen summarizes his main message as a caution against the "rearview mirror" perspective, which he believes is too optimistic for overall markets, particularly US equities and tech. He suggests that the current environment favors true diversifiers over risky assets, especially illiquid alternatives, while acknowledging the inherent uncertainty in any forecast.
Resources
External Resources
Books
- "Stocks for the Long Run" by Jeremy Siegel - Mentioned as a foundational text for understanding long-term stock market performance.
Articles & Papers
- "US Exceptionalism: Growth Story or Valuation Trap?" (AQR Capital Management) - Discussed as a series of papers exploring investment returns, market expectations, and US market dynamics.
- "The Podcast Consultant" (https://thepodcastconsultant.com) - Referenced as the provider of editing and post-production work for the episode.
People
- Antti Ilmanen - Global Co-head of the Portfolio Solutions Group at AQR Capital Management, and the episode's guest.
- Meb Faber - Co-founder and Chief Investment Officer at Cambria Investment Management, and the podcast host.
- Ed Thorp - Mentioned as a past guest on the podcast.
- Richard Thaler - Mentioned as a past guest on the podcast.
- Jeremy Grantham - Mentioned as a past guest on the podcast.
- Joel Greenblatt - Mentioned as a past guest on the podcast.
- Campbell Harvey - Mentioned as a past guest on the podcast.
- Ivy Zelman - Mentioned as a past guest on the podcast.
- Kathryn Kaminski - Mentioned as a past guest on the podcast.
- Jason Calacanis - Mentioned as a past guest on the podcast.
- Whitney Baker - Mentioned as a past guest on the podcast.
- Aswath Damodaran - Mentioned as a past guest on the podcast.
- Howard Marks - Mentioned as a past guest on the podcast.
- Tom Barton - Mentioned as a past guest on the podcast.
- G.K. Chesterton - Quoted in relation to the unpredictability of the world and the need for humility in forecasting.
- Peter Bernstein - Mentioned as the source of a quote by G.K. Chesterton.
- Nassim Taleb - Mentioned in relation to the concept of hindsight bias.
- Ray Avenowski - Mentioned as a former office mate and friend of Antti Ilmanen.
- Norbert Kaimling - Mentioned as an individual with a relevant chart on valuation.
- Bill Gross - Mentioned in relation to trend strategies.
- Cliff Asness - Mentioned in relation to footnotes in AQR papers and a mustache.
- Harry Dent - Mentioned in a humorous comparison regarding market crash predictions.
- Alan Greenspan - Mentioned in relation to "irrational exuberance" and stock valuations.
Organizations & Institutions
- AQR Capital Management - The firm where Antti Ilmanen is Global Co-head of the Portfolio Solutions Group.
- Cambria Investment Management - The firm co-founded by Meb Faber.
- CFA Institute - Mentioned as a potential publisher for a future book by Antti Ilmanen.
- NFL (National Football League) - Mentioned in the context of data analysis and performance.
- New England Patriots - Mentioned as an example team for performance analysis.
- Pro Football Focus (PFF) - Mentioned as a data source for player grading.
- The Idea Farm - A newsletter that distills investing insights.
- GMO - Mentioned in relation to research papers.
- T. Rowe Price - Mentioned in relation to Norbert Kaimling.
- Salomon Brothers - Mentioned as the former workplace of Ray Avenowski.
Websites & Online Resources
- The Meb Faber Show (mebfaber.com/podcast) - The podcast where this episode was published.
- cambriainvestments.com - Website for Cambria Investments.
- theideafarm.com - Website for The Idea Farm newsletter.
- X (formerly Twitter) - Mentioned for following individuals and discussions.
- LinkedIn - Mentioned for following individuals and discussions.
- YouTube - Mentioned as a platform for visual content related to the podcast.
- Instagram - Mentioned for following The Idea Farm.
- TikTok - Mentioned for following The Idea Farm.
- Nordstrom Rack - Mentioned for holiday gift shopping.
- Meyer - Mentioned for holiday savings on ham and coupons.
Other Resources
- Trend Following Strategies - Discussed as a risk-mitigating strategy, particularly for equity bear markets and inflationary environments.
- Portable Alpha - A strategy combining equity exposure with diversifiers.
- Return Stacking - A strategy combining equity exposure with diversifiers.
- Farmland Investing - Discussed as an asset class with historically stable track records.
- Acre Trader - A platform providing passive access to farmland investments.
- NCPS - Mentioned in relation to Acre Trader investments and regulatory bodies.
- FINRA - Mentioned as a member of NCPS.
- SIPC - Mentioned as a member of NCPS.
- Private Equity - Discussed in terms of its relationship with equity beta and smoothing features.
- Liquid Alternatives - Discussed as true diversifiers.
- Illiquid Alternatives - Discussed in terms of equity beta and smoothing features.
- Trend Macro - Mentioned as a favored risk-mitigating strategy.
- AI (Artificial Intelligence) - Mentioned as a potential factor influencing future market performance.