Roughly once every decade, investors enthusiastically inflate a dangerous new bubble in the market. Each bubble has its own unique “color”, which further confuses the memory. Using the dates for the bubble peaks, here were the big ones: the commodity bubble (silver, gold & oil) in 1980; the Black Monday program trading crash in 1987; the tech/internet bubble in 2000; and the CDO/housing bubble in 2009.
Bubbles are created by massive capital flowing into a specific subset of the equity market. These flows are behavioral-based and not based on security analysis. Investors (both amateurs and experts) become convinced about the right train to take during these occasions, regardless of the price of the ticket. And as the price (and risk) keeps rising, investors seem to become increasingly comfortable taking this highly publicized and popular train.
Today, is there a train and, if so, where is it headed?
Indexation
In our view, the most extreme bubble today is indexation. And as the bubble grows, investors are becoming increasingly comfortable with their investment. Not only are the fundamentals not considered relevant, it feels like a mistake to not be invested in the indexes. To us, that is the definition of a bubble.
A clear measure of this bubble buildup has been the capital flows from investors over the last few years. See Chart One below. As noted by the blue bars representing the last three years, hundreds of billions of dollars flowed out of active management and into passive. Investor flows this dramatic have an equally dramatic impact on the relative pricing in the market.
Chart One: Capital Flows to/from Active and Passive Strategies
![](data:image/png;base64,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)
Source: Morningstar Direct through 9/30/2019
At CornerCap, we do not have a problem with index investments; we often use them ourselves to build out certain segments of client strategies. Over time, however, the risk is that investors pursuing the most popular investments create an unavoidable mispricing opportunity. We believe that these price-insensitive investors create a significant investment opportunity, once the bubble unwinds.
An important characteristic of equity index investing is that popular indices are mostly capitalization weighted. What does this mean? When a $500 investment is made in the S&P 500, $60 (12%) goes into the largest five stocks, under current conditions today. At the other end of the index, the investment in the smallest five stocks is just 25 cents (1/2 of 1%).
In other words, most dollars invested in the index flows to a few giant stocks, with very little going to most securities in the index. The selection factor is simply size … and not price opportunities relative to the fundamentals. Absent any analysis, significant mispricing will likely occur and has occurred.
In recent years, a successful active management program would have needed to hold these mega-capitalization stocks, regardless of the fundamentals of the specific securities. And to outperform the index, the active management strategy would need to add even more weight to the largest stocks in the index—in other words, that investor would have to have above-average exposure to these narrow groups of stocks.
In the following chart, you can see the indexation/capitalization effect as we compare the cap-weighted index to the equal-weighted index. Note that over the long term the equal-weight has consistently outperformed the cap-weighted index, indicating that the markets should expect a reversal to the current trend. For reference, an annual difference of half a percent or more is meaningful and adds up over many years.
Chart Two: Comparative Returns by Index Weighting
![](data:image/png;base64,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)
Source: Fama-French; CIC Research
Bottom Line
As contrarian investors, we are always monitoring the behavior of the herd(s). We must stay ahead of the big ones. The pastures are lush before being overrun by the herd. More important is avoiding the stampede when the bubble eventually pops.
To us, the indexation bubble is large and continuing to grow. We suspect the cycle will run its course. The longer it goes, we believe the bigger the bubble becomes, and the louder the pop. Like the other major bubbles noted earlier, once the flip-to-fear is triggered, there is not enough liquidity for an orderly exit for investors who have joined the herd. With a rush to sell with constrained liquidity, we would expect what generated the best returns during capital inflows will produce the worst returns during capital outflows.
For context, we provide our commentary on the Tech Bubble at its peak in March 2000 (see Appendix below).
APPENDIX
Note: CornerCap wrote this commentary in a paper-based (not digital) newsletter in March 2000, the height of the tech bubble. It is published in full below.
The Beauty Contest
March 2000
For over 20 years, we have worked to better understand the market. The current market has probably been the most difficult to understand and explain. It’s not about Value investing or Growth investing. Growth investment managers who follow a discipline are also having a difficult time. We believe that the market began a major shift on March 10, and that it is moving into the final stage of this unusual period. We want to share with you our best thoughts on why things have moved to such extremes recently and what we can expect in the future.
The best analogy that we have for the stock market over the last two years is a beauty contest. Beauty contests tend to focus more on the façade than the foundation. This beauty contest is held daily, and at the end of each day, they can count the votes of the judges and easily see who won the contest for that day. Essentially the same contestants come back the next day, parade themselves in front of the judges again, and, hopefully, convince more of the judges to vote for them.
We are one of the judges, but there are many judges. In fact, there are so many judges that any one judge is not material. We want the contestant we choose to win. We are investing real money in the contestants whom we choose. In order to choose the best contestant, we spend a lot of time studying the cash flows, ROEs, relative pricing, etc. While we believe these qualities to be important, actually essential, most other judges have recently been looking for other qualities. The primary quality that the other judges look for is hope – what is the chance that someone will pay a higher price for this stock, and quickly. So, to be successful at picking the winning contestants in recent quarters, you would have had to focus more on the judges than on the contestants, thereby accepting a preference for the superficial over any measure of substance.
An attractive lady may win that year’s contest because of her exceptional, external beauty, but the real winner will be determined by her fundamental worth on the inside. It is the same with investments. In today’s market, an attractive company can move to an astronomical valuation almost overnight. The company can capture a lot of the votes. However, the company will not be a real winner over time unless it has a sustainable, competitive advantage that will generate sufficient cash flows that can be returned to the shareholders. That essentially defines long-term investing.
We realize that terminology like “long-term investing” is not popular or relevant with many of today’s investors or judges. If their goal were to win the beauty contest every day or even every year, then, again, they would need to focus more on the judges than on the contestants. This is not long-term investing. It is really a trading strategy, and it is closer akin to gambling. Warren Buffett characterized the recent high tech run up as a Ponzi scheme. We can accept some investors wanting to gamble with some of their money, but we see this happening too often with the lion’s share of many individuals’ retirement assets.
As Peter Bernstein reminds us, “the value of an asset without cash flow is only what somebody else will pay you for it.” Stocks with positive cash flows were down last year, whereas stocks with negative cash flows were up over 50%. This seems like a risky position for an investor. However, at least until the recent dramatic sell-off in the technology sector, acceptable levels of risk were being redefined higher almost daily. There is always a downside to higher risks in the market, and it is not a question of if but rather when it will be realized.
As we said at the start, we believe that we are in a unique period in the history of the US equity market. This unique market has resulted in many of our clients’, especially our most recent clients, seeing CornerCap as being overly concerned about risk. It is true that all of our clients’ assets must be there ten years from now, so risk control will always be important. Because of the extremes that exist in today’s market, we believe that above-market returns are now available at below-market risks. Stated another way, the contestants who are receiving our votes now possess both inner and outer beauty. The other judges have been in agreement with us since March 10. Whether it is happening now or at some later date, the laws of economics, old and new, will force this change to take place.
Making Bubbles
Roughly once every decade, investors enthusiastically inflate a dangerous new bubble in the market. Each bubble has its own unique “color”, which further confuses the memory. Using the dates for the bubble peaks, here were the big ones: the commodity bubble (silver, gold & oil) in 1980; the Black Monday program trading crash in 1987; the tech/internet bubble in 2000; and the CDO/housing bubble in 2009.
Bubbles are created by massive capital flowing into a specific subset of the equity market. These flows are behavioral-based and not based on security analysis. Investors (both amateurs and experts) become convinced about the right train to take during these occasions, regardless of the price of the ticket. And as the price (and risk) keeps rising, investors seem to become increasingly comfortable taking this highly publicized and popular train.
Today, is there a train and, if so, where is it headed?
Indexation
In our view, the most extreme bubble today is indexation. And as the bubble grows, investors are becoming increasingly comfortable with their investment. Not only are the fundamentals not considered relevant, it feels like a mistake to not be invested in the indexes. To us, that is the definition of a bubble.
A clear measure of this bubble buildup has been the capital flows from investors over the last few years. See Chart One below. As noted by the blue bars representing the last three years, hundreds of billions of dollars flowed out of active management and into passive. Investor flows this dramatic have an equally dramatic impact on the relative pricing in the market.
Chart One: Capital Flows to/from Active and Passive Strategies
Source: Morningstar Direct through 9/30/2019
At CornerCap, we do not have a problem with index investments; we often use them ourselves to build out certain segments of client strategies. Over time, however, the risk is that investors pursuing the most popular investments create an unavoidable mispricing opportunity. We believe that these price-insensitive investors create a significant investment opportunity, once the bubble unwinds.
An important characteristic of equity index investing is that popular indices are mostly capitalization weighted. What does this mean? When a $500 investment is made in the S&P 500, $60 (12%) goes into the largest five stocks, under current conditions today. At the other end of the index, the investment in the smallest five stocks is just 25 cents (1/2 of 1%).
In other words, most dollars invested in the index flows to a few giant stocks, with very little going to most securities in the index. The selection factor is simply size … and not price opportunities relative to the fundamentals. Absent any analysis, significant mispricing will likely occur and has occurred.
In recent years, a successful active management program would have needed to hold these mega-capitalization stocks, regardless of the fundamentals of the specific securities. And to outperform the index, the active management strategy would need to add even more weight to the largest stocks in the index—in other words, that investor would have to have above-average exposure to these narrow groups of stocks.
In the following chart, you can see the indexation/capitalization effect as we compare the cap-weighted index to the equal-weighted index. Note that over the long term the equal-weight has consistently outperformed the cap-weighted index, indicating that the markets should expect a reversal to the current trend. For reference, an annual difference of half a percent or more is meaningful and adds up over many years.
Chart Two: Comparative Returns by Index Weighting
Source: Fama-French; CIC Research
Bottom Line
As contrarian investors, we are always monitoring the behavior of the herd(s). We must stay ahead of the big ones. The pastures are lush before being overrun by the herd. More important is avoiding the stampede when the bubble eventually pops.
To us, the indexation bubble is large and continuing to grow. We suspect the cycle will run its course. The longer it goes, we believe the bigger the bubble becomes, and the louder the pop. Like the other major bubbles noted earlier, once the flip-to-fear is triggered, there is not enough liquidity for an orderly exit for investors who have joined the herd. With a rush to sell with constrained liquidity, we would expect what generated the best returns during capital inflows will produce the worst returns during capital outflows.
For context, we provide our commentary on the Tech Bubble at its peak in March 2000 (see Appendix below).
APPENDIX
Note: CornerCap wrote this commentary in a paper-based (not digital) newsletter in March 2000, the height of the tech bubble. It is published in full below.
The Beauty Contest
March 2000
For over 20 years, we have worked to better understand the market. The current market has probably been the most difficult to understand and explain. It’s not about Value investing or Growth investing. Growth investment managers who follow a discipline are also having a difficult time. We believe that the market began a major shift on March 10, and that it is moving into the final stage of this unusual period. We want to share with you our best thoughts on why things have moved to such extremes recently and what we can expect in the future.
The best analogy that we have for the stock market over the last two years is a beauty contest. Beauty contests tend to focus more on the façade than the foundation. This beauty contest is held daily, and at the end of each day, they can count the votes of the judges and easily see who won the contest for that day. Essentially the same contestants come back the next day, parade themselves in front of the judges again, and, hopefully, convince more of the judges to vote for them.
We are one of the judges, but there are many judges. In fact, there are so many judges that any one judge is not material. We want the contestant we choose to win. We are investing real money in the contestants whom we choose. In order to choose the best contestant, we spend a lot of time studying the cash flows, ROEs, relative pricing, etc. While we believe these qualities to be important, actually essential, most other judges have recently been looking for other qualities. The primary quality that the other judges look for is hope – what is the chance that someone will pay a higher price for this stock, and quickly. So, to be successful at picking the winning contestants in recent quarters, you would have had to focus more on the judges than on the contestants, thereby accepting a preference for the superficial over any measure of substance.
An attractive lady may win that year’s contest because of her exceptional, external beauty, but the real winner will be determined by her fundamental worth on the inside. It is the same with investments. In today’s market, an attractive company can move to an astronomical valuation almost overnight. The company can capture a lot of the votes. However, the company will not be a real winner over time unless it has a sustainable, competitive advantage that will generate sufficient cash flows that can be returned to the shareholders. That essentially defines long-term investing.
We realize that terminology like “long-term investing” is not popular or relevant with many of today’s investors or judges. If their goal were to win the beauty contest every day or even every year, then, again, they would need to focus more on the judges than on the contestants. This is not long-term investing. It is really a trading strategy, and it is closer akin to gambling. Warren Buffett characterized the recent high tech run up as a Ponzi scheme. We can accept some investors wanting to gamble with some of their money, but we see this happening too often with the lion’s share of many individuals’ retirement assets.
As Peter Bernstein reminds us, “the value of an asset without cash flow is only what somebody else will pay you for it.” Stocks with positive cash flows were down last year, whereas stocks with negative cash flows were up over 50%. This seems like a risky position for an investor. However, at least until the recent dramatic sell-off in the technology sector, acceptable levels of risk were being redefined higher almost daily. There is always a downside to higher risks in the market, and it is not a question of if but rather when it will be realized.
As we said at the start, we believe that we are in a unique period in the history of the US equity market. This unique market has resulted in many of our clients’, especially our most recent clients, seeing CornerCap as being overly concerned about risk. It is true that all of our clients’ assets must be there ten years from now, so risk control will always be important. Because of the extremes that exist in today’s market, we believe that above-market returns are now available at below-market risks. Stated another way, the contestants who are receiving our votes now possess both inner and outer beauty. The other judges have been in agreement with us since March 10. Whether it is happening now or at some later date, the laws of economics, old and new, will force this change to take place.
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