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A Guide to Rational Investing

26 Post author: ColbyDavis 15 September 2014 02:36AM

Hello Less Wrong, I don't post here much but I've been involved in the Bay Area Less Wrong community for several years, where many of you know me from. The following is a white paper I wrote earlier this year for my firm, RHS Financial, a San Francisco based private wealth management practice. A few months ago I presented it at a South Bay Less Wrong meetup. Since then many of you have encouraged me to post it here for the rest of the community to see. The original can be found here, please refer to the disclosures, especially if you are the SEC. I have added an afterword here beneath the citations to address some criticisms I have encountered since writing it. As a company white paper intended for a general audience, please forgive me if the following is a little too self-promoting or spends too much time on grounds already well-tread here, but I think many of you will find it of value. Hope you enjoy!

 

 

Executive Summary: Capital markets have created enormous amounts of wealth for the world and reward disciplined, long-term investors for their contribution to the productive capacity of the economy. Most individuals would do well to invest most of their wealth in the capital market assets, particularly equities. Most investors, however, consistently make poor investment decisions as a result of a poor theoretical understanding of financial markets as well as cognitive and emotional biases, leading to inferior investment returns and inefficient allocation of capital. Using an empirically rigorous approach, a rational investor may reasonably expect to exploit inefficiencies in the market and earn excess returns in so doing.

 

 

 

 

Most people understand that they need to save money for their future, and surveys consistently find a large majority of Americans expressing a desire to save and invest more than they currently are. Yet the savings rate and percentage of people who report owning stocks has trended down in recent years,1 despite the increasing ease with which individuals can participate in financial markets, thanks to the spread of discount brokers and employer 401(k) plans. Part of the reason for this is likely the unrealistically pessimistic expectations of would-be investors. According to a recent poll barely one third of Americans consider equities to be a good way to build wealth over time.2 The verdict of history, however, is against the skeptics.


The Greatest Deal of all Time


Equity ownership is probably the easiest, most powerful means of accumulating wealth over time, and people regularly forego millions of dollars over the course of their lifetimes letting their wealth sit in cash. Since its inception in 1926, the annualized total return on the S&P 500 has been 9.8% as of the end of 2012.3 $1 invested back then would be worth $3,533 by the end of the period. More saliently, a 25 year old investor investing $5,000 per year at that rate would have about $2.1 million upon retirement at 65.


The strong performance of stock markets is robust to different times and places. Though the most accurate data on the US stock market goes back to 1926, financial historians have gathered information going back to 1802 and find the average annualized real return in earlier periods is remarkably close to the more recent official records. Looking at rolling 30 year returns between 1802 and 2006, the lowest and highest annualized real returns have been 2.6% and 10.6%, respectively.4 The United States is not unique in its experience, either. In a massive study of the sixteen countries that had data on local stock, bond, and cash returns available for every year of the twentieth century, the stock market in every one had significant, positive real returns that exceeded those of cash and fixed income alternatives.5 The historical returns of US stocks only slightly exceed those of the global average.


The opportunity cost of not holding stocks is enormous. Historically the interest earned on cash equivalent investments like savings accounts has barely kept up with inflation - over the same since-1926 period inflation has averaged 3.0% while the return on 30-day treasury bills (a good proxy for bank savings rates) has been 3.5%.6 That 3.5% rate would only earn an investor $422k over the same $5k/year scenario above. The situation today is even worse. Most banks are currently paying about 0.05% on savings.


Similarly, investment grade bonds, such as those issued by the US Treasury and highly rated corporations, though often an important component of a diversified portfolio, have offered returns only modestly better than cash over the long run. The average return on 10-year treasury bonds has been 5.1%,7 earning an investor $619k over the same 40 year scenario. The yield on the 10-year treasury is currently about 3%.


Homeownership has long been a part of the American dream, and many have been taught that building equity in your home is the safest and most prudent way to save for the future. The fact of the matter, however, is that residential housing is more of a consumption good than an investment. Over the last century the value of houses have barely kept up with inflation,8 and as the recent mortgage crisis demonstrated, home prices can crash just as any other market.


In virtually every time and place we look, equities are the best performing asset available, a fact which is consistent with the economic theory that risky assets must offer a premium to their investors to compensate them for the additional uncertainty they bear. What has puzzled economists for decades is why the so-called equity risk premium is so large and why so many individuals invest so little in stocks.9


Your Own Worst Enemy


Recent insights from multidisciplinary approaches in cognitive science have shed light on the issue, demonstrating that instead of rationally optimizing between various trade-offs, human beings regularly rely on heuristics - mental shortcuts that require little cognitive effort - when making decisions.10 These heuristics lead to taking biased approaches to problems that deviate from optimal decision making in systematic and predictable ways. Such biases affect financial decisions in a large number of ways, one of the most profound and pervasive being the tendency of myopic loss aversion.


Myopic loss aversion refers to the combined result of two observed regularities in the way people think: that losses feel bad to a greater extent than equivalent gains feel good, and that people rely too heavily (anchor) on recent and readily available information. 11Taken together, it is easy to see how these mental errors could bias an individual against holding stocks. Though the historical and expected return on equities greatly exceeds those of bonds and cash, over short time horizons they can suffer significant losses. And while the loss of one’s home equity is generally a nebulous abstraction that may not manifest itself consciously for years, stock market losses are highly visible, drawing attention to themselves in brokerage statements and newspaper headlines. Not surprisingly, then, an all too common pattern among investors is to start investing at a time when the headlines are replete with stories of the riches being made in markets, only to suffer a pullback and quickly sell out at ten, twenty, thirty plus percent losses and sit on cash for years until the next bull market is again near its peak in a vicious circle of capital destruction. Indeed, in the 20 year period ending 2012, the S&P 500 returned 8.2% and investment grade bonds returned 6.3% annualized. The inflation rate was 2.5%, and the average retail investor earned an annualized rate of 2.3%.12


Even when investors can overcome their myopic loss aversion and stay in the stock market for the long haul, investment success is far from assured. The methods by which investors choose which stocks or stock managers to buy, hold, and sell are also subject to a host of biases which consistently lead to suboptimal investing and performance. Chief among these is overconfidence, the belief that one’s judgements and skills are reliably superior.


Overconfidence is endemic to the human experience. The vast majority of people think of themselves as more intelligent, attractive, and competent than most of their peers,13 even in the face of proof to the contrary. 93% of people consider themselves to be above-average drivers,14 for example, and that percentage decreases only slightly if you ask people to evaluate their driving skill after being admitted to a hospital following a traffic accident.15 Similarly, most investors are confident they can consistently beat the market. One survey found 74% of mutual fund investors believed the funds they held would “consistently beat the S&P 500 every year” in spite of the statistical reality that more than half of US stock funds underperform in a given year and virtually none will outperform it each and every year. Many investors will even report having beaten the index despite having verifiably underperformed it by several percentage points.16


Overconfidence leads investors to take outsized bets on what they know and are familiar with. Investors around the world commonly hold 80% or more of their portfolios in investments from their own country,17 and one third of 401(k) assets are invested in participants’ own employer’s stock.18 Such concentrated portfolios are demonstrably riskier than a broadly diversified portfolio, yet investors regularly evaluate their investments as less risky than the general market, even if their securities had recently lost significantly more than the overall market.


If an investor believes himself to possess superior talent in selecting investments, he is likely to trade more as a result in an attempt to capitalize on each new opportunity that presents itself. In this endeavor, the harder investors try, the worse they do. In one major study, the quintile of investors who traded the most over a five year period earned an average annualized 7.1 percentage points less than the quintile that traded the least.19


The Folly of Wall Street


Relying on experts does little to help. Wall Street employs an army of analysts to follow the every move of all the major companies traded on the market, predicting their earnings and their expected performance relative to peers, but on the whole they are about as effective as a strategy of throwing darts. Burton Malkiel explains in his book A Random Walk Down Wall Street how he tracked the one and five year earnings forecasts on companies in the S&P 500 from analysts at 19 Wall Street firms and found that in aggregate the estimates had no more predictive power than if you had just assumed a given company’s earnings would grow at the same rate as the long-term average rate of growth in the economy. This is consistent with a much broader body of literature demonstrating that the predictions of statistical prediction rules - formulas that make predictions based on simple statistical rules - reliably outperform those of human experts. Statistical prediction rules have been used to predict the auction price of bordeaux better than expert wine tasters,20 marital happiness better than marriage counselors,21 academic performance better than admissions officers,22 criminal recidivism better than criminologists,23 and bankruptcy better than loan officers,24 to name just a few examples. This is an incredible finding that’s difficult to overstate. When considering complex issues such as these our natural intuition is to trust experts who can carefully weigh all the relevant information in determining the best course of action. But in reality experts are simply humans who have had more time to reinforce their preconceived notions on a particular topic and are more likely to anchor their attention on items that only introduce statistical noise.


Back in the world of finance, It turns out that to a first approximation the best estimate on the return to expect from a given stock is the long-run historical average of the stock market, and the best estimate of the return to expect from a stock picking mutual fund is the long-run historical average of the stock market minus its fees. The active stock pickers who manage mutual funds have on the whole demonstrated little ability to outperform the market. To be sure, at any given time there are plenty of managers who have recently beaten the market smartly, and if you look around you will even find a few with records that have been terrific over ten years or more. But just as a coin-flipping contest between thousands of contestants would no doubt yield a few who had uncannily “called it” a dozen or more times in a row, the number of market beating mutual fund managers is no greater than what you should expect as a result of pure luck.25


Expert and amatuer investors alike underestimate how competitive the capital markets are. News is readily available and quickly acted upon, and any fact you know about that you think gives you an edge is probably already a value in the cells of thousands of spreadsheets of analysts trading billions of dollars. Professor of Finance at Yale and Nobel Laureate Robert Shiller makes this point in a lecture using an example of a hypothetical drug company that announces it has received FDA approval to market a new drug:


Suppose you then, the next day, read in The Wall Street Journal about this new announcement. Do you think you have any chance of beating the market by trading on it? I mean, you're like twenty-four hours late, but I hear people tell me — I hear, "I read in Business Week that there was a new announcement, so I'm thinking of buying." I say, "Well, Business Week — that information is probably a week old." Even other people will talk about trading on information that's years old, so you kind of think that maybe these people are naïve. First of all, you're not a drug company expert or whatever it is that's needed. Secondly, you don't know the math — you don't know how to calculate present values, probably. Thirdly, you're a month late. You get the impression that a lot of people shouldn't be trying to beat the market. You might say, to a first approximation, the market has it all right so don't even try.26


In that last sentence Shiller hints at one of the most profound and powerful ideas in finance: the efficient market hypothesis. The core of the efficient market hypothesis is that when news that impacts the value of a company is released, stock prices will adjust instantly to account for the new information and bring it back to equilibrium where it’s no longer a “good” or “bad” investment but simply a fair one for its risk level. Because news is unpredictable by definition, it is impossible then to reliably outperform the market as a whole, and the seemingly ingenious investors on the latest cover of Forbes or Fortune are simply lucky.


A Noble Lie


In the 50s, 60s, and 70s several economists who would go on to win Nobel prizes worked out the implications of the efficient market hypothesis and created a new intellectual framework known as modern portfolio theory.27 The upshot is that capital markets reward investors for taking risk, and the more risk you take, the higher your return should be (in expectation, it might not turn out to be the case, which is why it’s risky). But the market doesn’t reward unnecessary risk, such as taking out a second mortgage to invest in your friend’s hot dog stand. It only rewards systematic risk, the risks associated with being exposed to the vagaries of the entire economy, such as interest rates, inflation, and productivity growth.28 Stock of small companies are riskier and have a higher expected return than stocks of large companies, which are riskier than corporate bonds, which are riskier than Treasury bonds. But owning one small cap stock doesn’t offer a higher expected return than another small cap stock, or a portfolio of hundreds of small caps for that matter. Owning more of a particular stock merely exposes you to the idiosyncratic risks that particular company faces and for which you are not compensated. Diversifying assets across as many securities as possible, it is possible to reduce the volatility of your portfolio without lowering its expected return.


This approach to investing dictates that you should determine an acceptable level of risk for your portfolio, then buy the largest basket of securities possible that targets that risk, ideally while paying the least amount possible in fees. Academic activism in favor of this passive approach gained momentum through the 70s, culminating in the launch of the first commercially available index fund in 1976, offered by The Vanguard Group. The typical index fund seeks to replicate the overall market performance of a broad class of investments such as large US stocks by owning all the securities in that market in proportion to their market weights. Thus if XYZ stock makes up 2% of the value of the relevant asset class, the index fund will allocate 2% of its funds to that stock. Because index funds only seek to replicate the market instead of beating it, they save costs on research and management teams and pass the savings along to investors through lower fees.


Index funds were originally derided and attracted little investment, but years of passionate advocacy by popularizers such as Jack Bogle and Burton Malkiel as well as the consensus of the economics profession has helped to lift them into the mainstream. Index funds now command trillions of dollars of assets and cover every segment of the market in stocks, bonds, and alternative assets in the US and abroad. In 2003 Vanguard launched its target retirement funds, which took the logic of passive investing even further by providing a single fund that would automatically shift from more aggressive to more conservative index investments as its investors approached retirement. Target retirement funds have since become especially popular options in 401(k) plans.


The rise of index investing has been a boon to individual investors, who have clearly benefited from the lower fees and greater diversification they offer. To the extent that investors have bought into the idea of passive investing over market timing and active security selection they have collectively saved themselves a fortune by not giving in to their value-destroying biases. For all the good index funds have done though, since their birth in the 70s, the intellectual foundation upon which they stand, the efficient market hypothesis, has been all but disproved.


The EMH is now the noble lie of the economics profession; while economists usually teach their students and the public that the capital markets are efficient and unbeatable, their research over the last few decades has shown otherwise. In a telling example, Paul Samuelson, who helped originate the EMH and advocated it in his best selling textbook, was a large, early investor in Berkshire Hathaway, Warren Buffett’s active investment holding company.29 But real people regularly ruin their lives through sloppy investing, and for them perhaps it is better just to say that beating the market can’t be done, so just buy, hold, and forget about it. We, on the other hand, believe a more nuanced understanding of the facts can be helpful.


Premium Investing


Shortly after the efficient market hypothesis was first put forth researchers realized the idea had serious theoretical shortcomings.30 Beginning as early as 1977 they also found empirical “anomalies,” factors other than systematic risk that seemed to predict returns.31 Most of the early findings focused on valuation ratios - measures of a firm’s market price in relation to an accounting measure such as book value or earnings - and found that “cheap” stocks on average outperformed “expensive” stocks, confirming the value investment philosophy first promulgated by the legendary Depression-era investor Benjamin Graham and popularized by his most famous student, Warren Buffett. In 1992 Eugene Fama, one of the fathers of the efficient market hypothesis, published, along with Ken French, a groundbreaking paper demonstrating that the cheapest decile stocks in the US, as measured by the price to book ratio, outperformed the highest decile stocks by an astounding 11.9% per year, despite there being little difference in risk between them.32


A year later, researchers found convincing evidence of a momentum anomaly in US stocks: stocks that had the highest performance over the last 3-12 months continued to outperform relative to those with the lowest performance. The effect size was comparable to that of the value anomaly and again the discrepancy could not be explained with any conventional measure of risk.33


Since then, researchers have replicated the value and momentum effects across larger and deeper datasets, finding comparably large effect sizes in different times, regions, and asset classes. In a highly ambitious 2012 paper, Clifford Asness (a former student of Fama’s) and Tobias Moskowitz documented the significance of value and momentum across 18 national equity markets, 10 currencies, 10 government bonds, and 27 commodity futures.


Though value and momentum are the most pervasive and best documented of the market anomalies, many others have been discovered across the capital markets. Others include the small-cap premium34 (small company stocks tend to outperform large company stocks even in excess of what should be expected by their risk), the liquidity premium35 (less frequently traded securities tend to outperform more frequently traded securities), short-term reversal36 (equities with the lowest one-week to one-month performance tend to outperform over short time horizons), carry37 (high-yielding currencies tend to appreciate against low-yielding currencies), roll yield38,39 (bonds and futures at steeply negatively sloped points along the yield curve tend to outperform those at flatter or positively sloped points), profitability40 (equities of firms with higher proportions of profits over assets or equity tend to outperform those with lower profitability), calendar effects41 (stocks tend to have stronger returns in January and weaker returns on Mondays), and corporate action premia42 (securities of corporations that will, currently are, or have recently engaged in mergers, acquisitions, spin-offs, and other events tend to consistently under or outperform relative to what would be expected by their risk).


Most of these market anomalies appear remarkably robust compared to findings in other social sciences,43 especially considering that they seem to imply trillions of dollars of easy money is being overlooked in plain sight. Intelligent observers often question how such inefficiencies could possibly persist in the face of such strong incentives to exploit them until they disappear. Several explanations have been put forth, some of which are conflicting but which all probably have some explanatory power.


The first interpretation of the anomalies is to deny that they are actually anomalous, but rather are compensation for risk that isn’t captured by the standard asset pricing models. This is the view of Eugene Fama, who first postulated that the value premium was compensation for assuming risk of financial distress and bankruptcy that was not fully captured by simply measuring the standard deviation of a value stock’s returns.44 Subsequent research, however, disproved that the value effect was explained by exposure to financial distress.45 More sophisticated arguments point to the fact that the excess returns of value, momentum, and many other premiums exhibit greater skewness, kurtosis, or other statistical moments than the broad market: subtle statistical indications of greater risk, but the differences hardly seem large enough to justify the large return premiums observed.46


The only sense in which e.g. value and momentum stocks seem genuinely “riskier” is in career risk; though the factor premiums are significant and robust in the long term, they are not consistent or predictable along short time horizons. Reaping their rewards requires patience, and an analyst or portfolio manager who recommends an investment for his clients based on these factors may end up waiting years before it pays off, typically more than enough time to be fired.47 Though any investment strategy is bound to underperform at times, strategies that seek to exploit the factors most predictive of excess returns are especially susceptible to reputational hazard. Value stocks tend to be from unpopular companies in boring, slow growth industries. Momentum stocks are often from unproven companies with uncertain prospects or are from fallen angels who have only recently experienced a turn of luck. Conversely, stocks that score low on value and momentum factors are typically reputable companies with popular products that are growing rapidly and forging new industry standards in their wake.


Consider then, two companies in the same industry: Ol’Timer Industries, which has been around for decades and is consistently profitable but whose product lines are increasingly considered uncool and outdated. Recent attempts to revamp the company’s image by the firm’s new CEO have had modest success but consumers and industry experts expect this to be just delaying further inevitable loss of market share to NuTime.ly, founded eight years ago and posting exponential revenue growth and rapid adoption by the coveted 18-35 year old demographic, who typically describe its products using a wide selection of contemporary idioms and slang indicating superior social status and functionality. Ol’Timer Industries’ stock will likely score highly on value on momentum factors relative to NuTime.ly and so have a higher expected return. But consider the incentives of the investment professional choosing between the two: if he chooses Ol’Timer and it outperforms he may be congratulated and rewarded perhaps slightly more than if he had chosen NuTime.ly and it outperforms, but if he chooses Ol’Timer and it underperforms he is a fool and a laughingstock who wasted clients’ money on his pet theory when “everyone knew” NuTime.ly was going to win. At least if he chooses NuTime.ly and it underperforms it was a fluke that none of his peers saw coming, save for a few wingnuts who keep yammering about the arcane theories of Gene Fama and Benjamin Graham.


For most investors, “it is better for reputation to fail conventionally than to succeed unconventionally” as John Maynard Keynes observed in his General Theory. Not that this is at all restricted to investors, professional or amateur. In a similar vein, professional soccer goalkeepers continue to jump left or right on penalty kicks when statistics show they’d block more shots standing still.48 But standing in place while the ball soars into the upper right corner makes the goalkeeper look incompetent. The proclivity of middle managers and bureaucrats to default to uncontroversial decisions formed by groupthink is familiar enough to be the stuff of popular culture; nobody ever got fired for buying IBM, as the saying goes. Psychological experiments have shown that people will often affirm an obviously false observation about simple facts such as the relative lengths of straight lines on a board if others have affirmed it before them.49


We find ourselves back to the nature of human thinking and the biases and other cognitive errors that afflict it. This is what most interpretations of the market anomalies focuses on. Both amatuer and professional investors are human beings that are apt to make investment decisions not through a methodical application of modern portfolio theory but based rather on stories, anecdotes, hunches, and ideologies. Most of the anomalies make sense in light of an understanding of some of the most common biases such as anchoring and availability bias, status quo bias, and herd behavior.50 Rational investors seeking to exploit these inefficiencies may be able to do so to a limited extent, but if they are using other peoples’ money then they are constrained by the biases of their clients. The more aggressively they attempt to exploit market inefficiencies, the more they risk badly underperforming the market long enough to suffer devastating withdrawals of capital.51


It is no surprise then, that the most successful investors have found ways to rely on “sticky” capital unlikely to slip out of their control at the worst time. Warren Buffett invests the float of his insurance company holdings, which behaves in actuarially predictable ways; David Swensen manages the Yale endowment fund, which has an explicitly indefinite time horizon and a rules based spending rate; Renaissance Technologies, arguably the most successful hedge fund ever, only invests its own money; Dimensional Fund Advisors, one of the only mutual fund companies that has consistently earned excess returns through factor premiums, only sells through independent financial advisors who undergo a due diligence process to ensure they share similar investment philosophies.


Building a Better Portfolio


So what is an investor to do? The prospect of delicately crafting a portfolio that’s adequately diversified while taking advantage of return premiums may seem daunting, and one may be tempted to simply buy a Vanguard target retirement fund appropriate for their age and be done with it. Doing so is certainly a reasonable option. But we believe that with a disciplined investment strategy informed by the findings discussed above superior results are possible.


The first place to start is an assessment of your risk tolerance. How far can your portfolio fall before it adversely affects your quality of life? For investors saving for retirement with many more years of work ahead of them, the answer will likely be “quite a lot.” With ten years or more to work with, your portfolio will likely recover from even the most extreme bear markets. But people do not naturally think in ten-year increments, and many must live off their portfolio principal; accept that in the short term your portfolio will sometimes be in the red and consider what percentage decline over a period of a few months to a year you are comfortable enduring. Over a one year period the “worst case scenario” on diversified stock portfolios is historically about a 40% decline. For a traditional “moderate” portfolio of 60% stocks, 40% bonds it has been about a 25% decline.52


With a target on how much risk to accept in your portfolio, modern portfolio theory shows us a technique for achieving the most efficient tradeoff between risk and return possible called mean-variance optimization. An adequate treatment of MVO is beyond the scope of this paper,53 but essentially the task is to forecast expected returns on the major asset classes (e.g. US Stocks, International Stocks, and Investment Grade Bonds) then compute the weights for each that will achieve the highest expected return for a given amount of risk. We use an approach to mean variance optimization known as the Black-Litterman model54 and estimate expected returns using a limited number of simple inputs; for example, the expected return on an index of stocks can be closely approximated using the current dividend yield plus the long run growth rate of the economy.55


With optimal portfolio weights determined, next the investor must select the investment vehicles to use to gain exposure to the various asset classes. Though traditional index funds are a reasonable option, in recent years several “enhanced index” mutual fund and ETFs have been released that provide inexpensive, broad exposure to the hundreds or thousands of securities in a given asset classes while enhancing exposure to one or more of the major factor premiums discussed above such as value, profitability, or momentum. Research Affiliates, for example, licences a “fundamental index” that has been shown to provide efficient exposure to value and small-cap stocks across many markets.56 These “RAFI” indexes have been licensed to the asset management firms Charles Schwab and PowerShares to be made available through mutual funds and ETFs to the general investing public, and have generally outperformed their traditional index fund counterparts since inception.


Over the course of time, portfolio allocations will drift from their optimized allocations as particular asset classes inevitably outperform relative to other ones. Leaving this unchecked can lead to a portfolio that is no longer risk-return efficient. The investor must periodically rebalance the portfolio by selling securities that have become overweight and buying others that are underweight. Research suggests that by setting “tolerance bands” around target asset allocations, monitoring the portfolio frequently and trading when weights drift outside tolerance, investors can take further advantage of inter-asset-class value and momentum effects and boost return while reducing risk.57


Most investors, however, do not rebalance systematically, perhaps in part because it can be psychologically distressing. Rebalancing necessarily entails regularly selling assets that have been performing well in order to buy ones that have been laggards, exactly when your cognitive biases are most likely to tell you that it’s a bad idea. Indeed, neuroscientists have observed in laboratory experiments that when individuals consider the prospect of buying more of a risky asset that has lost them money, it activates the modules in the brain associated with anticipation of physical pain and anxiety.58 Dealing with investment losses is literally painful for investors.


Many investors may find it helpful to their peace of mind as well as their portfolio to outsource the entire process to a party with less emotional attachment in their portfolio. Realistically, most investors have neither the time nor the motivation necessary to attain a firm understanding of modern portfolio theory, research the capital market expectations on various asset classes and securities, and regularly monitor and rebalance their portfolio, all with enough rigor to make it worth the effort compared to a simple indexing strategy. By utilizing the skills of a good financial advisor, however, an investor can leverage the expertise of a professional with the bandwidth to execute these tactics in a cost-efficient manner.


A financial advisor should be able to engage you as an investor and acquire a firm understanding of your goals, needs, and attitudes towards risk, money, and markets. Because he or she will have an entire practice over which to efficiently dedicate time and resources on portfolio research, optimization, and trading, the financial advisor should be able to craft a portfolio that’s optimized for your personal situation. Financial advisors, as institutional investors, generally have access to institutional class funds that retail investors do not, including many of those that have demonstrated the greatest dedication to exploiting the factor premiums. Notably, DFA and AQR, the two fund families with the greatest academic support, are generally only available to individual investors through a financial advisor. Should your professionally managed portfolio provide a better risk adjusted return than a comparable do-it-yourself index fund approach, the FA’s fees have paid for themselves.


Furthermore, a good financial advisor will make sure your investments are tax efficient and that you are making the most of tax-preferred accounts. Researchers have shown that after asset allocation, asset location, the strategic placement of investments in accounts with different tax treatment, is one of the most important factors in net portfolio returns,59 yet most individual investors largely ignore these effects.60 Advisor’s fees can generally be paid with pre-tax funds as well, further enhancing tax efficiency.


Invest with Purpose


There is something of a paradox involved in investing. Finance is a highly specialized and technical field, but money is a very personal and emotional topic. Achieving the joy and fulfillment associated with financial success requires a large measure of emotional detachment and impersonal pragmatism. Far too often people suffer great loss by confusing loyalties and aspirations, fears and regrets with the efficient allocation of their portfolio assets. We as advisors hate to see this happen; there is nothing to celebrate about the needless destruction of capital, it is truly a loss for us all. One of the greatest misconceptions about finance is that investing is just a zero-sum game, that one trader’s gain is another’s loss. Nothing could be further from the truth. Economists have shown that one of the greatest predictors of a nation’s well being is its financial development.61 The more liquid and active our capital markets, the greater our society’s capacity for innovation and progress. When you invest in the stock market, you are contributing your share to the productive capacity of our world, your return is your reward for helping make it better, outperformance is a sign that you have steered capital to those with the greatest use for it.

 

With the right accounts and investments in place and a process for managing them effectively, you the investor are freed to focus on what you are working and investing for, and an advisor can work with you to help get you there. Whether you want to travel the world, buy the house of your dreams, send your children to the best college, maximize your philanthropic giving, or simply retire early, an advisor can help you develop a financial plan to turn the dollars and cents of your portfolio into the life you want to live, building more health, wealth, and happiness for you, your loved ones, and the world.

 

Notes

 

1. “U.S. Stock Ownership Stays at Record Low,” Gallup.

2. U.S. Investors Not Sold on Stock Market as Wealth Creator,” Gallup.

3. Data provided by Morningstar.

4. Siegel, Stocks for the Long Run, 5-25

5. Dimson et al, Triumph of the Optimists.

6. Ibid. 3

7. Ibid

8. Shiller, “Understanding Recent Trends in House Prices and Home Ownership.”

9. Mankiw and Zeldes, for example, find that to justify the historical equity risk premium observed, investors would in aggregate need to be indifferent between a certain payoff of $51,209 and a 50/50 bet paying either $50,000 or $100,000. Mankiw and Zeldes, “The consumption of stockholders and nonstockholders,” 8.

10. For a highly readable introduction to the idea of cognitive biases, see Daniel Kahneman’s book “Thinking: Fast and Slow.” Kahneman has been a pioneer in the field and for his work won the 2002 Nobel prize in economics.

11. Benartzi and Thaler, “Myopic Loss Aversion and the Equity Premium Puzzle.”

12. “Guide to the Markets,” J.P. Morgan Asset Management

13. See, for example, Kruger and Dunning,  "Unskilled and Unaware of It: How Difficulties in Recognizing One's Own Incompetence Lead to Inflated Self-Assessments" and Zuckerman and Jost,  "What Makes You Think You're So Popular? Self Evaluation Maintenance and the Subjective Side of the ‘Friendship Paradox’"

14. Svenson, “Are We All Less Risky and More Skillful than Our Fellow Drivers?”

15. Preston and Harris, “Psychology of Drivers in Traffic Accidents.”

16. Zweig, Your Money and Your Brain. 88-91.

17. French and Poterba, “Investor Diversification and International Equity Markets.”

18. Ibid. 14. p. 98-99.

19. Barber and Odean, “Trading is Hazardous to Your Wealth: The Common Stock Investment Performance of Individual Investors.”

20. Ashenfelter et al, “Predicting the Quality and Prices of Bordeaux Wine.”

21. Thornton, "Toward a Linear Prediction of Marital Happiness."

22. Swets et al, "Psychological Science Can Improve Diagnostic Decisions."

23. Carroll et al, "Evaluation, Diagnosis, and Prediction in Parole Decision-Making."

24. Stillwell et al, "Evaluating Credit Applications: A Validation of Multiattribute Utility Weight Elicitation Techniques"

25. See Fama and French, “Luck versus Skill in the Cross-Section of Mutual Fund Returns.” They do find modest evidence of skill at the right tail end of the distribution under the capital asset pricing model. After controlling for the value, size, and momentum factor premiums (discussed below), however, evidence of net-of-fee skill is not significantly different than zero.

26. Shiller, “Efficient Markets vs. Excess Volatility.”

27. Professor Goetzmann of the Yale School of Management has a introductory hyper-text textbook on modern portfolio theory available on his website, “An Introduction to Investment Theory.”

28. In the language of modern portfolio theory this risk is known at a security’s beta. Mathematically it is the covariance of the security’s returns with the market’s returns, divided by the variance of the market’s returns.

29. Setton, “The Berkshire Bunch.”

30. For example, Grossman and Stiglitz prove in “On the Impossibility of Informationally Efficient Markets” that market efficiency cannot be an equilibrium because without excess returns there is no incentive for arbitrageurs to correct mispricings. More recently, Markowitz, one of fathers of modern portfolio theory, showed in “Market Efficiency: A Theoretical Distinction and So What” that if a couple key assumptions of MPT are relaxed, the market portfolio is no longer optimal for most investors.

31. Basu, “Investment Performance of Common Stocks in Relation to their Price-Earnings Ratios: A Test of the Efficient Market Hypothesis.”

32. Fama and French, “The Cross-Section of Expected Stock Returns.”

33. Jegadeesh and Titman, “Returns to Buying Winners and Selling Losers: Implications for Stock Market Efficiency”

34. Ibid. 31.

35. Pastor and Stambaugh, “Liquidity Risk and Expected Stock Returns.”

36. Jegadeesh, “Evidence of Predictable Behavior or Security Returns.”

37. Froot and Thaler, “Anomalies: Foreign Exchange.”

38. Campbell and Shiller, “Yield Spreads and Interest Rate Movements: A Bird’s Eye View.”

39. Erb and Harvey, “The Tactical and Strategic Value of Commodity Futures.”

40. Novy-Marx, “The Other Side of Value: The Gross Profitability Premium.”

41. Thaler, “Seasonal Movements in Security Prices.”

42. Mitchell and Pulvino, “Characteristics of Risk and Return in Risk Arbitrage.”

43. See McLean and Pontiff, “Does Academic Research Destroy Stock Return Predictability?” A meta analysis of 82 equity return factors was able to replicate 72 using out of sample data.

44. Fama and French, “Size and Book-to-Market Factors in Earnings and Returns.”

45. Daniel and Titman, “Evidence on the Characteristics of Cross Sectional Variation in Stock Returns.”

46. Hwang and Rubesam, “Is Value Really Riskier than Growth?”

47. Numerous investor profiles have expounded on the difficulty of being a rational investor in an irrational market. In a recent article in Institutional Investor, Asness and Liew give a highly readable overview of the risk vs. mispricing debate and discuss the problems they encountered launching a value-oriented hedge fund in the middle of the dot-com bubble.

48. Bar-Eli, “Action Bias Among Elite Soccer Goalkeepers: The Case of Penalty Kicks. Journal of Economic Psychology.”

49. Asch, “Opinions and Social Pressure.”

50. Daniel et al provides one of the most thorough theoretical discussions on how certain common cognitive biases can result in systematically biased security prices in “Investor Psychology and Security Market Under- and Overreaction.”

51. Schleifer and Vishny, “The Limits of Arbitrage.”

52. Data provided by Vanguard.

53. Chapter 2 of Goetzmann’s “An Introduction to Investment Theory” provides an introductory discussion.

54. The Black-Litterman model allows investors to combine their estimates of expected returns with equilibrium implied returns in a Bayesian framework that largely overcomes the input-sensitivity problems associated with traditional mean-variance optimization. Idzorek offers a thorough introduction in “A Step-By-Step Guide to the Black-Litterman Model.”

55. Ilmanen’s “Expected Returns on Major Asset Classes” provides a detailed explanation of the theory and evidence of forecasting expected returns.

56. Walkshausl and Lobe, “Fundamental Indexing Around the World.”

57. Buetow et al, “The Benefits of Rebalancing.”

58. Kuhnen and Knutson, “The Neural Basis of Financial Risk Taking.”

59. Dammon et al, “Optimal Asset Location and Allocation with Taxable and Tax-Deferred Investing.”

60. Bodie and Crane, “Personal Investing: Advice, Theory, and Evidence from a Survey of TIAA-CREF Participants.”

61. Yongseok Shin of the Federal Reserve provides a brief review of the literature on this research in “Financial Markets: An Engine for Economic Growth.”

 

 

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Afterword/Acknowledgements

 

I wish to thank Romeo Stevens for the feedback and proofreading he provided for early drafts of this paper. You should go buy his Mealsquares (just look how happy I look eating them there!)

 

If the section on statistical prediction rules sounded familiar it's probably because I stole all the examples from this Less Wrong article by lukeprog about them. After you're done giving this article karma you should go give that one some more.

 

After I made my South Bay meetup presentation Peter McCluskey wrote on the Bay Area LW mailing list that "Your paper's report of 'a massive study of the sixteen countries that had data on local stock, bond, and cash returns available for every year of the twentieth century' could be considered a study of survivorship bias, in that it uses criteria which exclude countries where stocks lost 100% at some point (Russia, Poland, China, Hungary)." This is a good point and is worth addressing, which some researchers have done in recent years. Dimson, Marsh, and Staunton (2006) find that the surviving markets of the 20th century I cite in my paper dominated the global market capitalization in 1900 and the effect of national stock-market implosions was mostly negligible on worldwide averages. Peter did go on to say that "I don't know of better advice for the average person than to invest in equities, and I have most of my wealth in equities..." so I think we're mostly on the same page at least in terms of practical advice.

 

In a conversation with Alyssa Vance she similarly expressed skepticism that the equity risk premium has been significantly greater than zero due to the fact that at some point in the 20th century most major economies experienced double-digit inflation and very high marginal rates of taxation on capital income. It is true that taxes and inflation significantly dilute an investor's return, and one would be foolish to ignore their effects. But while they may reduce the absolute attractiveness of equities, the effects of taxes and inflation actually make stocks look more attractive relative to the alternatives of bonds and cash investments. In the US and most jurisdictions, the dividends and capital gains earned on stocks are taxed at preferential rates relative to the interest earned on fixed income investments, which is typically taxed as ordinary income. Furthermore, the majority of individual investors hold a large fraction of their investments in tax-sheltered accounts (such as 401(k)s and IRAs in the US).

 

At my South Bay meetup presentation, Patrick LaVictoire (among others) expressed incredulity at my claim that retail investors have on average badly underperformed relevant benchmarks and that by implication institutional investors have outperformed. The source I cite in my paper is gated but there is plenty of research on actual investor performance. Morningstar regularly publishes info on how investors routinely underperform the mutual funds they invest in by buying into and selling out of them at the wrong times. Finding data on institutional investors is a little trickier but Busse, Goyal, and Wahal (2010) find that institutional investors managing e.g. pensions, foundations, and endowments on average outperform the broad US equity market in the US equity sleeve of their portfolios. (the language of that paper sounds much more pessimistic, with "alphas are statistically indistinguishable from zero" in the abstract. The key is that they are controlling for the size, value, and momentum effects discussed in my paper. In other words, once we account for the fact that institutional investors are taking advantage of the factor premiums that have been shown to most consistently outperform a simple index strategy, they aren't providing any extra value. This ties in with the idea of "shrinking alpha" or "smart beta" that is currently en vogue in my industry.)

 

I'm happy to address further questions and criticisms in the comments.

Comments (44)

Comment author: [deleted] 09 September 2015 02:00:14PM 1 point [-]
Comment author: [deleted] 17 September 2014 01:28:18AM *  6 points [-]

Good piece. My suggestions:

1)

But real people regularly ruin their lives through sloppy investing, and for them perhaps it is better just to say that beating the market can’t be done, so just buy, hold, and forget about it. We, on the other hand, believe a more nuanced understanding of the facts can be helpful.

Beware overconfidence. Even sophisticated investors such as college endowments often fail to beat simple index portfolios. http://johncbogle.com/wordpress/wp-content/uploads/2011/09/NMS-9-12-12.pdf

It is extremely difficult to find a strategy that outperforms the market, net of fees, and then stick to that strategy for years and years.

2) Even if you’ve discovered a way to beat the current market, the market adapts. See paper, “Does Academic Research Destroy Stock Return Predictability?” http://papers.ssrn.com/sol3/papers.cfm?abstract_id=2156623

3) You seem to view portfolio risk as merely a potential cause of behavioral mistakes, but risk can also tangibly affect an investor’s long-term goals. During the withdrawal phase, the likelihood of portfolio exhaustion can be increased by negative performance, especially at the beginning of the investment horizon.

4) You forgot about the low-volatility anomaly. Extending this idea across asset classes suggests a lower allocation to stocks and a greater use of leverage. https://www.aqr.com/library/journal-articles/the-low-volatility-anomaly-market-evidence-on-systemic-risk-vs-mispricing

Comment author: jkaufman 16 September 2014 12:54:39AM 14 points [-]

This post would be a lot clearer if you used constant (inflation adjusted) dollars. For example, take these two passages:

Since its inception in 1926, the annualized total return on the S&P 500 has been 9.8% as of the end of 2012.3 $1 invested back then would be worth $3,533 by the end of the period. More saliently, a 25 year old investor investing $5,000 per year at that rate would have about $2.1 million upon retirement at 65.

Historically the interest earned on cash equivalent investments like savings accounts has barely kept up with inflation - over the same since-1926 period inflation has averaged 3.0% while the return on 30-day treasury bills (a good proxy for bank savings rates) has been 3.5%. That 3.5% rate would only earn an investor $422k over the same $5k/year scenario above.

The first one makes it sound like people can expect 3500x growth, when actual growth was 272x, while the second implies you'd still earn enough money to matter while beating inflation by only 0.5%. Similarly, "putting in $5k a year" sounds pretty reasonable on it's face, until you realize that this savings strategy means putting in (in 2012 dollars) $65k/year at first and then slowly dropping down to $5k/year. At which point it's clearer that "$5k/year" means more money saved sooner than "$5k of constant dollars/year".

(And while you do note this in the afterward, pointing people to US historical results is kind of cherry-picking. Over that period many countries' markets had worse performance than the US, and some were even wiped out. Once you adjust for this a 3.5% return is probably a better estimate. A nice summary of Dimson, Marsh, and Staunton is http://www.economist.com/news/finance-and-economics/21571443-investors-may-have-developed-too-rosy-view-equity-returns-beware-bias)

Comment author: Punoxysm 15 September 2014 04:53:17PM 3 points [-]

So I'm supposed to actively manage my own portfolio according to a Mean-Variance variant? Or find a financial advisor who is almost certainly uninterested in someone of my net worth?

I gotta be honest, Vanguard-and-wait seems better, unless the premium is substantial and certain.

Comment author: ColbyDavis 15 September 2014 08:32:30PM 2 points [-]

Vanguard may very well be better for you, and I am happy to tell people to take advantage of Vanguard if their fortunes are small or they don't want to spend a lot of time on their portfolio or hire an FA.

I want to quell the notion, however, that you're only worthwhile to a financial advisor if you have millions of dollars. The average FA is 50+ years old and so is generally more interested in how your portfolio looks right now than what it will look like in 20-30 years, but younger advisors are much more interested in the trajectory of your wealth. My firm has, and I have known other FAs who have, taken on younger clients with trivial amounts of current assets because they were dedicated to an aggressive savings plan.

Comment author: V_V 15 September 2014 10:55:04PM *  1 point [-]

The average FA is 50+ years old and so is generally more interested in how your portfolio looks right now than what it will look like in 20-30 years, but younger advisors are much more interested in the trajectory of your wealth.

Why does the age of the financial adviser matter?

A firm can be expected to professionally outlive its employees and keep providing its services to its customers after any specific employee retires or quits, provided that employees operate according to known principles and their expertise if generally transferable. That's how engineering and medicine are done, for instance.
Is financial advising some kind of non-transferable "dark art" such that advisers aren't easily replaceable? This rings some alarm bells...

Comment author: ColbyDavis 16 September 2014 12:08:20AM 3 points [-]

The age of the advisor matters not because of the skills he is or is not able to transfer to employees but because it may effect whether he wants to bring you on as a client in the first place. Most wealth management practices are owned by a single advisor or a small number of partners who are more concerned about maintaining their lifestyle than ensuring that their firm remains competitive in perpetuity. If a 55 year old advisor has an established practice working mostly with clients about her age who she likes, she is unlikely to take on a 25 year old from a different culture with few current assets just because the client can be expected to have a sizable portfolio after the advisor has already retired, even if doing so may theoretically increase the NPV of her firm. This is fairly common of private practice type industries like dentistry and law. Business owners are humans who like to form tribes, even if it means not being maximally efficient.

Comment author: V_V 16 September 2014 09:59:08AM *  1 point [-]

his is fairly common of private practice type industries like dentistry and law.

Is it? I never heard of a dentist refusing to take a client because of age difference. Do you have any reference?

Anyway, I understand that while a dentist or a lawyer may be interested to short-term goals, a financial adviser should be interested more to long-term goals, which may cause an age effect. But then, why don't financial managment practices scale to large corporations, or become more like investment funds that provide standardized products?

Maybe I'm overestimating my understanding due of the Dunning–Kruger effect, but from the outside view, it looks like this industry should have substantial economies of scale, since large corporations don't have this age bias, and they can better reduce risk using asset diversification, while the benefits of having a personal financial adviser making a personalized investment plan seem small unless you are truly unusual.
I mean, even luxury items such as Rolex watches and Ferrari cars are more or less standardized products made by corporations. Even if you are very wealthy you are most likely not going to hire a personal engineering team to make and maintain your own fancy car.
Things like medicine and legal assistence need to be personalized because different people have significantly different medical and legal issues, but investment?

I can't help but notice that proven investment strategies (index investment) are usually provided by large corporations like Vanguard, while more speculative investment strategies that promise to outperform index investment are provided by small-scale firms operating according a business model which, will all due respect, reminds me of tarot readers.

I don't mean to imply that that all financial advisers are charlatans. There are obviously lots of incompetent investors and advisers who consistently underperform index funds and a few highly competent investors and advisers who consistently overperforms index funds, probably by taking value from these incompetent investors. Finding the latter while avoding the former looks like a non-trivial problem.

Comment author: ColbyDavis 16 September 2014 06:50:02PM 1 point [-]

There's nothing I strongly disagree with with what you just said, but I think you are probably underestimating the heterogeneity of peoples' financial lives and the degree to which many people enjoy a personal touch.

Things like medicine and legal assistence need to be personalized because different people have >significantly different medical and legal issues, but investment?

Since I have started working in my current role I have been impressed with just how complex and particular an individual's financial situation can be, especially when dealing with high net worth individuals well into their career. Multiple accounts with different tax treatment, employee stock grants and options, insurance, inheritance, real estate holdings, dependents, charitable giving, trusts, required minimum distributions, loans and other financial obligations, etc. are all things I regularly encounter and deal with in considering portfolio construction. Add to this the fact that most people are very emotionally invested in and/or have ugh fields about their money and are prone to making foolish mistakes like selling at the bottom of a bear market (I've seen it from people who I know understand the efficient markets hypothesis) and you can see why there is a market for financial professionals who personally know their client and can hold them responsible to their financial goals. Not that everybody needs this, but I think younger people who have never had (or lost) a lot of money underestimate this aspect.

That said, I more or less agree with your point, and I think in a more competitive market there would be larger scale corporate consolidation in this market, along with law and medicine as well. One thing law, medicine, and finance all have in common is a system of occupational licensing and other cartelization policies in place that protect incumbents.

Betterment and WealthFront are trying to push our industry in that direction and have so far been quite successful for themselves. I would not be surprised, however, if after the next bear market their reputations take a hit when investors panic and hit the sell button when there's nobody there to talk them off the cliff. Maybe that won't happen. Time will tell.

I don't mean to imply that that all financial advisers are charlatans.

Thanks! =)

Part of the reason I got in the business I am in is because there is so much bullshit in the financial industry. I would like to try to bring a little more sanity to it, because I do think it is so important for our economy. This paper is part of my efforts to do so. I hope you appreciate it.

Comment author: V_V 16 September 2014 10:07:14PM 1 point [-]

Multiple accounts with different tax treatment, employee stock grants and options, insurance, inheritance, real estate holdings, dependents, charitable giving, trusts, required minimum distributions, loans and other financial obligations, etc. are all things I regularly encounter and deal with in considering portfolio construction. Add to this the fact that most people are very emotionally invested in and/or have ugh fields about their money and are prone to making foolish mistakes like selling at the bottom of a bear market (I've seen it from people who I know understand the efficient markets hypothesis) and you can see why there is a market for financial professionals who personally know their client and can hold them responsible to their financial goals.

I see. It is certainly possible that I tend to underestimate the complexity of this industry due to my lack of expertise.

Part of the reason I got in the business I am in is because there is so much bullshit in the financial industry. I would like to try to bring a little more sanity to it, because I do think it is so important for our economy. This paper is part of my efforts to do so. I hope you appreciate it.

It is difficult for me to evaluate your paper. Anyway, good luck!

Comment author: Salemicus 15 September 2014 05:23:20PM *  2 points [-]

Re: Momentum:

Firstly, a momentum strategy would have taken huge losses (50%+) in the big stock rebounds of July-Aug 1932, and March-Sep 2009. That certainly supports the view that momentum generates returns only by assuming huge market risk. I can't help notice that your footnote on this point only goes to a paper discussing the value anomaly, not the momentum anomaly. Do you have any thoughts about this?

Secondly, my understanding is that the momentum anomaly has been very small since 2000. See e.g. here. Although you can argue that this "just" reflects the disaster of 2009, it's something that needs to be taken into account.

Comment author: ColbyDavis 15 September 2014 07:50:41PM 4 points [-]

Good point. Again, these strategies don't always work, and their returns are more skewed and leptokurtic than broad market averages, which is probably at least part of the reason they work in the first place. An interesting thing about value and momentum though is that the two strategies have negatively correlated active returns, i.e. value tends to outperform when momentum is underperforming and vice versa, which allows for portfolio construction that can be less volatile than a broad index.

It is true that momentum hasn't been very strong in the US equity market since 2000. It has continued to work among global stocks in general, as well as in other asset classes. Though momentum might just be temporarily out of favor in the US I would generally expect this pattern to continue as the US equity market - and especially blue chip US companies - is the most efficient around. But the global capital markets are a very large place.

Comment author: waveman 25 August 2015 09:20:50AM *  0 points [-]

The paper referred to uses momentum as a cross sectional strategy. The problem with trend following individual stocks within the stock market is the high correlation of all stocks (about 50% of a stock's return is due to the market factor and perhaps another 25% is a sector factor). If you short stocks you are vulnerable to sharp reversals.

I have been using momentum strategies for market timing - ie on the market as a whole not individual stocks - with good success. If you use it to short stocks aggressively you will get very volatile and skewed returns but using momentum of the market as a whole reduces volatility and improves the Sharpe ratio considerably.

Schleifer's paper "The Limits of Arbitrage" http://ms.mcmaster.ca/~grasselli/ShleiferVishny97.pdf gives some insight into why these things aren't arbitraged away. And the EMH is true only to the extend that arbitrage is possible.

Comment author: Gunnar_Zarncke 15 September 2014 03:18:56PM 2 points [-]

I think a reference to Markets are Anti-Inductive is in order. Esp.

There was a time when the Dow systematically tended to drop on Friday and rise on Monday, and once this was noticed and published, the effect went away.

Past history, e.g. "real estate prices have always gone up", is not private info.

I liked your post nonetheless and it remined me to buy more index funds.

Comment author: malo 15 September 2014 05:58:11AM *  6 points [-]

Am I right that services like Betterment and WealthFront are basically automating most of this? They offer automated investment in a mix of ETFs (of stocks and bonds) weighted to ones risk tolerance, which is rebalanced automatically, and bought/sold in the most tax efficient manner (all for a small fee).

I recently spent some time figuring out how I wanted do investing in the US, and settled on using Betterment. Using a service like theirs seems strictly better than doing it myself, and I haven't found any compelling arguments that finding a financial advisor would be worth the effort.

Comment author: ColbyDavis 15 September 2014 01:14:45PM 5 points [-]

The online services Betterment and WealthFront explicitly state they hold the efficient markets hypothesis is true and invest exclusively in broad-market index funds. I consider their approach to be an alternative to using Vanguard, which is to say, they offer an excellent service and many people would be well to use them, but I believe more optimal investing is possible. In my opinion it is not really possible to scale a market-inefficiency-exploiting strategy to the level that Betterment and WealthFront are after.

Comment author: malo 15 September 2014 06:50:24PM 2 points [-]

In my opinion it is not really possible to scale a market-inefficiency-exploiting strategy to the level that Betterment and WealthFront are after.

Yeah, I can imagine it's hard to take advantage of some of the inefficiencies you pointed out at that scale. Though they do invest in funds like Small-Cap ETFs because of the market inefficiency you pointed out.

I consider their approach to be an alternative to using Vanguard . . .

This confuses me a little since the vast majority of the funds they invest in are Vanguard ETFs. Maybe you mean something more specific that I'm missing?

Comment author: ColbyDavis 15 September 2014 08:12:13PM *  4 points [-]

This confuses me a little since the vast majority of the funds they invest in are Vanguard ETFs. Maybe you mean >something more specific that I'm missing?

Haha, ok. So you can just go buy a Vanguard target-date retirement fund and let the fund's internal structure take care of the asset allocation for you, or you can go talk to somebody at Vanguard who will either give you some straightforward advice about how to build your own portfolio for a one-time fee or build your portfolio for you for an ongoing fee, or go to Betterment where they will build you a portfolio out of Vanguard funds, or you can build it yourself using some of the insights you gleaned from this article. All of these are reasonable solutions.

Comment author: blashimov 27 January 2015 08:02:39PM 1 point [-]

So what I'm getting is that if I already am investing in Vanguard, and being reasonable, the added value of betterment if any isn't worth my time? This is what I was trying to figure out today.

Comment author: G0W51 19 December 2015 07:30:18AM 0 points [-]

What exactly do you suggest using to invest, then?

Comment author: V_V 15 September 2014 03:36:42PM 1 point [-]

that losses feel bad to a greater extent than equivalent gains feel good

That sounds like usual risk aversion. How is that a bias?

The only sense in which e.g. value and momentum stocks seem genuinely “riskier” is in career risk ... but if he chooses Ol’Timer and it underperforms he is a fool and a laughingstock who wasted clients’ money on his pet theory when “everyone knew” NuTime.ly was going to win. At least if he chooses NuTime.ly and it underperforms it was a fluke that none of his peers saw coming, save for a few wingnuts who keep yammering about the arcane theories of Gene Fama and Benjamin Graham.

A financial adviser advising an individual investor that only buys few assets might have this problem, but a fund could diversificate on thousands of different assets, therefore reducing this "reputational" risk. Which brings us to the following point:

Though traditional index funds are a reasonable option, in recent years several “enhanced index” mutual fund and ETFs have been released that provide inexpensive, broad exposure to the hundreds or thousands of securities in a given asset classes while enhancing exposure to one or more of the major factor premiums discussed above such as value, profitability, or momentum. Research Affiliates, for example, licences a “fundamental index” that has been shown to provide efficient exposure to value and small-cap stocks across many markets.56 These “RAFI” indexes have been licensed to the asset management firms Charles Schwab and PowerShares to be made available through mutual funds and ETFs to the general investing public, and have generally outperformed their traditional index fund counterparts since inception.

Why in recent years? Why aren't these funds more common? And since you are talking about "rebalancing" in the next paragraph, are these funds really automatic, like index funds, or do they still require active portfolio managment?

I think there is a kind of "meta" risk you are not considering here: index funds are proven investment strategies, based on empirical evidence and economic theory. The investment strategies you propose here are more uncertain.
You link many studies in favor, but I don't have the expertise to evaluate their relevance, and I suppose this holds true for pretty much anybody who isn't a professional investor.
From the "outside view", the strategies you propose are inherently more risky than index fund investment.

One of the greatest misconceptions about finance is that investing is just a zero-sum game, that one trader’s gain is another’s loss. Nothing could be further from the truth. Economists have shown that one of the greatest predictors of a nation’s well being is its financial development.

Correlation doesn't imply causation. It is plausible that correlation actually goes in the way opposite than what you are proposing: in wealthier nations people have more disposable money to play zero-sum games with.

Comment author: ColbyDavis 15 September 2014 06:05:06PM 3 points [-]

That sounds like usual risk aversion. How is that a bias?

Loss aversion is different than risk aversion, though they are related concepts, the shape of an agent's utility function under loss aversion can lead to inconsistent preferences.

Why in recent years? Why aren't these funds more common? And since you are talking about "rebalancing" in the next >paragraph, are these funds really automatic, like index funds, or do they still require active portfolio managment?

I can only speculate as to what the average of all the millions of decisions that go into releasing an investment product and whether it gains popularity looks like. As to why in recent years, I think it mostly is a function of the rise of index strategies, the emergence of the ETF as a vehicle that is well-equipped to execute strategies like this, and the general fall in popularity of expensive, black-box, active management strategies.

Internally, these products rebalance according to some rules-based methodology. IMO the "active vs. passive" debate is a false dichotomy, the better scales to judge an investment by are "cheap" vs. "expensive" and "transparent/rules based" vs. "black box/dependent on skill." Some of the enhanced index funds are in fact cheaper than some of the "true" index funds on the market.

Externally, there is currently no such thing as target date retirement fund which tries to strategically target these factor premiums in a rules-based fashion, they are generally limited to single-asset classes and so will require some measure of asset allocation/portfolio management decision making.

I think there is a kind of "meta" risk you are not considering here: index funds are proven investment strategies, based >on empirical evidence and economic theory. The investment strategies you propose here are more uncertain. You link many studies in favor, but I don't have the expertise to evaluate their relevance, and I suppose this holds true >for pretty much anybody who isn't a professional investor. From the "outside view", the strategies you propose are inherently more risky than index fund investment.

I basically agree. And you may say the possible greater expected return from these strategies is compensation for this meta-risk. As I am quick to point out, these strategies do underperform from time to time, sometimes badly. It is during these periods that investors proclaim that "things are different now" and change course, often to their detriment. This epistemic factor can make the strategies more risky in practice.

I have laid out what I consider to be the best evidence to support my philosophy, much of it is Nobel-prize winning research (not that having Nobel laureates on your side is always profitable...) But how comfortable you feel evaluating that evidence or trusting me to present it in a fair manner is a question I can't answer for you. If you are doubtful, and I do not find that an unreasonable proposition, you would do well to use index funds and be done with it. More intrepid investors may have a different attitude.

Comment author: V_V 15 September 2014 11:02:38PM *  2 points [-]

Thanks for your extensive reply.

The message I take away is that most "normal" people, that is, financial non-experts with an average risk aversion, would probably benefit from investing in index funds.
Unusual people outside this demographic may benefit from knowing that there are some investment strategies which are claimed to yield higher risk-neutral expected returns.

Comment author: ColbyDavis 15 September 2014 07:56:16PM 2 points [-]

Correlation doesn't imply causation. It is plausible that correlation actually goes in the way opposite than what you are >proposing: in wealthier nations people have more disposable money to play zero-sum games with.

Which is why I said predictors, not correlates. There is plenty of research to support my claim; the source I cite points to some of it. Obviously teasing out the arrow of causality is difficult in large scale, trans-generational, international macroeconomic settings, but economists have done their best and the evidence supports the Solow growth model that Metus has brought up.

Comment author: cata 15 September 2014 05:10:03AM *  6 points [-]

You mentioned at your talk that you were leveraged well past 100% of your net worth in equities. Can you elaborate on how you came to make that decision? As far as I can see, the only source of money at a reasonable rate that I can easily invest is margin, and that comes with both a 1.5-2% interest rate and the risk of margin calls, which makes me nervous. (In addition, I'm not so confident that I would be psychologically capable of making good decisions if such a really huge volatility happens to me.)

What's your thought process about that like?

Comment author: ColbyDavis 15 September 2014 01:32:08PM 4 points [-]

I've obtained my leverage mostly through credit card stoozing, the act of taking advantage of low and 0% promotional credit card balance transfers and rolling the balances over as necessary. As I said at the talk and every time I bring this up, I do NOT recommend this unless you, like me, have an Asperger's level attention to financial minutiae. This is also a strategy that only is worthwhile while your net worth is relatively low. I started doing it in college and am now winding the strategy down, to be replaced with portfolio margin, which is cheaper and more scalable for people with more substantial assets to work with. You are right though that margin calls are a risk, however, so active portfolio monitoring and careful use of mean-variance optimization and other risk management techniques is essential. If you do not have the time or skills to employ these, or to use a financial advisor who is, then I cannot recommend it.

Comment author: ESRogs 17 September 2014 10:50:28PM 0 points [-]

leveraged well past 100% of your net worth in equities

As an additional data point, I am currently using that strategy with interactive brokers. My justification is that I'm still young and can afford to take risks. To construct the portfolio, I created a small wealthfront.com IRA account, and then replicated it in IB (with some slight tweaks) using portfolio margin for leverage.

Comment author: James_Miller 15 September 2014 03:12:19AM 7 points [-]

If you are not rich nor an expert on financial markets how are you supposed to identify a good financial adviser? I would be very suspicious of any adviser who placed such a low value on his time that it was profitable for him to have me as a client.

Comment author: ColbyDavis 15 September 2014 03:44:15AM 8 points [-]

Part of my hope with this paper is that it would provide readers with the means of determining whether a financial professional is articulating a reasonable investment approach vs. the meaningless fluff that is typically touted if they are willing and able to engage an advisor. If you don't wish to use an advisor or don't have enough funds to make it worth one's time then going the Vanguard route is probably best.

DFA has a Find an Advisor feature which may be a good starting point for those looking for an advisor. Any advisor approved to use DFA funds will be familiar with the logic of efficient markets and factor premiums. Looking for a CFP or CFA designation is probably a good idea as well. Obviously I think I'm good and am happy to talk to people privately if they are interested.

Comment author: ChristianKl 15 September 2014 12:29:49PM 1 point [-]

I think that people with tech insider knowledge in places like Silicon Valley might benefit from going for angel investment in valuable companies than investing in stocks.

Angel investment allows you to invest in companies that you think improve the world while buying stocks of most corporations where the effects of your investment aren't clear.

Others include the small-cap premium (small company stocks tend to outperform large company stocks even in excess of what should be expected by their risk)

If small companies outperform large ones investing money via Angel investment in really small companies seems to be preferable to investing money in companies that are big enough to be traded on the stock market.

I think it's much more likely that there are huge inefficiencies in the Angel investment market than in the stock market. Smart rational people can't compete with big banks who have complex trading algorithms when it comes to picking stocks. On the other hand they can compete at being better at evaluating small startups that are to small to be of interest to banks.

Comment author: pcm 15 September 2014 06:38:21PM 2 points [-]

Angel investing is not like buying small publicly traded stocks. Transaction costs cause some of the better startups to refuse to deal with small Angel investors. The obstacles to becoming publicly traded weed out some of the worst startups.

Comment author: ColbyDavis 15 September 2014 08:04:30PM 4 points [-]

I completely agree and would add that just because you know a lot about tech does not mean you are qualified to identify angel investment opportunities. Knowing a lot about accounting is probably just about as important. David Swensen, portfolio manager for the Yale endowment fund, and probably the most successful venture capital investor in the world, constantly stresses that only the top 10% or so of private equity funds have posted returns that have beaten small cap indexes and justified their costs and risks, and you're only going to have access to the top 10% of these funds if you have billions of dollars to work with.

Comment author: lukeprog 15 September 2014 02:53:53AM 3 points [-]

A nitpick merely on the title of your post: Only say 'rational' when you can't eliminate the word.

Comment author: RomeoStevens 15 September 2014 04:02:58PM *  7 points [-]

In this particular instance I believe "rational" is intended with the finance connotation rather than the Lesswrong connotation. This was originally published for OPs investment firm, then crossposted here.

Comment author: lukeprog 15 September 2014 11:27:09PM 3 points [-]

Ah, good point.

Comment author: Metus 15 September 2014 08:47:24AM 1 point [-]

Upvote for a practical topic. I still believe that extreme savings rates are the most altruistic, that is socially beneficial, thing a person can do.

Comment author: gjm 15 September 2014 09:44:18AM 2 points [-]

More so than donating to the (apparently) most effective charities? That seems hard to believe, but maybe I'm missing something. (E.g., do you mean saving a lot with the intention of giving a lot to effective charities in the future? Or are you thinking solely of the effect of directing capital to companies that can use it well?)

(I think saving much, much more than most people is among the most personally beneficial things one can do, but that's another matter entirely.)

Comment author: Metus 15 September 2014 09:56:00AM *  2 points [-]

According to the Solow model economic growth rate is primarily determined by saving rates. Economic performance itself is correlated with virtually anything we deem good. So extreme savings increase economic growth benefiting society and increasing personally available capital for later donation.

The effect can be enhanced by funds that invest donated money and use most of the interest earned to benefit the intended cause, thus circumventing personal willpower to save, permanently locking up capital and perpetually benefiting a particular cause - assuming the funds statute does not provide for a case where a cause ceases to exist.

Actually the question is quite non-trivial and worthy of proper analysis.

Comment author: gjm 15 September 2014 10:46:10AM 3 points [-]

Extreme saving may well be good for the societies in which the resulting investment happens. But a key idea in effective altruism is that there's far more benefit-per-buck available in other places, where everyone is much poorer. If that's true then the "benefiting society" effect of saving more (or the reverse, if it turns out that actually reduced consumption outweighs it -- I'm no economist and don't know how plausible that is) is probably small in comparison with the tradeoff between giving earlier and giving more to help people whose situation is much worse.

Comment author: WalterL 17 November 2016 05:01:23PM 0 points [-]

I know that this is a very old post, but I hadn't seen it before and I'd just like to add my +1.

The market has been very good to me. If there is anyone out there who wants more money, I urge you to do the reading and put your money to work.

Comment author: Rain 15 September 2014 03:19:06AM -2 points [-]

tl;dr: buy Index Funds, like the Vanguard Total Stock Market Index, because money can be turned into a great many utilons after holding it for a long time.

Comment author: ChristianKl 15 September 2014 12:22:38PM 3 points [-]

Actually the post says: Don't buy index funds because the efficient market hypothesis isn't true.

Comment author: malo 15 September 2014 06:53:00PM 7 points [-]

Slight nitpick. It's actually saying, you can do better than just buying index funds, not that you shouldn't buy them.

Comment author: Viliam_Bur 15 September 2014 12:20:30PM 2 points [-]

That's the first 1/3 of the article.