The DOI matches its Crossref record; 78 of the 78 references it cites were found in a registry or an index; none of the 51 sources its claims cite is checked for support yet.
The Efficient Market Hypothesis and Its Critics
Abstract
Revolutions often spawn counterrevolutions and the efficient market hypothesis in finance is no exception. The intellectual dominance of the efficient-market revolution has more been challenged by economists who stress psychological and behavorial elements of stock-price determination and by econometricians who argue that stock returns are, to a considerable extent, predictable. This survey examines the attacks on the efficient market hypothesis and the relationship between predictability and efficiency. I conclude that our stock markets are more efficient and less predictable than many recent academic papers would have us believe.
Overview
AI snapshot
Written from the paper’s full text.
TL;DR
Malkiel surveys challenges to the efficient market hypothesis from behavioral finance and predictability research and argues that stock markets remain far more efficient and far less predictable than critics claim. He concludes that documented anomalies are generally not robust or exploitable after transactions costs and that professional investors rarely beat broad index funds.
Key findings
- Predictability claims exist but are weak or unreliable: Fama and French (1988) found 25–40% of the variation in long holding-period returns can be predicted from negative correlation with past returns, and dividend yields or P/E ratios can explain as much as 40% of future return variance. Yet Malkiel notes these predictors failed after the mid-1980s: with S&P 500 P/E in the low 20s and dividend yield below 3% in June 1987, the next 10-year annual total return was 16.7%; after June 1992, with yield at 3% and P/E in the mid-twenties, the subsequent return through June 2002 was 11.4%; from December 1996, despite Campbell and Shiller’s near-zero forecast, the S&P 500 returned almost 7% annually through mid-2002.
- Anomalies are not dependable or profitable: small-company stocks returned over one percentage point more than large stocks since 1926, but there was no gain from holding smaller stocks from the mid-1980s through the 1990s; a Dimensional Fund Advisors value fund had an abnormal return of negative 0.2% per month over 1993–1998; momentum investors did worse than buy-and-hold investors because of transactions costs; and the January effect became undependable after publicity.
- Professional managers generally underperform: about three-quarters of actively managed funds failed to beat the S&P 500 and Wilshire indexes over the past decade; the median large-cap equity fund underperformed the S&P 500 by almost two percentage points over 10-, 15-, and 20-year periods; of 355 original funds over 30 years, only five outperformed the market by two percentage points per year or more; top funds of 1998–1999 did three times the index then three times worse in 2000–2001.
- Historical bubbles and crashes do not necessarily prove exploitable inefficiency: the October 1987 one-third drop coincided with long-term Treasury yields rising from about 9% to almost 10.5% and higher risk perceptions; a discount-rate rise from 11% to 13% would lower an index from $100 to $66.67. The Internet bubble offered no obvious arbitrage opportunity before it popped, and the Palm/3Com mispricing could not be shorted because too little Palm stock was outstanding. The historical equity risk premium—stocks about 10.5% versus high-grade bonds about 5.5% from 1926–2001—is partly attributed to survivorship bias and unexpected capital gains.
Methods
- Design: a survey/essay synthesizing theoretical and empirical literature on the efficient market hypothesis, behavioral finance, predictability, anomalies, and historical episodes; it is not a new primary empirical study or formal meta-analysis.
- Data/sample: cited studies and exhibits, including U.S. stock returns since 1926, S&P 500 dividend-yield and P/E deciles through 2000/2002, Fama–French size/value data for 1963–1990, mutual fund performance data through mid-2002, and examples such as the 1987 crash, the Internet bubble, and Palm/3Com.
- Analysis: narrative evaluation of statistical versus economic significance, robustness across sample periods, transaction costs, risk proxies, and limits to arbitrage; includes a simple present-value/discount-rate example for the 1987 crash.
Limitations
- The paper states it makes no attempt to present a complete survey; it acknowledges that markets can make egregious valuation errors (e.g., the Internet bubble), that psychological factors influence securities prices, and that behavioral influences cannot be ruled out.
- The paper notes survivorship bias in mutual fund datasets and data-mining/publication bias in the anomaly literature; predictable patterns may be time-dependent and can disappear after publication.
- Evident from the text: as an interpretive survey by an EMH proponent, it relies on selected cited findings and exhibits rather than new systematic tests, and its conclusions about non-exploitability depend on assumptions about transaction costs and risk adjustment.
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Claims the paper makes
72 Own interpretation · 52 Not checked yet · 30 No basis given · 9 Own result
In the paper
“Finally, it is worth noting that this phenomenon does not work consistently with individual stocks, as has been shown by Fluck, Malkiel and Quandt (1997). Investors who simply purchase a portfolio of individual stocks with the highest dividend yields in the market will not earn a particularly high rate of return.”
What the sources say
- Not checked yetcites Fluck, Malkiel and Quandt (1997)
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In the paper
“In fact, for all 10 year periods from 1985 through 1992 that ended June 30, 2002, realized annual equity returns from the market index have averaged approximately 15 percent.”
plain- Asserted: passes — The authors put it forward as true.
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In the paper
“Investors have tended to earn larger long-horizon returns when purchasing the market basket of stocks at relatively low price-earnings multiples.”
plaincorrelational- Asserted: passes — The authors put it forward as true.
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In the paper
“Over a period running back to the 1930s, it does not appear that investors could actually have realized higher rates of return from mutual funds specializing in 'value' stocks.”
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In the paper
“Moreover, the use of dividend yields to predict future returns has been ineffective since the mid-1980s.”
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In the paper
“Such funds have generally underperformed the market averages during the 1995-99 period.”
plain- Asserted: passes — The authors put it forward as true.
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In the paper
“there was certainly no obvious arbitrage opportunity available.”
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The paper states this without a source or data behind it here, so there is nothing to check it against. The quote shows it is in the paper.
In the paper
“The apparent arbitrage in the Palm Pilot case (sell Palm Pilot short and buy 3-Com) could not be undertaken because not enough Palm stock was outstanding to make borrowing the stock possible to effectuate a short sale.”
plaindirect- Asserted: passes — The authors put it forward as true.
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In the paper
“Indeed, the January effect became undependable after it received considerable publicity.”
plaindirect- Asserted: passes — The authors put it forward as true.
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None of the sources cited for this claim have been checked yet.
In the paper
“Discounts have narrowed from historical averages for funds with assets traded in liquid markets”
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In the paper
“A remarkably large body of evidence suggesting that professional investment managers are not able to outperform index funds that simply buy and hold the broad stock market portfolio.”
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In the paper
“The result was that too much new capital flowed to Internet and related telecommunications companies.”
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In the paper
“One can count on the fingers of one hand the number of professional portfolio managers who have managed to beat the market by any significant amount.”
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In the paper
“Moreover, those funds that produce excess returns in one period are not likely to do so in the next.”
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In the paper
“Exhibit 7 shows similar results in different markets and against different benchmarks.”
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In the paper
“During the 1970s, the top 20 mutual funds enjoyed almost double the performance of the index.”
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In the paper
“Similar results obtain for earlier decades.”
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In the paper
“There is no dependable persistence in performance.”
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In the paper
“During the 1980s, those same funds underperformed the index.”
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In the paper
“Moreover, I found that the degree of 'survivorship bias' in the data was substantial; that is, poorly performing funds tend to be merged into other funds in the mutual fund's family complex thus burying the records of many of the underperformers.”
plaindirect- Asserted: passes — The authors put it forward as true.
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In the paper
“Of the original 355 funds, only five of them outperformed the market by two percentage points per year or more.”
plain- Asserted: passes — The authors put it forward as true.
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In the paper
“Throughout the past decade about three-quarters of actively managed funds have failed to beat the index.”
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In the paper
“Managed funds are regularly outperformed by broad index funds, with equivalent risk.”
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In the paper
“I repeated Jensen's study with data from a subsequent period and confirmed the earlier results (Malkiel, 1995).”
What the sources say
- Not checked yetcites Malkiel, 1995
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In the paper
“The best performing funds of the 1980s similarly underperformed during the 1990s.”
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In the paper
“During 2000 and 2001 they did three times worse than the index.”
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In the paper
“Anyone who pays transactions costs is unlikely to fashion a trading strategy based on the kinds of momentum found in these studies that will beat a buy-and-hold strategy.”
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In the paper
“Many predictable patterns seem to disappear after they are published in the finance literature.”
What the sources say
- Not checked yetcites Schwert (2001)
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In the paper
“And before the fact, there is no way in which investors can reliably exploit any anomalies or patterns that might exist.”
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A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“after they have been discovered and publicized, they will certainly not allow investors to earn excess returns.”
- Also stated in: § Short-term Momentum Including Underreaction to New Information · p. 9 · boosted
“certainly such patterns will never be useful for investors after they have received considerable publicity.”
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- Also stated in: § Short-term Momentum Including Underreaction to New Information · p. 9 · boosted
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“I am skeptical that any of the 'predictable patterns' that have been documented in the literature were ever sufficiently robust so as to have created profitable investment opportunities”
- Also stated in: § Short-term Momentum Including Underreaction to New Information · p. 9 · plain
“My own view is that such apparent patterns were never sufficiently large or stable to guarantee consistently superior investment results”
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- Also stated in: § Short-term Momentum Including Underreaction to New Information · p. 9 · plain
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In the paper
“while behavioural hypotheses about bandwagon effects and underreaction to new information may sound plausible enough, the evidence that such effects occur systematically in the stock market is often rather thin.”
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In the paper
“Markets can be efficient even if many market participants are quite irrational.”
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In the paper
“Fama and French (1988) found that 25 to 40 percent of the variation in long holding period returns can be predicted in terms of a negative correlation with past returns.”
What the sources say
- Not checked yetcites Fama and French (1988)
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In the paper
“Moreover, such return reversals for the market as a whole may be quite consistent with the efficient functioning of the market since they could result, in part, from the volatility of interest rates and the tendency of interest rates to be mean reverting.”
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- Rests on an assumption: Interest rates tend to be mean reverting.
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In the paper
“Moreover, it may not be possible to profit from the tendency for individual stocks to exhibit patterns of return reversals.”
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In the paper
“There is indeed considerable support for long-run negative serial correlation in stock returns.”
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In the paper
“Poterba and Summers (1988) found substantial mean reversion in stock market returns at longer horizons.”
What the sources say
- Not checked yetcites Poterba and Summers (1988)
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In the paper
“Certainly, whatever momentum displayed by stock prices does not appear to offer investors a dependable way to earn abnormal returns.”
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In the paper
“Markets can be efficient in this sense even if they sometimes make errors in valuation, as was certainly true during the 1999-early 2000 internet bubble.”
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In the paper
“It is far from clear that any stock-price patterns are useful for investors in fashioning an investment strategy that will dependably earn excess returns.”
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In the paper
“There does seem to be some momentum in short-run stock prices.”
What the sources say
- Not checked yetcites Lo and MacKinlay (1999)
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In the paper
“Lo, Mamaysky and Wang (2000) also find, through the use of sophisticated nonparametric statistical techniques that can recognize patterns, some of the stock-price signals used by 'technical analysts' such as 'head and shoulders' formations and 'double bottoms', may actually have some modest predictive power.”
What the sources say
- Not checked yetcites Lo, Mamaysky and Wang (2000)
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In the paper
“David Lesmond, Michael Schill, and Chunsheng Zhou (2001) find that the transactions costs involved in undertaking standard 'relative strength' strategies are not profitable because of the trading costs involved in their execution.”
What the sources say
- Not checked yetcites Lesmond, Schill, and Zhou (2001)
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In the paper
“Moreover, the evidence is overwhelming that whatever anomalous behavior of stock prices may exist, it does not create a portfolio trading opportunity that enables investors to earn extraordinary risk adjusted returns.”
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In the paper
“Markets can be efficient even if stock prices exhibit greater volatility than can apparently be explained by fundamentals such as earnings and dividends.”
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In the paper
“The so-called January effect, for example, seems to have disappeared soon after it was discovered.”
hedged- Asserted: passes — The authors put it forward as true.
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In the paper
“Fama and French point out, however, that the average relationship between 'beta' and return during the 1963-1990 period was flat - not upward sloping as the capital asset pricing model predicts.”
What the sources say
- Not checked yetcites Fama and French
plain- Asserted: passes — The authors put it forward as true.
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None of the sources cited for this claim have been checked yet.
In the paper
“Stocks with low price-earnings multiples (often called 'value' stocks) appear to provide higher rates of return than stocks with high price-to-earnings ratios as first shown by Nicholson (1960) and later confirmed by Ball (1978) and Basu (1977).”
What the sources say
- Not checked yetcites Nicholson (1960)
- Not checked yetcites Ball (1978)
- Not checked yetcites Basu (1977)
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In the paper
“Similar results have been shown for price/cash flow multiples, where cash flow is defined as earnings plus depreciation and amortization (Hawawini and Keim, 1995).”
What the sources say
- Not checked yetcites Hawawini and Keim, 1995
plaincorrelational- Asserted: passes — The authors put it forward as true.
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In the paper
“Thus, dividend yield may not be as meaningful as in the past as a useful predictor of future equity returns.”
What the sources say
- Not checked yetcites Bagwell and Shoven, 1989
- Not checked yetcites Fama and French, 2001
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- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
In the paper
“Campbell (1987) found that term structure of interest rates spreads contained useful information for forecasting stock returns”
What the sources say
- Not checked yetcites Campbell (1987)
plaincorrelational- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: unclear — It is unclear whether the paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“The absence during that period of an excess return to the 'value' stocks is consistent with the results from 'actively managed' value mutual funds shown in Exhibit 3.”
plaincorrelational- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: unclear — It is unclear whether the paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“The general problem with these predictable patterns or anomalies, however, is that they are not dependable from period to period.”
plain- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: unclear — It is unclear why the paper says it holds.
In the paper
“Keim and Stambaugh (1986) found that risk spreads between high-yield corporate bonds and short rates had some predictive power.”
What the sources say
- Not checked yetcites Keim and Stambaugh (1986)
hedgedcorrelational- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: unclear — It is unclear whether the paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
In the paper
“Fama and French (1997) also conclude that the P/BV effect is important in many world stock markets other than the United States.”
What the sources say
- Not checked yetcites Fama and French (1997)
plaincorrelational- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: unclear — It is unclear whether the paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
None of the sources cited for this claim have been checked yet.
In the paper
“Depending on the forecast horizon involved, as much as 40 percent of the variance of future returns for the stock market as a whole can be predicted on the basis of the initial dividend yield of the market index.”
What the sources say
- Not checked yetcites Fama and French (1988)
- Not checked yetcites Campbell and Shiller (1988)
plaincorrelational- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Indeed, the exhibit suggests that theFama-French period from the early 1960s through 1990 may have been a unique period in which value stocks rather consistently produced higher rates of return.”
hedgedcorrelational- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
In the paper
“The results, plotted in Exhibit 2, show a clear tendency for the deciles made up of portfolios of smaller stocks to generate higher average monthly returns than deciles made up of larger stocks.”
What the sources say
- Not checked yetcites Fama and French (1992)
boostedcorrelational- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Such results suggest to me a very cautious assessment of the extent to which stock market returns are predictable.”
hedged- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Finally, it is also possible that some studies of the small-firm effect have been affected by survivorship bias.”
hedgedconditional- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: unclear — It is unclear whether the paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
In the paper
“Fama and Schwert (1977) found that short-term interest rates were related to future stock returns.”
What the sources say
- Not checked yetcites Fama and Schwert (1977)
plaincorrelational- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: unclear — It is unclear whether the paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
In the paper
“The abnormal return of such a portfolio (adjusting for beta, the capital asset pricing model measure of risk) was a negative 0.2 percent per month over the 1993-1998 period.”
What the sources say
- Not checked yetcites Schwert (2001)
plain- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
None of the sources cited for this claim have been checked yet.
In the paper
“The same kind of predictability for the market as a whole, as was demonstrated for dividends, has been shown for price-earnings ratios.”
plaincorrelational- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
None of the sources cited for this claim have been checked yet.
In the paper
“There have been several studies that suggest that 'value' stocks have higher returns than so-called 'growth' stocks.”
hedgedcorrelational- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: unclear — It is unclear whether the paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Consequently, the ability of initial yields to predict returns may simply reflect the adjustment of the stock market to general economic conditions.”
hedgedconditional- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
In the paper
“There appear to be significant differences in average daily returns in countries other than the United States (Hawawini and Keim, 1995).”
What the sources say
- Not checked yetcites Hawawini and Keim, 1995
hedgedcorrelational- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: unclear — It is unclear whether the paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
In the paper
“Since 1926, small-company stocks in the United States have produced rates of return over one percentage point larger than the returns from large stocks (Keim, 1983).”
What the sources say
- Not checked yetcites Keim, 1983
plaincorrelational- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Again, even if some predictability exists, it may reflect time varying risk premiums and required rates of return for stock investors rather than an inefficiency.”
hedgedconditional- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
None of the sources cited for this claim have been checked yet.
In the paper
“The ratio of stock price to book value, defined as the value of a firm's assets minus its liabilities divided by the number of shares outstanding, has also been found to be a useful predictor of future security returns.”
plaincorrelational- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“But it is well to remember that the annual average almost six percent growth in corporate earnings and dividends that we have experienced since 1926 was hardly a foregone conclusion during a period of severe depression and world war.”
plain- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Moreover, the published literature is likely to be biased in favor of reporting such results.”
hedged- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: unclear — It is unclear whether the paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Finally, the 'closed-end fund puzzle' is not really a puzzle today.”
plain- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: unclear — It is unclear whether the paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Clearly, no irrationality is required for share prices to suffer quite dramatic declines with the sorts of changes in interest rates and risk perceptions that occurred in October 1987.”
boosted- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Moreover, a number of events may rationally have increased risk perceptions during the first two weeks of October.”
hedgedconditional- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: unclear — It is unclear whether the paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“While it is impossible to correlate each day's movement in stock prices to specific news events, it is not unreasonable to ascribe the sharp decline in mid-October to the cumulative effect of a number of unfavorable 'fundamental' events.”
hedgedconditional- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: unclear — It is unclear whether the paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“The risk that merger activity might be curtailed increased risks throughout the stock market by weakening the discipline over corporate management that potential takeovers provide.”
hedgeddirect- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: unclear — It is unclear whether the paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“The ease of experimenting with financial databanks of almost every conceivable dimension makes it quite likely that investigators will find some seemingly significant but wholly spurious correlation between financial variables or among financial and nonfinancial datasets.”
hedgedconditional- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Indeed, the more potentially profitable a discoverable pattern is, the less likely it is to survive.”
plaincorrelational- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: unclear — It is unclear whether the paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
In the paper
“Rasches (2001) finds clear evidence of comovement of stocks with similar ticker symbols”
What the sources say
- Not checked yetcites Rasches (2001)
boostedcorrelational- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: unclear — It is unclear whether the paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Many of the predictable patterns that have been discovered may simply be the result of data mining.”
hedgedconditional- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: unclear — It is unclear whether the paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
In the paper
“Shleifer (2000) has argued that noise trader risk limits the extent to which one should expect arbitrage to bring prices quickly back to rational values even in the presence of an apparent bubble.”
What the sources say
- Not checked yetcites Shleifer (2000)
plaindirect- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“many of these patterns, even if they did exist, could self-destruct in the future, as many of them have already done.”
hedgedconditional- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Professional arbitrageurs will be loath to sell short a stock they believe is trading at two times its 'fundamental' value when it is always possible that some greater fools may be willing to pay three times the stock's value.”
hedgedconditional- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
In the paper
“I agreed that it was in the high-tech sector of the market that his thesis could be supported.”
What the sources say
- Not checked yetcites Shiller (2000)
hedged- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: unclear — It is unclear whether the paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“but also potential arbitrageurs face additional risks.”
plain- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“But logical considerations can explain a sharp change in market valuations such as occurred during the first weeks of October 1987.”
- Also stated in: § The Market Crash of October 1987 · p. 27 · plain
“it would be a mistake to dismiss the significant change in the external environment, which can provide an entirely rational explanation for a significant decline in the appropriate values for common stocks.”
plaindirect- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
- Also stated in: § The Market Crash of October 1987 · p. 27 · plain
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“a flexible market system that usually does a very effective job of allocating capital to its most productive uses.”
plaindirect- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: unclear — It is unclear why the paper says it holds.
In the paper
“In a charming article entitled 'A Rose.com by Any Other Name,' Cooper, Dimitrov, and Rau (2001) found positive stock price reactions during 1998 and 1999 on corporate name changes when dot com was added to the corporate title.”
What the sources say
- Not checked yetcites Cooper, Dimitrov, and Rau (2001)
plaincorrelational- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: unclear — It is unclear whether the paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Any truly repetitive and exploitable pattern that can be discovered in the stock market and can be arbitraged away will self-destruct.”
plaindirect- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“an argument can be maintained the asset prices did remain 'incorrect' for a period of time.”
hedged- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Thus, the stock market may well have temporarily failed in its role as an efficient allocator of equity capital.”
hedgedconditional- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Share prices can be highly sensitive as a result of rational responses to small changes in interest rates and risk perceptions.”
plaindirect- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Given enough time and massaging of data series, it is possible to tease almost any pattern out of most datasets.”
hedgeddirect- Asserted: passes — The authors put it forward as true.
- Checkable: unclear — It is unclear whether it could be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
In the paper
“for example, the stock of MCI Corporation (ticker symbol MCIC) moves in tandem with an unrelated closed-end bond investment fund Mass Mutual Corporate Investors (ticker symbol MCI).”
What the sources say
- Not checked yetcites Rasches (2001)
plaincorrelationalSingle case- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: unclear — It is unclear whether the paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Of course, even a very small decline in anticipated growth would have magnified these declines in warranted share valuations.”
hedgeddirect- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: unclear — It is unclear whether the paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Not only is it almost impossible to judge with confidence what the proper fundamental value is for any security, but also potential arbitrageurs face additional risks.”
plain- Asserted: passes — The authors put it forward as true.
- Checkable: unclear — It is unclear whether it could be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“But none of these illustrations should shake our faith that exploitable arbitrage opportunities should not exist in an efficient market.”
plain- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: unclear — It is unclear whether the paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Even if all market participants rationally price common stocks as the present value of all future cash flows expected, it is still possible for clear excesses to develop.”
hedgedconditional- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Arbitrageurs are quite likely to have short horizons since even temporary losses may induce their clients to withdraw their money.”
hedgedconditional- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Survivorship bias makes the interpretation of long-run mutual fund data sets very difficult.”
plaindirect- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“But even using data sets with some degree of survivorship bias, one cannot sustain the argument that professional investors can beat the market.”
plain- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“As long as stock markets exist, the collective judgment of investors will sometimes make mistakes.”
plain- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
- It may state two separate claims as one. 31
- Probably not a substantial claim. 31
In the paper
“However, they also found that returns in the next period were similar for both groups, so they could not confirm that a contrarian approach would yield higher-thanaverage returns.”
What the sources say
- Not checked yetcites Fluck, Malkiel and Quandt (1997)
hedged- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
It may state two separate claims as one.
In the paper
“There was a statistically strong pattern of return reversal, but not one that implied an inefficiency in the market that would enable investors to make excess returns.”
What the sources say
- Not checked yetcites Fluck, Malkiel and Quandt (1997)
plain- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
It may state two separate claims as one.
The paper states this without a source or data behind it here, so there is nothing to check it against. The quote shows it is in the paper.
In the paper
“From the mid1980s through the decade of the 1990s, there has been no gain from holding smaller stocks. Indeed, in most world markets, larger capitalization stocks produced larger rates of return.”
plain- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: unclear — It is unclear why the paper says it holds.
It may state two separate claims as one.
A result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“In general, the exhibit shows that investors have earned a higher rate of return from the stock market when they purchased a market basket of equities with an initial dividend yield that was relatively high, and relatively low future rates of return when stocks were purchased at low dividend yields.”
plaincorrelational- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
It may state two separate claims as one.
The paper states this without a source or data behind it here, so there is nothing to check it against. The quote shows it is in the paper.
In the paper
“Professional pension-fund and mutual fund managers over-weighted their portfolios with high-tech stocks.”
plain- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: fails — The paper’s conclusions may not depend on it.
- Based: fails — The paper may give no reason why it holds.
Probably not a substantial claim. The paper’s conclusions may not depend on it. The paper may give no reason why it holds.
The paper states this without a source or data behind it here, so there is nothing to check it against. The quote shows it is in the paper.
In the paper
“We know now, with the benefit of hindsight, that outlandish and unsupportable claims that being made regarding the growth of the Internet (and the related telecommunications structure needed to support it).”
boosted- Asserted: passes — The authors put it forward as true.
- Checkable: fails — It may be too vague to check against evidence.
- Load-bearing: fails — The paper’s conclusions may not depend on it.
- Based: fails — The paper may give no reason why it holds.
Probably not a substantial claim. It may be too vague to check against evidence. The paper’s conclusions may not depend on it. The paper may give no reason why it holds.
The paper states this without a source or data behind it here, so there is nothing to check it against. The quote shows it is in the paper.
In the paper
“But even here, when we know after the fact that major errors were made, there were certainly no arbitrage opportunities available to rational investors before the bubble popped.”
boosted- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: fails — The paper may give no reason why it holds.
Probably not a substantial claim. The paper may give no reason why it holds.
The paper states this without a source or data behind it here, so there is nothing to check it against. The quote shows it is in the paper.
In the paper
“As Palm Pilot began trading, enthusiasm for the shares was so great that the 95 percent of its shares still owed by 3-Com had a market value considerably more than the entire market capitalization of 3-Com, implying that all the rest of its business had a negative value.”
plaindirectSingle case- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: unclear — It is unclear whether the paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
It may state two separate claims as one.
The paper states this without a source or data behind it here, so there is nothing to check it against. The quote shows it is in the paper.
In the paper
“Many of Wall Street's most respected security analysts, including those independent of investment banking firms, were recommending Internet stocks to the firm's institutional and individual clients as being fairly valued.”
plain- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: fails — The paper’s conclusions may not depend on it.
- Based: passes — The paper gives a reason why it holds.
Probably not a substantial claim. The paper’s conclusions may not depend on it.
The paper states this without a source or data behind it here, so there is nothing to check it against. The quote shows it is in the paper.
In the paper
“The 'anomaly' disappeared once 3-Com spun off more of Palm stock.”
plaindirect- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: fails — The paper’s conclusions may not depend on it.
- Based: fails — The paper may give no reason why it holds.
Probably not a substantial claim. The paper’s conclusions may not depend on it. The paper may give no reason why it holds.
The paper states this without a source or data behind it here, so there is nothing to check it against. The quote shows it is in the paper.
In the paper
“Initially, only 5 percent of the Palm Pilot shares were distributed to the public; the other 95 percent remained on 3-Com's balance sheet.”
plainSingle case- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: unclear — It is unclear whether the paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
It may state two separate claims as one.
The paper states this without a source or data behind it here, so there is nothing to check it against. The quote shows it is in the paper.
In the paper
“while stock prices eventually did adjust to levels that more reasonably reflected the likely present value of their cash flows”
plain- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: fails — The paper’s conclusions may not depend on it.
- Based: fails — The paper may give no reason why it holds.
Probably not a substantial claim. The paper’s conclusions may not depend on it. The paper may give no reason why it holds.
The paper states this without a source or data behind it here, so there is nothing to check it against. The quote shows it is in the paper.
In the paper
“We know now that projections for the rates and duration of growth of these for 'new economy' companies were unsustainable.”
boosted- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: fails — The paper’s conclusions may not depend on it.
- Based: fails — The paper may give no reason why it holds.
Probably not a substantial claim. The paper’s conclusions may not depend on it. The paper may give no reason why it holds.
The paper states this without a source or data behind it here, so there is nothing to check it against. The quote shows it is in the paper.
In the paper
“While it is now clear in retrospect that such professionals were egregiously wrong, there was certainly no obvious arbitrage opportunity available.”
boosted- Asserted: passes — The authors put it forward as true.
- Checkable: fails — It may be too vague to check against evidence.
- Load-bearing: fails — The paper’s conclusions may not depend on it.
- Based: passes — The paper gives a reason why it holds.
Probably not a substantial claim. It may be too vague to check against evidence. The paper’s conclusions may not depend on it.
The paper states this without a source or data behind it here, so there is nothing to check it against. The quote shows it is in the paper.
In the paper
“But remember, it was the sharp-pencilled professional investors who argued that the valuations of high-tech companies were proper.”
plain- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: fails — The paper’s conclusions may not depend on it.
- Based: passes — The paper gives a reason why it holds.
Probably not a substantial claim. The paper’s conclusions may not depend on it.
The paper states this without a source or data behind it here, so there is nothing to check it against. The quote shows it is in the paper.
In the paper
“Undoubtedly, some market participants are demonstrably less then rational.”
boosted- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: fails — The paper may give no reason why it holds.
Probably not a substantial claim. The paper may give no reason why it holds.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“However, the finding of mean reversion is not uniform across studies and is quite a bit weaker in some periods than it is for other periods.”
plaincorrelational- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
It may state two separate claims as one.
In the paper
“Odean (1999) suggests that momentum investors do not realize excess returns. Quite the opposite - a sample of such investors suggests that such traders did far worse than buy-and-hold investors even during a period where there was clear statistical evidence of positive momentum.”
What the sources say
- Not checked yetcites Odean (1999)
hedged- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
It may state two separate claims as one.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“The statistical dependencies giving rise to momentum are extremely small and are not likely to permit investors to realize excess returns.”
hedged- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
It may state two separate claims as one.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“I conclude that our stock markets are more efficient and less predictable than many recent academic papers would have us believe.”
- Also stated in: § Burton G. Malkiel Abstract · p. 4 · boosted
“I conclude that our stock markets are far more efficient and far less predictable than some recent academic papers would have us believe.”
boosted- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
It may state two separate claims as one.
- Also stated in: § Burton G. Malkiel Abstract · p. 4 · boosted
In the paper
“He also shows that many of the return 'anomalies' arise only in the context of some very particular model, and that the results tend to disappear when exposed to different models for expected 'normal' returns, different methods to adjust for risk, and when different statistical approaches are used to measure them.”
What the sources say
- Not checked yetcites Eugene Fama (1998)
plain- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
It may state two separate claims as one.
In the paper
“Fama finds that apparent underreaction to information is about as common as overreaction, and post-event continuation of abnormal returns is as frequent as post-event reversals.”
What the sources say
- Not checked yetcites Eugene Fama (1998)
plain- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
It may state two separate claims as one.
In the paper
“There also appear to be a number of day-of-the-week effects. For example, French (1980) documents significantly higher Monday returns.”
What the sources say
- Not checked yetcites French (1980)
hedgedcorrelational- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: unclear — It is unclear whether the paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
It may state two separate claims as one.
In the paper
“A number of researchers have found that January has been a very unusual month for stock market returns. Returns from an equally weighted stock index have tended to be unusually high during the first two weeks of the year. The return premium has been particularly evident for stocks with relatively small total capitalizations (Keim, 1983).”
What the sources say
- Not checked yetcites Keim, 1983
hedgedcorrelational- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: unclear — It is unclear whether the paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
It may state two separate claims as one.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Indeed, the U.S. stock market is almost unique in that it is one of the few world markets that remained in continuous operation during the entire period and the measured risk premium results, in part, from survivorship bias.”
plainconditional- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: unclear — It is unclear whether the paper’s conclusions depend on it.
- Based: unclear — It is unclear why the paper says it holds.
It may state two separate claims as one.
None of the sources cited for this claim have been checked yet.
In the paper
“There also appear to be some patterns in returns around the turn of the month (Lakonishok and Smidt, 1988), as well as around holidays (Ariel, 1990).”
What the sources say
- Not checked yetcites Lakonishok and Smidt, 1988
- Not checked yetcites Ariel, 1990
hedgedcorrelational- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: unclear — It is unclear whether the paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
It may state two separate claims as one.
In the paper
“Campbell and Shiller (1998) report that initial P/E ratios explained as much as 40 percent of the variance of future returns. They conclude that equity returns have been predictable in the past to a considerable extent.”
What the sources say
- Not checked yetcites Campbell and Shiller (1998)
plaincorrelational- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
It may state two separate claims as one.
In the paper
“Eugene Fama and Kenneth French (2002) argue that the high average realized returns result in part from large unexpected capital gains.”
What the sources say
- Not checked yetcites Fama and French (2002)
plaindirect- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: fails — The paper’s conclusions may not depend on it.
- Based: passes — The paper gives a reason why it holds.
Probably not a substantial claim. The paper’s conclusions may not depend on it.
In the paper
“For example, using the Ibbotson data from 1926 through 2001, common stocks have produced rates of retain of approximately 10½ percent while high grade bonds have returned only about 5½ percent.”
What the sources say
- Not checked yetcites Ibbotson data
plain- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
It may state two separate claims as one.
In the paper
“For example, Fama and French (1993) suggest that the price-to-book value ratio may reflect another risk factor that is priced into the market and not captured by CAPM.”
What the sources say
- Not checked yetcites Fama and French (1993)
hedgedconditional- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
Probably not a substantial claim.
In the paper
“Fama and French suggest that size may be a far better proxy for risk than beta, and therefore that their findings should not be interpreted as indicating that markets are inefficient.”
What the sources say
- Not checked yetcites Fama and French
hedgedconditional- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
Probably not a substantial claim. It may state two separate claims as one.
In the paper
“Moreover, if stocks are divided up by beta deciles, ten portfolios constructed by size display the same kind of positive relationship shown in Exhibit 2. On the other hand, within size deciles, the relationship between beta and return continues to be flat.”
What the sources say
- Not checked yetcites Fama and French
plaincorrelational- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
It may state two separate claims as one.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“But these findings do not necessarily imply inefficiency. They may simply indicate failure of the CAPM to capture all the dimensions of risk.”
hedgedconditional- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
It may state two separate claims as one.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“And it is far from clear that any of these results can be used to generate profitable trading strategies.”
hedged- Asserted: passes — The authors put it forward as true.
- Checkable: fails — It may be too vague to check against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
Probably not a substantial claim. It may be too vague to check against evidence.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Moreover, these non-random effects (even if they were dependable) are very small relative to the transactions costs involved in trying to exploit them. They do not appear to offer arbitrage opportunities that would enable investors to make excess risk-adjusted returns.”
hedged- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
It may state two separate claims as one.
In the paper
“Fama and French (1993) argue that a three-factor asset-pricing model (including price-to-book-value and size as measures of risk) is the appropriate benchmark against which anomalies should be measured.”
What the sources say
- Not checked yetcites Fama and French (1993)
plain- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
Probably not a substantial claim.
In the paper
“Fama and French (1992) concluded that size and price-to-book-value together provide considerable explanatory power for future returns and once they are accounted for, little additional influence can be attributed to P/E multiples.”
What the sources say
- Not checked yetcites Fama and French (1992)
plaincorrelational- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: unclear — It is unclear whether the paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
It may state two separate claims as one.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“I believe that this finding is simply the result of a combination of perceived equity risk being considerably higher during the early years of the period and of average equity returns being much higher than had been forecast by investors.”
plaindirect- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
It may state two separate claims as one.
In the paper
“researchers such as Ross (2001) have suggested that they can largely be explained by fund management fees.”
What the sources say
- Not checked yetcites Ross (2001)
hedgeddirect- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: fails — The paper’s conclusions may not depend on it.
- Based: passes — The paper gives a reason why it holds.
Probably not a substantial claim. The paper’s conclusions may not depend on it.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Datamining problems are unique to nonexperimental sciences, such as economics, which rely on statistical analysis for their insights and cannot test hypotheses by running repeated controlled experiments.”
plain- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: fails — The paper’s conclusions may not depend on it.
- Based: fails — The paper may give no reason why it holds.
Probably not a substantial claim. The paper’s conclusions may not depend on it. The paper may give no reason why it holds.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“some of the patterns based on fundamental valuation measures of individual stocks may simply reflect better proxies for measuring risk.”
hedgedconditional- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: fails — The paper’s conclusions may not depend on it.
- Based: fails — The paper may give no reason why it holds.
Probably not a substantial claim. The paper’s conclusions may not depend on it. The paper may give no reason why it holds.
The paper states this without a source or data behind it here, so there is nothing to check it against. The quote shows it is in the paper.
In the paper
“Equity valuations rest on uncertain future forecasts.”
plain- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: fails — The paper may give no reason why it holds.
Probably not a substantial claim. The paper may give no reason why it holds.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Surely, if market prices were determined by irrational investors and systematically deviated from rational estimates of the present value of corporations, and if it was easy to spot predictable patterns in security returns or anomalous security prices, then professional fund managers should be able to beat the market.”
plainconditional- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: fails — The paper may give no reason why it holds.
Probably not a substantial claim. The paper may give no reason why it holds. It may state two separate claims as one.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Surely, the remarkable market values assigned to internet and related high-tech companies seem inconsistent with rational valuation.”
hedged- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: fails — The paper’s conclusions may not depend on it.
- Based: fails — The paper may give no reason why it holds.
Probably not a substantial claim. The paper’s conclusions may not depend on it. The paper may give no reason why it holds.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Moreover, the potential profits from name or ticker symbol confusion are extremely small relative to the transactions costs that would be required to exploit them.”
plain- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: fails — The paper’s conclusions may not depend on it.
- Based: fails — The paper may give no reason why it holds.
Probably not a substantial claim. The paper’s conclusions may not depend on it. The paper may give no reason why it holds.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Significant effects are likely to be published in professional journals while negative results, or boring confirmations of previous findings, are relegated to the file drawer or discarded.”
hedgedcorrelational- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: unclear — It is unclear why the paper says it holds.
It may state two separate claims as one.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Certainly, the extent of the bubble was only clear in retrospect.”
boosted- Asserted: passes — The authors put it forward as true.
- Checkable: fails — It may be too vague to check against evidence.
- Load-bearing: fails — The paper’s conclusions may not depend on it.
- Based: passes — The paper gives a reason why it holds.
Probably not a substantial claim. It may be too vague to check against evidence. The paper’s conclusions may not depend on it.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Fortunately, 'bubble' periods are the exception rather than the rule”
plain- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: fails — The paper may give no reason why it holds.
Probably not a substantial claim. The paper may give no reason why it holds.
In the paper
“Economists such as Shiller have suggested that during the early 2000s, the ex ante equity risk premium was, if anything, irrationally too low.”
What the sources say
- Not checked yetcites Shiller
hedged- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: fails — The paper’s conclusions may not depend on it.
- Based: passes — The paper gives a reason why it holds.
Probably not a substantial claim. The paper’s conclusions may not depend on it.
The paper states this without a source or data behind it here, so there is nothing to check it against. The quote shows it is in the paper.
In the paper
“many 'anomalies' and statistically significant predictable patterns in the stock returns have been uncovered in the literature.”
plain- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: fails — The paper may give no reason why it holds.
Probably not a substantial claim. The paper may give no reason why it holds.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“these patterns are not robust and dependable in different sample periods”
plain- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: fails — The paper may give no reason why it holds.
Probably not a substantial claim. The paper may give no reason why it holds.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Undoubtedly, with the passage of time and with the increasing sophistication of our databases and empirical techniques, we will document further apparent departures from efficiency and further patterns in the development of stock returns.”
boosteddirect- Asserted: passes — The authors put it forward as true.
- Checkable: fails — It may be too vague to check against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: fails — The paper may give no reason why it holds.
Probably not a substantial claim. It may be too vague to check against evidence. The paper may give no reason why it holds.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Moreover, whatever patterns or irrationalities in the pricing of individual stocks that have been discovered in a search of historical experience are unlikely to persist and will not provide investors with a method to obtain extraordinary returns.”
hedged- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: unclear — It is unclear why the paper says it holds.
It may state two separate claims as one.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“The record of professionals does not suggest that sufficient predictability exists in the stock market or that there are recognizable and exploitable irrationalities sufficient to produce excess returns.”
hedged- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
It may state two separate claims as one.
In the paper
“Moreover, the market cannot be perfectly efficient or there would be no incentive for professionals to uncover the information that gets so quickly reflected in market prices, a point stressed by Grossman and Stiglitz (1980).”
What the sources say
- Not checked yetcites Grossman and Stiglitz (1980)
plaindirect- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
It may state two separate claims as one.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“But I suspect that the end result will not be an abandonment of the belief of many in the profession that the stock market is remarkably efficient in its utilization of information.”
hedged- Asserted: passes — The authors put it forward as true.
- Checkable: fails — It may be too vague to check against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
Probably not a substantial claim. It may be too vague to check against evidence.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“If any $100 bills are lying around the stock exchanges of the world, they will not be there for long.”
plain- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
Probably not a substantial claim.
In the paper
“He found that active mutual fund managers were unable to add value and, in fact, tended to underperform the market by approximately the amount of their added expenses.”
What the sources say
- Not checked yetcites Jensen (1969)
plain- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
It may state two separate claims as one.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Periods such as 1999 where 'bubbles' seem to have existed, at least in certain sectors of the market, are fortunately the exception rather than the rule.”
hedged- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: fails — The paper may give no reason why it holds.
Probably not a substantial claim. The paper may give no reason why it holds.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“As a result, pricing irregularities and predictable patterns in stock returns can appear over time and even persist for short periods.”
plain- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
It may state two separate claims as one.
The paper relies on this without support.
Interest rates tend to be mean reverting.
“the tendency of interest rates to be mean reverting”
The paper relies on this without support.
Yields on long-term Treasury bonds increased from about 9 percent to almost 10 ½ percent in the two months prior to mid-October 1987.
“yields on long-term Treasury bonds increased from about 9 percent to almost 10 ½ percent in the two months prior to mid-October.”
The paper relies on this without support.
Congress threatened to impose a 'merger tax' that would have made merger activity prohibitively expensive and could well have ended the merger boom.
“Early in the month, Congress threatened to impose a 'merger tax' that would have made merger activity prohibitively expensive and could well have ended the merger boom.”
The paper relies on this without support.
James Baker threatened to encourage a further fall in the exchange value of the dollar, increasing risks for foreign investors and frightening domestic investors.
“Also, in early October 1987, then Secretary of the Treasury James Baker had threatened to encourage a further fall in the exchange value of the dollar, increasing risks for foreign investors and frightening domestic investors as well.”
The authors state this as an assumption.
Stocks are priced as the present value of the expected future stream of dividends.
“Suppose stocks are priced as the present value of the expected future stream of dividends.”
The paper relies on this without support.
Professional fund managers are compensated with strong incentives to outperform the market.
“who often are compensated with strong incentives to outperform the market”
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
The cited source says what the claim attributes to it.
In the citing paper
“In addition, the ability to predict certain market prices does not imply that these can be exploited to earn excess profit (Malkiel, 2003).”
From Bridging the divide in financial market forecasting: machine learners vs. financial economists (2016) · cites this paper as Malkiel, 2003
The cited source says what the claim attributes to it.
In the citing paper
“More specifically, the efficient market hypothesis (EMH) suggests that current stock prices discount available information and that it is not possible to obtain systematic returns by exploiting any predictability of prices (Malkiel, 2003).”
From Bridging the divide in financial market forecasting: machine learners vs. financial economists (2016) · cites this paper as Malkiel, 2003
The cited source says what the claim attributes to it.
In the citing paper
“(which might well make our results consistent with the implications of the EMH (Malkiel, 2003)).”
From Bridging the divide in financial market forecasting: machine learners vs. financial economists (2016) · cites this paper as Malkiel, 2003
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
Each contradiction between two passages listed here was confirmed by an independent check.
Rated minor: it would not touch a result — a value no result rests on, a p-value that stays on the same side of the significance level, or a conflict that is clerical, resolved elsewhere in the paper, or outside its own findings.
In the paper
§ The Performance of Professional Investors · p. 31
“The first study of mutual fund performance was undertaken by Jensen (1969).”
§ References · p. 36
“Jensen, Michael (1968), 'The Performance of Mutual Funds in the Period 1945-64,' Journal of Finance , vol. 23, 389-416.”
Rated minor: it would not touch a result — a value no result rests on, a p-value that stays on the same side of the significance level, or a conflict that is clerical, resolved elsewhere in the paper, or outside its own findings.
In the paper
§ The Performance of Professional Investors · p. 33
“Exhibit 9 shows the distribution of returns over a 30-year period. Of the original 355 funds, only five of them outperformed the market by two percentage points per year or more.”
§ Mutual Funds, 1937-June 2002 · p. 47
“Exhibit 9 How the Top 20 Equity Funds of the 1980s Performed during the 1990s”
Citations
Cites
Prospect Theory: An Analysis of Decision under Risk
Kahneman, D., & Tversky, A. (1979) · Econometrica · doi:10.2307/1914185 · Cited by 48,524
Prospect theory: An analysis of decision under risk
Kahneman, D. J., & Tversky, A. (1988) · Cambridge University Press eBooks · doi:10.1017/cbo9780511609220.014 · Cited by 32,720
Common risk factors in the returns on stocks and bonds
Fama, E. F., & French, K. R. (1993) · Journal of Financial Economics · doi:10.1016/0304-405x(93)90023-5 · Cited by 25,754
EFFICIENT CAPITAL MARKETS: A REVIEW OF THEORY AND EMPIRICAL WORK*
Malkiel, B. G., & Fama, E. F. (1970) · The Journal of Finance · doi:10.1111/j.1540-6261.1970.tb00518.x · Cited by 24,478
Self-citationThe Cross‐Section of Expected Stock Returns
FAMA, E. F., & FRENCH, K. R. (1992) · The Journal of Finance · doi:10.1111/j.1540-6261.1992.tb04398.x · Cited by 17,261
The Cross-Section of Expected Stock Returns
Fama, E. F., & French, K. R. (1992) · The Journal of Finance · doi:10.2307/2329112 · Cited by 17,259
Efficient capital markets: A review of theory and empirical work
Fama, E. F. (1970) · The Journal of Finance · doi:10.2307/2325486 · Cited by 13,635
Does the Stock Market Overreact?
De BONDT, W. F. M., & THALER, R. (1985) · The Journal of Finance · doi:10.1111/j.1540-6261.1985.tb05004.x · Cited by 7,578
On the psychology of prediction.
Kahneman, D., & Tversky, A. (1973) · Psychological Review · doi:10.1037/h0034747 · Cited by 6,202
The Econometrics of Financial Markets
Campbell, J. Y., Lo, A. W., & MacKinlay, A. C. (2012) · Princeton University Press eBooks · doi:10.2307/j.ctt7skm5 · Cited by 6,105
Research works printed but not linked: 4
- Fama Eugene, 1993, Journal of Finance., 33, 3
- 1980, American Economic Review., 70, 393
- Malkiel Burton G, 2000, Wall Street Journal
- Samuelson Paul, 1965, Industrial Management Review, 6, 41
Cited by
Sorted by citations
Twitter mood predicts the stock market
Bollen, J., Mao, H., & Zeng, X. (2011) · Journal of Computational Science · doi:10.1016/j.jocs.2010.12.007 · Cited by 5,206
Measuring Organizational Performance: Towards Methodological Best Practice
Richard, P. J., Devinney, T. M., Yip, G. S., & Johnson, G. (2009) · Journal of Management · doi:10.1177/0149206308330560 · Cited by 2,668
A review of unsupervised feature learning and deep learning for time-series modeling
Längkvist, M., Karlsson, L., & Loutfi, A. (2014) · Pattern Recognition Letters · doi:10.1016/j.patrec.2014.01.008 · Cited by 1,276
Asymmetric causality tests with an application
Hatemi‐J, A. (2011) · Empirical Economics · doi:10.1007/s00181-011-0484-x · Cited by 891
Applications of deep learning in stock market prediction: Recent progress
Jiang, W. (2021) · Expert Systems with Applications · doi:10.1016/j.eswa.2021.115537 · Cited by 809
Metadata
- Authors
- Malkiel, B. G.
- Affiliations
- Princeton University (US)
- Corresponding author
- Malkiel, Burton G
- ORCID
- Malkiel, Burton G
- Venue
- Journal of Economic Perspectives
- Publisher
- American Economic Association
- Published
- 2003-02-01
- Volume
- 17
- Issue
- 1
- Pages
- 59-82
- ISSN
- 0895-3309 (ISSN-L)
- OpenAlex
- W2138293190
- Cited by
- 2,161
- References
- 69
- Citations by year
- 2026: 82 · 2025: 154 · 2024: 105 · 2023: 143 · 2022: 125 · 2021: 142 · 2020: 132 · 2019: 108 · 2018: 112 · 2017: 111 · 2016: 89 · 2015: 151 · 2014: 120 · 2013: 113 · 2012: 115
- FWCI
- 40.69
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- The Journal of Economic Perspectives (publishedVersion)
- RePEc: Research Papers in Economics (submittedVersion)
- Topics
- Social Sciences › Economics, Econometrics and Finance › Finance › Financial Markets and Investment Strategies
- Social Sciences › Decision Sciences › Management Science and Operations Research › Stock Market Forecasting Methods
- Social Sciences › Economics, Econometrics and Finance › Economics and Econometrics › Economic theories and models
- Keywords
- efficient market hypothesis, stock price predictability, behavioral finance, market efficiency, stock returns
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
A language model drew the claims from the paper on 2026-10-10, under version 3 of the claim definition (model deepseek-v4.1-flash, prompt extract-v3).
A second model labelled each claim on 2026-10-10 (model jev-1.13-20260917, definition revision gold-guideline-v0.2).
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
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