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Exhibit 33 (Dkt. 559-35, S.D. Fla.)

Summary

Exhibit 33 (Document 559-35) in Case 1:21-md-02989-CMA, entered on the FLSD docket April 28, 2023, is an eight-page printout, dated 4/27/23, of a Chicago Booth Review article, Eugene F. Fama, Efficient Markets, and the Nobel Prize, by John H. Cochrane, dated May 20, 2014. The article recounts that in 1970, in Efficient Capital Markets: a Review of Theory and Empirical Work, Eugene F. Fama defined a market as informationally efficient if prices at each moment incorporate all available information about future values, and describes informational efficiency as a natural consequence of competition, relatively free entry and low costs of information. It states that much of the confusion about efficiency reflects ignorance of this definition, which uses a common word for a precise phenomenon.

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Date
2023-04-28

Cite this document

“Exhibit 33 (Dkt. 559-35).” Original at archive.org, dated 2023-04-28. Archived at Pandemic Darlings, https://pandemicdarlings.com/source-documents/2023-04-28-covid-era-misc-073a18f3-1/, SHA-256 073a18f34590f0186bfe0db4e9f2db19353a3f1178474e032b4e366979277547.

Full text

Case 1:21-md-02989-CMA Document 559-35 Entered on FLSD Docket 04/28/2023 Page 1 of 8




             EXHIBIT 33
     Case
4/27/23,      1:21-md-02989-CMA
         8:23 PM                               Document
                                                 Eugene     559-35
                                                        F. Fama,          Entered
                                                                 Efficient Markets, andon  FLSDPrize |
                                                                                        the Nobel Docket     04/28/2023
                                                                                                       Chicago Booth Review                             Page 2 of 8
                                                                                                                     MONETARY                      HEALTH    CLIMATE
                                                                                                                                    INEQUALITY                         RACE
                                                                                                                      POLICY                        CARE     CHANGE

           Chicago Booth Review      Eugene F. Fama, Efficient Markets, and the Nobel Prize




                                       Eugene F. Fama,
                                       Efficient
                                       Markets, and
                                       the Nobel Prize

                                                                                      Gene's bottom line is always: Look at the facts. Collect the
                                                                                      data. Test the theory.


                                                                                      By John H. Cochrane   May 20, 2014   CBR - Finance   Share This Page




                                       I
                                               n 1970, in “Efficient Capital Markets: a Review of Theory and
                                               Empirical Work,” Eugene F. Fama defined a market to be
                                               “informationally efficient” if prices at each moment incorporate all
                                               available information about future values. Informational efficiency
                                       is a natural consequence of competition, relatively free entry, and low
                                       costs of information. If there is a signal, not incorporated in market prices,
                                       that future values will be high, competitive traders will buy on that signal.
                                       In doing so, they bid the price up, until it fully reflects the information in
                                       the signal.


                                       Much of the confusion about “efficiency” reflects simple ignorance of this
                                       definition. Fama used a common word to define a precise phenomenon
                                       apart from the word’s colloquial meaning. Researchers define terminology
                                       this way all the time—“efficient” estimators in statistics, “Pareto-efficient”
                                       allocations in economics, and so forth have precise definitions. But people




https://www.chicagobooth.edu/review/eugene-fama-efficient-markets-and-the-nobel-prize                                                                                         1/7
     Case
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         8:23 PM                               Document
                                                 Eugene     559-35
                                                        F. Fama,          Entered
                                                                 Efficient Markets, andon  FLSDPrize |
                                                                                        the Nobel Docket     04/28/2023
                                                                                                       Chicago Booth Review   Page 3 of 8
                                       who don’t know those definitions can say and write nonsense about the
                                       academic work.




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                                       An informationally efficient market need not process orders efficiently. An
                                       informationally efficient market can have economically inefficient runs
                                       and crashes, so long as those crashes are not predictable. To say “the
                                       crash proves markets are inefficient” or “markets are inefficient; finance
                                       academics did not foresee the crash” is a classic reflection of this
                                       ignorance. The main prediction of Gene’s efficient-markets hypothesis is
                                       exactly that stock price movements are unpredictable! An informationally
                                       efficient market is not supposed to be clairvoyant. Steady profits without
                                       risk would, in fact, be a clear rejection of efficiency.


                                       I once told a reporter that I thought markets were pretty efficient. He
                                       quoted me as saying that markets are “self-regulating.” Here is somebody
                                       with no clue about the definition of the term (although I had explained its
                                       definition). Informational efficiency means one and only one thing: prices
                                       reflect available information.




                                       A simple theory
                                       and complex facts
                                       The efficient-markets theory did not become famous because it is
                                       complex. The greatness of Fama’s contribution lies in the fact that
                                       efficient-markets became the organizing principle for decades of


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     Case
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                                                 Eugene     559-35
                                                        F. Fama,          Entered
                                                                 Efficient Markets, andon  FLSDPrize |
                                                                                        the Nobel Docket     04/28/2023
                                                                                                       Chicago Booth Review   Page 4 of 8
                                       empirical work in financial economics. This empirical work taught us much
                                       about the world, and in turn affected the world deeply.


                                       When you think of Fama, don’t think of Einstein, churning out equations in
                                       the solitude of the Swiss patent office. Think of Darwin, who also saw that
                                       a simple principle—evolution by natural selection—organized and gave
                                       purpose to a vast collection of facts. Fama is really most famous for
                                       putting all the facts together, personally collecting a lot of finch beaks,
                                       and figuring out how the curiosities collected by others fit in to the
                                       framework, in often challenging and unexpected ways.


                                       Furthermore, though the principle is simple, its implications are often
                                       surprising, subtle, and remain controversial to this day. Efficiency implies
                                       that simple trading rules (e.g. “buy when the market went up yesterday”)
                                       should not work. This is a testable proposition, and an army of financial
                                       economists, including Gene, checked it. The surprising empirical result is
                                       that trading rules, technical systems, market newsletters, and so on have
                                       essentially no power beyond that of luck to forecast stock prices. This is
                                       not a theorem, an axiom, a philosophy, or a religion: it is an empirical
                                       prediction that could easily have come out the other way, and sometimes
                                       does.


                                       Similarly, if markets are informationally efficient, fundamental analysis
                                       performed by investment firms has no power to select stocks, and
                                       professional active managers should do no better at picking stock
                                       portfolios than monkeys with darts. This is a remarkable proposition. In
                                       any other field of human endeavor, seasoned professionals systematically
                                       outperform amateurs. But other fields are not so ruthlessly competitive as
                                       financial markets.


                                       Many studies checked this proposition. It’s not easy. Among other
                                       problems, you only hear from the winners. Nobody writes articles
                                       celebrating the worst-performing mutual fund manager. You need to
                                       collect data from the losers, too, and separate luck from skill.


                                       These studies found, surprisingly, that the data are much closer to the
                                       efficient-markets prediction than anybody thought. Professional
                                       managers do not systematically outperform well-diversified passive
                                       investments. This could easily have come out the other way. It would have
                                       been lovely had it come out the other way. Academics who earn our
                                       salaries teaching MBA students would be delighted to instruct them that
                                       better knowledge and training lead to more profitable investment
                                       management. Too bad the facts say otherwise.


                                       If markets are informationally efficient, corporate news events such as
                                       earnings announcements should be immediately reflected in stock prices.
                                       Now, actually checking stock-price reactions to corporate events is also
                                       not as straightforward as it sounds. But Gene and his coauthors provided
                                       the standard solution to all of the empirical difficulties that survive to this
                                       day. The immense event-study literature followed, allowing academic
                                       accounting to measure the effect of corporate events by the associated
                                       stock price movements.




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     Case
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         8:23 PM                              Document
                                                Eugene     559-35
                                                       F. Fama,          Entered
                                                                Efficient Markets, andon  FLSDPrize |
                                                                                       the Nobel Docket     04/28/2023
                                                                                                      Chicago Booth Review   Page 5 of 8
                                       The practical implications of the finding that markets are surprisingly
                                       efficient are enormous. The rise of the index fund owes much to efficiency.
                                       Without efficiency, we might all be invested with high-fee active managers
                                       who promise us higher returns at someone else’s expense. Standard
                                       procedures in accounting, regulation, and law now routinely presume that
                                       asset prices are the best measure of value.


                                       Are markets completely efficient? No, and Gene said so in his very first
                                       article. Efficiency, like all perfect-competition supply-and-demand
                                       economics, is an ideal, which real-world markets can only approach.
                                       Empirical work can find only how close to or far from the ideal a given
                                       market is.




                                       Bringing science to
                                       finance
                                       Too much finance is ex post storytelling, with not much more content than
                                       “markets went up—the gods must be pleased.” More than a theory,
                                       efficient-markets was the banner for bringing scientific method to the
                                       study of financial markets. Rather than ask, “What are Warren Buffett’s
                                       three secrets of success?” or interview the latest soothsayer, researchers
                                       started to collect clean data, and examine theories systematically and
                                       objectively. Gene was the leader of this movement, and set the
                                       methodological standard for how academics do empirical research.


                                       Perhaps the best way to illustrate the empirical content of the efficient-
                                       markets hypothesis is to point out where it is false. Event studies of the
                                       release of inside information usually find large stock-market reactions.
                                       Evidently, that information is not fully incorporated ex ante into prices.
                                       Restrictions on insider trading are somewhat effective. When markets are
                                       not efficient, the tests verify the fact. A theory that can be rejected is a real
                                       theory.


                                       These are only a few examples. The financial world is full of novel claims,
                                       especially that there are easy ways to make money. Investigating each
                                       anomaly takes time, patience, and sophisticated empirical skill. One has to
                                       check whether the gains were not luck, and whether the complex systems
                                       do not generate good returns by implicitly taking on more risk.


                                       For nearly half a century, Gene Fama’s efficient-markets framework has
                                       provided the organizing principle for empirical financial economics, and
                                       continues to do so. A new round of studies is examining again the abilities
                                       of fund managers, focusing on new ways of sorting the lucky from the
                                       skillful in past data.


                                       Gene’s bottom line is always: Look at the facts. Collect the data. Test the
                                       theory. Like astronomy, every time we look, the world surprises us totally.
                                       And it will again.


                                       John H. Cochrane is the AQR Capital Management Distinguished Service
                                       Professor of Finance. This piece is adapted from a longer post        on his

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     Case
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                                                     Eugene     559-35
                                                            F. Fama,          Entered
                                                                     Efficient Markets, andon  FLSDPrize |
                                                                                            the Nobel Docket     04/28/2023
                                                                                                           Chicago Booth Review                Page 6 of 8
                                           blog, The Grumpy Economist          .




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     Case
4/27/23,      1:21-md-02989-CMA
         8:23 PM                                       Document
                                                         Eugene     559-35
                                                                F. Fama,          Entered
                                                                         Efficient Markets, andon  FLSDPrize |
                                                                                                the Nobel Docket     04/28/2023
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     Case
4/27/23,      1:21-md-02989-CMA
         8:23 PM                             Document
                                               Eugene     559-35
                                                      F. Fama,          Entered
                                                               Efficient Markets, andon  FLSDPrize |
                                                                                      the Nobel Docket     04/28/2023
                                                                                                     Chicago Booth Review    Page 8 of 8

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