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The Impact of Jacobs Levy Concepts on Investment Theory and Practice

The most gratifying aspect of our work at Jacobs Levy is the successful management of client portfolios, using the insights from our proprietary research. But it has also been gratifying to see the impact that the concepts underlying this research have had on investment theory and practice.

Our articles have won awards from the Financial Analysts Journal, The Journal of Portfolio Management and The Journal of Investing and been translated for the Japanese Society of Security Analysts. We have presented our concepts at major industry conferences and seminars, including the CFA Institute (formerly Association for Investment Management and Research), the University of California-Berkeley Program in Finance (BPF) and the Institute for Quantitative Research in Finance (Q Group). Many of our works have become required reading for the CFA program and for M.B.A. courses. They have received favorable coverage in the pages of The Wall Street Journal, Institutional Investor and Pensions & Investments.

The worldwide recognition accorded Jacobs Levy’s equity research is evident in the industry’s wide adoption of many of our terms and concepts, including “market complexity,” “disentangling,” “pure returns, the law of one alpha, integrated long-short optimization, trimability, and Enhanced Active Equity 120-20 and 200-100 Strategies.” It is also evident in the numerous citations of our work to be found in consultant publications, Wall Street research reports, academic and practitioner articles, and investment texts, as well as newspaper and industry press coverage, conference presentations, and awards. A sample of these is provided below.

 

Consultants

·   SEI: “Understanding Top-Quartile Performance—Part II,” by Gilbert L. Beebower, in Performance Measurement: Setting the Standards, Interpreting the Numbers, Financial Analysts Federation and Institute of Chartered Financial Analysts, 1989.
·   Towers Perrin: “Market-Neutral Long-Short Equity Strategies,” by Naozer D. Dadachanji, December 1994.
·   Frank Russell: “The Information Ratio: More Than You Ever Wanted to Know About One Performance Measure,” by Thomas H. Goodwin, Russell Research Commentary, November 1997 (and Financial Analysts Journal, July/August 1998).
·   Frank Russell: “Quantitative Research is King at Jacobs Levy,” Portfolio, July 1998.
·   Mercer: “An Overview of Long-Short Equity Investing,” by Steven F. Freed, November 29, 1999.
·   BARRA RogersCasey: “Market Neutral Investing,” BARRA RogersCasey Research Insights, 2000.
·   Frank Russell: “The Long and Short of Market-Neutral Investing,” by Sheena Spear and Steve Wiltshire, Russell Research Commentary, July 2000.
·   Ennis Knupp: “The Case for Whole-Stock Portfolios,” by Richard M. Ennis, Journal of Portfolio Management, Spring 2001.
·   Capital Market Risk Advisors: Hedge Fund Risk Transparency: Unraveling the Complex and Controversial Debate, by Leslie Rahl, Risk Books, London, 2003.
·   
Ennis Knupp:
Can Public Funds Compete?” by Richard M. Ennis, Journal of Investment Consulting, Winter 2003/2004.

 

Investment Banking and Brokerage

·   Goldman Sachs: “Portfolio Strategy: Stock Selection,” by Robert C. Jones, August 31, 1988.
·   Kidder Peabody: “Equity Research: Quantitative Asset Allocation,” by George H. Boyd III, September 20, 1988.
·   Merrill Lynch: “Quantitative Viewpoint: Torpedo Ahead!,” by Richard Bernstein and Charles L. Clough, Jr., December 20, 1988.
·   Prudential-Bache: “Quantum,” by Melissa R. Brown, April 1989.
·   SBC Warburg: “A Simple Multi-Factor Model of the New Zealand Equity Market,” by Ian Nield, August 1997.
·   Merrill Lynch: “Skill and Turnover: Requirements for Investment Performance,” by Jason Glazier and Kathryn Wilkens, Journal of Alternative Investments, Summer 1999.
·   Chase Manhattan: Physics of Finance, by Kirill Ilinski, John Wiley, West Sussex, UK, 2001.
·   UBS Warburg: “Who’s Long? Market-Neutral versus Long/Short Equity,” by Alexander M. Ineichen, Journal of Alternative Investments, Spring 2002.
·   Morgan Stanley: “Using Cointegration to Hedge and Trade International Equities,” by A. Neil Burgess, in Christian Dunis, Jason Laws, and Patrick Naim, Eds., Applied Quantitative Methods for Trading and Investment, Wiley/Finance, West Sussex, UK, 2003.
·   
Morgan Stanley: “Short-Extension Portfolios: An Exploration of the 120/20 Concept,” by Martin Leibowitz and Anthony Bova, January 18, 2006.

 

Investment Systems Providers

·   I/B/E/S: “New Study Finds I/B/E/S is a Key to Superior Returns,” 1988.
·   BARRA: “Advances in Equity Valuation Models,” by Peter Muller, in Investing Worldwide III, Association for Investment Management and Research and International Society of Financial Analysts, February 23, 1992.
·   Vestek Systems: “Multifactor System,” 1993.
·   Plexus: “Ten Myths and Twenty Years of Betas,” by Wayne H. Wagner, Journal of Portfolio Management, Fall 1994.

 

Academics

·   Lawrence H. Summers, Harvard University: “Predicting Expected Return,” in Quantifying the Market Risk Premium Phenomenon for Investment Decision Making, Institute of Chartered Financial Analysts, Charlottesville, VA, 1989.
·   Edward M. Miller, University of New Orleans: “Divergence of Opinion, Short Selling, and the Role of the Marginal Investor,” in Managing Institutional Assets, Harper & Row, New York, 1990.
·   Jack Clark Francis, Bernard M. Baruch College, City University of New York: Investments: Analysis and Management, McGraw-Hill, New York, 1991.
·   Simon M. Keane, Glasgow University: “Paradox in the Current Crisis in Efficient Market Theory,” Journal of Portfolio Management, Winter 1991.
·   William T. Ziemba, University of British Columbia, and Sandra L. Schwartz, Simon Fraser University: Invest Japan, Probus, Chicago, 1992.
·   Frank J. Fabozzi, Sloan School of Management, MIT, and Franco Modigliani, Sloan School of Management, MIT: Capital Markets: Institutions and Instruments, Prentice Hall, Englewood Cliffs, NJ, 1992.
·   Dennis R. Capozza, University of Michigan, and William Ziemba, University of British Columbia: “Design of Anomalies Funds: Concepts and Experience,” in John B. Guerard, Jr. and Mustafa N. Gültekin, Eds., Handbook of Security Analyst Forecasting and Asset Allocation, JAI Press, Inc., Greenwich, CT, 1993.
·   Gabriel Hawawini, INSEAD, and  Donald B. Keim, Wharton School, University of Pennsylvania: “On the Predictability of Common Stock Returns: World-Wide Evidence,” in R.A. Jarrow, V. Maksimovic and W.T. Ziemba, Eds., Handbooks in Operations Research and Management Science, Vol. 9, Elsevier Science, Amsterdam, 1995.
·   Frank J. Fabozzi, School of Management, Yale University: Investment Management, Prentice-Hall, Englewood Cliffs, NJ, 1995.
·   William F. Sharpe, Stanford University, Gordon J. Alexander, University of Minnesota, and Jeffrey V. Bailey, Richards & Tierney, Inc.: Investments, fifth edition, Prentice Hall, Englewood Cliffs, NJ, 1995.
·   Robert G. Bowman, University of Auckland, and John Buchanan, University of Waikato: “The Efficient Market Hypothesis-A Discussion on Institutional, Agency and Behavioural Issues,” Australian Journal of Management, December 1995.
·   Aswath Damodaran, Leonard N. Stern School of Business, NYU: Investment Valuation: Tools and techniques for determining the value of any asset, John Wiley, New York, 1996.
·   Donald B. Keim, Wharton School, University of Pennsylvania: “The Cross Section of Stock Returns: A Synthesis of the Evidence and Explanations,” Presentation to the Institute for Quantitative Research in Finance (Q Group), October 22, 1996.
·   Edward M. Miller, University of New Orleans: “Why the Low Returns to Beta and Other Forms of Risk?” Journal of Portfolio Management, Winter 2001.
·   Paul Usman Ali, University of Melbourne, and Martin L. Gold, University of Wollongong: “An Overview of ‘Portable Alpha’ Strategies, with Practical Guidance for Fiduciaries and Some Comments on the Prudent Investor Rule,” Company and Securities Law Journal, May 2001.
·   Frank J. Fabozzi, School of Management, Yale University, and Harry M. Markowitz, Nobel Laureate, Eds.: The Theory & Practice of Investment Management, John Wiley, Hoboken, NJ, 2002.

·  Aswath Damodaran, Leonard N. Stern School of Business, NYU: Investment Philosophies: Successful Strategies and the Investors Who Made Them Work, John Wiley, Hoboken, NJ, 2003.
·  Michel Fleuriet,
Wharton School, University of Pennsylvania: Finance, A Fine Art, John Wiley, West Sussex, UK,  2003.
·  Joseph L. McCauley, University of Houston: Dynamics of Markets: Econophysics and Finance, Cambridge University Press, Cambridge, UK, 2004.
·  Francois-Serge Lhabitant, EDHEC Business School (France) and University of Lausanne (Switzerland): Hedge Funds: Quantitative Insights, Wiley/Finance, West Sussex, UK, 2004.
·  Edward M. Miller, University of New Orleans: Restrictions on Short Selling and Exploitable Opportunities for Investors,” and Implications of Short Selling and Divergence of Opinion for Investment Strategy,” in Frank J. Fabozzi, Ed., Short Selling: Strategies, Risks, and Rewards, John Wiley, Hoboken, NJ, 2004.
·  
Steven L. Jones, Kelley School of Business, Indiana University, and Glen Larsen, Kelley School of Business, Indiana University:
How Short Selling Expands the Investment Opportunity Set and Improves Upon Potential Portfolio Efficiency,” in Frank J. Fabozzi, Ed., Short Selling: Strategies, Risks, and Rewards, John Wiley & Sons, Hoboken, NJ, 2004. 
·  
Steve Hogan, Credit Suisse First Boston, Robert Jarrow, Johnson Graduate School of Management, Cornell University, Melvyn Teo, Singapore Management University, School of Business, and Mitch Warachka, FDO Partners:
Testing Market Efficiency Using Statistical Arbitrage with Applications to Momentum and Value Strategies, Journal of Financial Economics, September 2004.
·  Christopher J. Adcock, University of Sheffield (UK):
Estimating UK Factor Models Using the Multivariate Skew Normal Distribution,” in John Knight and Stephen Satchell, Eds., Linear Factor Models in Finance, Elsevier Butterworth-Heinemann, Burlington, MA, 2005.
·  Harry M. Markowitz, Research Professor, The Rady School, University of California at San Diego:
Market Efficiency: A Theoretical Distinction and So What?” Financial Analysts Journal, September/October 2005.
·  Glen A. Larsen, Jr. and Steven L. Jones, Kelley School of Business, Indiana University: “Implications for Enhanced Portfolio Performance Based on the Information Content of Short Interest,” Journal of Financial Education, Winter 2006.

 

Regulatory Agencies

·   National Stock Exchange of India Limited: Short Selling and Its Regulation in India in International Perspective,” by L.C. Gupta, NSE Research Initiative Paper No. 12, May 2002.
·   Bank for International Settlements: Are Changes in Financial Structure Extending Safety Nets?” by William R. White, BIS Working Paper 145, January 2004.

 

Investment Managers

·   Roger G. Ibbotson, Ibbotson Associates, and Gary P. Brinson, Brinson Partners, Inc.: Global Investing: The Professional’s Guide to the World of Capital Markets, McGraw-Hill, New York, 1993.
·   Richard C. Grinold, Wells Fargo Nikko Investment Advisors, and Ronald N. Kahn, BARRA: Active Portfolio Management: Quantitative Theory and Applications, Probus, Chicago, 1995.
·   Richard C. Grinold and Ronald N. Kahn, Barclays Global Investors: “The Efficiency Gains of Long-Short Investing,” Financial Analysts Journal, November/December 2000.
·   Mark J. P. Anson, Chief Investment Officer, California Public Employees Retirement System: Handbook of Alternative Assets, John Wiley, New York, 2002.
·   Douglas W. Case, Advanced Investment Partners (SSGA Global Alliance): “Market Neutral Equity Investing: An Absolute Return Strategy,” September 2002.
·   Roger Clarke, Analytic Investors, Harindra de Silva, Analytic Investors, and Steven Thorley, Marriott School, Brigham Young University: “Portfolio Constraints and the Fundamental Law of Active Management,” Financial Analysts Journal, September/October 2002.
·   Milind Sharma, Merrill Lynch Investment Managers: “AIRAP-Alternative Views on Alternative Investments,” in Barry Schachter, Ed., Intelligent Hedge Fund Investing, Risk Books, London, 2004.
·   
Fang Feng, APS Asset Management (Singapore), Qian Sun, Nanyang Technological University (Singapore), and Wilson H.S. Tong, Hong Kong Polytechnic University: “Do Government-Linked Companies Underperform?” Journal of Banking & Finance, October 2004.
·   Roger Clarke, Harindra de Silva and Steven Sapra, Analytic Investors: Toward More Information-Efficient Portfolios,” Journal of Portfolio Management, Fall 2004.
·   Roger Clarke, Analytic Investors, Harindra de Silva, Analytic Investors, and Steven Thorley, Marriott School, Brigham Young University: Performance Attribution and the Fundamental Law,” Financial Analysts Journal, September/October 2005.
·   
Andrew Alford,
Goldman Sachs Asset Management: Demystifying the Newest Equity Long-Short Strategies: Making the Unconventional Conventional,” October 2006.
·   Eric H. Sorensen, Ronald Hua, and Edward Qian, PanAgora Asset Management: “Aspects of Constrained Long-Short Equity Portfolios,” Journal of Portfolio Management, Winter 2007.
·   Mark Coppejans and Ananth Madhavan, Barclays Global Investors: “The Value of Transaction Cost Forecasts: Another Source of Alpha,” Journal of Investment Management, First Quarter 2007.
·   Peter Xu, Quantitative Management Associates: “Does Relaxing the Long-Only Constraint Increase the Downside Risk of Portfolio Alphas?” Journal of Investing, Spring 2007.
·   Stéphanie Desrosiers, Natacha Lemaire, and Jean-François L’Her, Caisse de dépôt et placement du Québec: “Residual Income Approach to Equity Country Selection,” Financial Analysts Journal, March/April 2007.

 

Financial Journalists

·   Michael J. Clowes: The Money Flood: How Pension Funds Revolutionized Investing, John Wiley, New York, 2000.
·   Roger Lowenstein: When Genius Failed: The Rise and Fall of Long-Term Capital Management, Random House, New York, 2000.
·   
David Shirreff: Dealing with Financial Risk, The Economist with Bloomberg Press, Princeton, NJ, 2004.

 

Press

·   Financial Post: “For Savvy Investors, Timing Is Money,” by Patrick Bloomfield, January 10, 1989.
·   Investor’s Business Daily: “Timing Stock Decisions Can Boost Returns: Monday is Best-Buy Day—Friday is Best to Sell, but Intraday Moves Can Also Count,” by Leo Fasciocco, January 24, 1989.
·   Wall Street Journal: “How Jacobs and Levy Crunch Stocks for Buying—and Selling,” by James A. White, March 20, 1991. (Also appeared in the Asian Wall Street Journal, April 3, 1991 and the South American Wall Street Journal, April 15, 1991.) article
·   Institutional Investor: “Jacobs Levy: Unbundle and Separate,” in “Has Value Investing Lost Its Value?” by Julie Rohrer, June 1991. article
·   Pensions & Investments: “Market Neutral Funds Gain Fans,” by Terry Williams, September 16, 1991.
·   Pensions & Investments: “Electronic Trading Use on the Rise,” by Joel Chernoff, December 9, 1991.
·   Investment Management Technology: “Instinet Secures Its Place on Desks of Money Managers as Volume Hits Critical Mass,” October 30, 1992.
·   Wall Street Journal: “Reuters’s Instinet Is Biting Off Chunks of Nasdaq’s Territory,” by Warren Getler, October 4, 1994.
·   Institutional Investor: “Psst, We’re Market-Neutral: Contrary to Popular Opinion, ‘Market-Neutral’ Managers Are Thriving,” by Miriam Bensman, January 1995. article
·   New York Times: A Decade and a Bull Ride Later, Complacency Reigns,” by Floyd Norris, October 19, 1997.
·   
Wall Street Journal: “Why Stock Options Are Really Dynamite,” by Roger Lowenstein, November 6, 1997. article
·   Financial Times: “A Bumpy Ride to the Market,” by John Plender, January 3, 2000.

·   Business Week: The Case Against Single-Stock Futures,” by Joseph Weber, May 22, 2000.
·  
Wall Street Journal: “Bids & Offers: Analyst, Heal Thyself,” by William Power and Kate Kelly, September 13, 2002. article
·  Global Investor: “Observer—How To Make Volatility Pay: The next step forward could be portable alpha,” by James Rutter, June 2003. 
·  
Forbes Magazine: Weapons of Mass Panic,” by William P. Barrett, March 15, 2004.
·  Pensions & Investments: When Risk Avoidance Goes Too Far,” by Barry B. Burr, July 12, 2004.
·  
CFA Magazine: A Long-Short Story,” by Nancy Opiela, November-December 2004.

 

Presentations

·   University of California-Berkeley Program in Finance (BPF): “Anomaly Capture Strategies,” at conference on The Behavior of Security Prices: Market Efficiency, Anomalies and Trading Strategies, September 1986.
·   Institute of Chartered Financial Analysts (ICFA): “Disentangling Equity Return Regularities,” at conference on Equity Markets and Valuation Methods, September 1987.
·   Institute of Chartered Financial Analysts (ICFA): “How Dividend Discount Models Can Be Used to Add Value,” at conference on Improving Portfolio Performance with Quantitative Models, April 1989.
·   Financial Analysts Federation (FAF): “Equity Evaluation Methods and Strategies: From Tried and True to New,” at conference on Challenging the 90s, May 1989.
·   Institute for Quantitative Research in Finance (Q Group): “Stock Market Complexity and Investment Opportunity,” at conference on New Perspectives on Equity Valuation, Spring 1990.
·   New York Society of Security Analysts (NYSSA): Panel on “Market Neutral Equity Strategies,” November 1991.
·   Society of Quantitative Analysts (SQA): Panel on “What’s Behind Hedged Portfolios: Practical Approaches to Long-Short Strategies,” November 1991.
·   Association for Investment Management and Research (AIMR): “A Long-Plus-Short Market Neutral Strategy,” at conference on The CAPM Controversy: Policy and Strategy Implications for Investment Management, March 1993.
·   Association for Investment Management and Research (AIMR): “The Long and Short of It,” at conference on Innovation: The Ripple that Starts the Wave, May 1993.
·   New York Society of Security Analysts (NYSSA): “Trading Electronically Come of Age: Rocket Science Becomes Daily Trading Tools,” at conference on Financial Investment Management, September 1993.
·   Institute for Quantitative Research in Finance (Q Group): “The Long and Short on Long-Short,” at conference on Long/Short Strategies in Equities and Fixed Income, Fall 1995.
·   Society of Quantitative Analysts (SQA): “On The Optimality of Long-Short Strategies,” at conference on Quantitative Approaches to Market Neutral Investing, November 1997.
·   Association for Investment Management and Research (AIMR): “Controlled Risk Strategies,” at conference on Alternative Investing, March 1998.
·   New York Society of Security Analysts (NYSSA): “Capital Ideas and Market Realities,” November 23, 1999.

·   
Derivatives Strategy Roundtable:
2000 Hall of Fame Roundtable: Portfolio Insurance Revisited,” August 2000.
·   
Carnegie Mellon University: Jacobs Levy Markowitz Simulation,” September 15, 2005.
·   Princeton University: Jacobs Levy Markowitz Simulation,” September 22, 2005.
·   
Goldman Sachs:
The Next Generation of Active Return: Enhanced Active Equity Strategies,” at conference on Remodeling the Investment Process - A Progress Report and Challenges Ahead, September 21, 2006.
·   Morgan Stanley: “Understanding and Managing Active Extension (or 120/20) Long/Short, Beta One, Equity Portfolios,” at the Global Absolute Return Congress, October 24, 2006.  



Awards/Recognition

·   Graham and Dodd Award: Presented by the Association for Investment Management and Research to “Disentangling Equity Return Regularities: New Insights and Investment Opportunities,” Financial Analysts Journal, May/June 1988.
·
   Streetwise: The Best of The Journal of Portfolio Management: Compilation by editors Peter L. Bernstein and Frank J. Fabozzi (Princeton University Press, 1988) features The Complexity of the Stock Market,” Journal of Portfolio Management, Fall 1989. 
·
   Outstanding Paper Award: Presented by the Journal of Investing to “Option Pricing Theory and its Unintended Consequences,” Journal of Investing, Spring 1998.
·
   Bernstein Fabozzi/Jacobs Levy Award: Presented by the Journal of Portfolio Management to “Long-Short Portfolio Management: An Integrated Approach,” Journal of Portfolio Management, Winter 1999.
·   Journal of Portfolio Management Special 25th Anniversary Issue: Features “Alpha Transport with Derivatives,” May 1999.
·   
Journal of Portfolio Management Special 30th Anniversary Issue: Features Financial Market Simulation,” September 2004.

 

In Translation

·   Security Analysts Journal of Japan, March and April 1990: “Disentangling Equity Return Regularities: New Insights and Investment Opportunities,” Financial Analysts Journal, May/June 1988.
·
   Security Analysts Journal of Japan, March 1994: “Long/Short Equity Investing,”  Journal of Portfolio Management, Fall 1993.  

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