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ACCESS VOICE EXPOSURE The Voices of Influence

John C. Bogle Mark Anson Cliff Asness The Vanguard Group Commonfund AQR Capital and Bogle Financial Management, LLC Markets Research Center

“ In the very first issue ofThe Journal “ I have found the II Journals to provide “The Journal of Portfolio Management of Portfolio Management, way back high-quality research for both the is literally required reading for anyone in 1974, Paul Samuelson demanded academic and the practitioner. In particular, in the field of quantitative finance. If it ‘brute evidence’ that particular money I findThe Journal of Portfolio Management, had horoscopes and sports, I wouldn’t managers could beat the stock market The Journal of , The Journal need any other periodicals.” on ‘a repeatable, sustainable basis.’ He of Alternative Investments, and The Journal found none. That article—‘Challenge to of Investing to be highly informative.” Judgment’—played a major role in my James P. Garland decision, less than a year later, to start CFA, the world’s first index mutual fund. Today The Jeffrey Company index funds constitute the lion’s share of Mike Sebastian some $3.2 trillion of assets entrusted to Aon Center for Vanguard by our shareholders. So, thank Innovation and Analytics “ Ignorance isn’t bliss. The Journal of you, Paul Samuelson; thank you, founding (ACIAÒ) in Singapore Portfolio Management is an invaluable tool editor Peter Bernstein; and thank you, for those serious practitioners who want Journal of Portfolio Management, which to understand investments. With rigorous “ I began my career in investments reading I continue to read—and to learn from— research plus practical advice, the JPM. It¹s a must-read for anyone who to this day.” Journal should be a core holding in every practices the art and science of finance.” investor’s intellectual portfolio.”

Robert Engle Stern School of Business Marcos López de Prado John A. Haslem New York University Guggenheim Partners Nobel Prize in Economics Robert H. Smith School (2003) of Business, University of Maryland “The Journal of Derivatives is a highly “I view The Journal of Portfolio Management respected outlet for publication in a wide as the main synaptic connection between “ I began publishing with II Journals in 2001 range of topics relevant for derivative the industry and leading academics. It and have found them to be ideal for my pricing and risk management. The authors should be mandatory reading in every primarily mutual funds research designed are predominantly academics and the business school. Arguably, no other to engage both finance professionals and articles are all peer reviewed. I find it an journal has had a comparable influence on academics with similar interest” important outlet for my research and find both sides of the divide over the last four many useful articles published there.” decades.” Table of Contents

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THEORY & PRACTICE PRACTICE THEORY & 44 ENHANCING THE INVESTMENT PERFORMANCE 44 ENHANCING THE INVESTMENT PERFORMANCE OF YIELD-BASED STRATEGIES OF YIELD-BASED STRATEGIES 64 IDIOSYNCRATIC MOMENTUM: U.S. AND INTERNATIONAL EVIDENCE WESLEY R. GRAY AND JACK VOGEL WESLEY R. GRAY AND JACK VOGEL DENIS B. CHAVES 51 AN EMPIRICAL EXAMINATION OF EX ANTE ESTIMATES 51 AN EMPIRICAL EXAMINATION OF EX ANTE ESTIMATES OF THE MARKET RISK PREMIUM OF THE MARKET RISK PREMIUM 77 SWING PRICING 101: A CLOSER LOOK AT THE DEALING COSTS OF INVESTMENT FUNDS ACROSS THE GLOBE AUSTIN MURPHY, LIANG FU, AND TERRY BENZSCHAWEL AUSTIN MURPHY, LIANG FU, AND TERRY BENZSCHAWEL FOR FUND MANAGERS Borrowing the best FOR FUND MANAGERS FOR FUND MANAGERS MILAN BORKOVEC, VITALY SERBIN, AND ZHECHAO ZHOU The LONG and short of long-term care. Pg. 34 59 DIM SUM BONDS: A RETURN AND RISK ANALYSIS 59 DIM SUM BONDS: A RETURN AND RISK ANALYSIS HUNG-GAY FUNG, GLENN KO, AND JOT YAU of DB Plans to help HUNG-GAY FUNG, GLENN KO, AND JOT YAU 90 IS THE ARITHMETIC OR HARMONIC MEAN THE BEST VALUATION ESTIMATE? DANIEL YANUSHEVSKY AND RAFAEL YANUSHEVSKY 69 WHY SHOULD YOU INVEST IN THE BEST COMPANIES TO WORK FOR? DC Plans Pg. 34 69 WHY SHOULD YOU INVEST IN THE BEST COMPANIES TO WORK FOR? VICHET SUM VICHET SUM 74 A LONG-TERM PERSPECTIVE FOR 74 A LONG-TERM PERSPECTIVE FOR PENSION FUND PORTFOLIOS SPECIAL SECTION: FINTECH PENSION FUND PORTFOLIOS IN CHILE, PERU, AND MEXICO IN CHILE, PERU, AND MEXICO DAVID TUESTA AND CARLOS HERRERA ENVIRONMENTAL, 96 THE IMPACT OF SUSTAINABLE INVESTMENT STRATEGIES DAVID TUESTA AND CARLOS HERRERA R. Evan Inglis and David R. Wilson Pg. 9 Brian J. Jacobsen Pg. 13 KEVIN D. MAHN 92 INITIAL PUBLIC OFFERINGS AND LONG- 92 INITIAL PUBLIC OFFERINGS AND LONG- TERM PERFORMANCE 103 BEST PRACTICES IN ESG INVESTING TERM PERFORMANCE Gueorgui Konstantinov Pg. 16 Antti Paatela, Elias Noschis, and Ari-Pekka Hameri Pg. 19 THEODOR TONCA SOCIAL, HERB BLANK, GREGG SGAMBATI, AND ZACK TRUELSON THEODOR TONCA

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VOLUMEwww.iijpm.com 36WINTER NUMBER 42010 QUANTITATIVE STRATEGIES: STRATEGIES: QUANTITATIVE N P PHaim Shalit IsINVITED Stochastic Dominance theby Robert Answer? C. Merton EDITORIAL INVITED MULTI-ASSET STRATEGIES Mohamed A. El-Erian; Ronald N. Kahn EDITORIAL SPRING 2010 Portfolio of Risk Premia: Robert F. EngleEDITORIAL and AndrewW. Lo on all major topics in investments, including COMMENTSINVITED www.iijpm.com A Smart, but Humble Approach Active Portfolio ManagementCOMMENTSCOMMENT and Positive Alphas: Fact or Fantasy? Frederick JenniferE. Dopfel Bender, Remy Briand, Frank Nielsen, and Dan Stefek EDITORIAL SPECIALQUANTITATIVE ISSUE DECEBER 2017 A STRATEGIES:Horizon A Diversification: A A A New ApproachCrisis to Diversification and Innovation : Frank J. Fabozzi and Sergio M. Focardi C Risk Management LessonsRobert J. Worth Shiller RememberingOMMENT SUMMER 2010 M G R WhatSimon Are Polbennikov,AlbertMarkets ReducingSaying about Desclée,Risk Risk? in a and Portfolio Jay Hyman of Active Strategies : EfficientSusan Gosling Replication of Factor Returns:from the Credit Crisis of 2007–2009 Don Ezra and Geoffrey J.Warren Robert A. Jarrow SPECIAL ISSUE Rodney N. Sullivan, Steven P. Peterson, and DavidAccentuated T. Waltenbaugh IntradayBennettW. StockThinking Golub Price and about Volatility: Conan Indices C. Crum and “Passive” versus Active Management Dimitris Melas, Raghu Suryanarayanan, and Stefano Cavaglia Signal Weighting O R M II The Case for Active TailDeniz Hedging Ozenbas, Michael S. Pagano, and Robert A. SchwartzRichard Grinold 2017 Finding Fair Value in GlobalTheory Equities: and Applications Know Your VMS Exposure Russell J. Fuller, Bing Han, andYiningTung

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UMR21 OUE3,NME 4 NUMBER 36, VOLUME 2010 SUMMER What Is the Cause? asset allocation, performance measurement, Robert A.Constraint Stubbs and DieterVandenbussche Attribution Maybe It Really Is Different This Time MULTI-ASSET STRATEGIES CONTRIBUTORS: IE AED ROB ARNO DAID CLEELL EB ABER CRIS AULNERACDONA Stocks o I P The UnsentimentalOptimizing Case for the CarryLong PickupView in inEvaluating Real Moneydmiredf A Returns Portfolios and SpurnedSébastien Companies Maillard,ThierryPart II—Forecasting Roncalli, andReturns JérômeTeïletche $8,437 Valeri Zakamouline A ValuationRobert Study C. Jones of Stock Market Seasonality and the Size Effect Insertion ILYA IELAN DAID IROU ELEN UO BO ILLIA ANSEN ED EILBRON RONEN ISRAEL A CautionaryDeniz Anginer Note and Meir Statman SARA IAN ENRI OLEAS LARSEN ERI LINDSRT EENRI ADSEN L David A LIONEL L. Donoho,M ARELLINI Robert A. Crenian, andPavanWadhwa Matthew H. and Scanlan Christian O’Donnell Rewarding Fundamentals CONTRIBUTORS: Finding Fair Value in Global Equities: Portfolios WeightedEric H. Sorensen by Repurchase and Sanjoy Ghoshand Total Payout 4 ANDREW W. ALFORD | NOËL AMENC | ANDREW ANG | CLIFFORDJessica ASNESS Binder,Anders | ROBERT Ersbak BASS Bang Nielsen,Reflections and PeterZhiwu Oppenheimer onChenJack Buy-Side Clark and Jan Francis, Jindra Risk Christopher Management Hessel, After JunWang, (or Between) and Ge Zhang the Storms × OAS CARREN INCEN ILAUJENNIFER PEER BENDER NYSRUP | STEPHEN SBASIEN W. BIANCHI PAE | SWATI CHANDRA SUAR PESIN| PAULA COCOMA OAS | MEGAN RAINO CZASONIS | ELROY DIMSON Do Seasonal Anomalies Still Work?

Regimes: ios | | ADRIENNE ROSS LAURA RYANFRÉDÉRIC ICAEL DUCOULOMBIER SENOSI |OID MIKHEIL SAERNIA ESAKIAT | FRANK CARLES J. FABOZZI SRIER E | SCOTT OSEP GLADSTONE SIONIAN Perspectives | LLISA R. GOLDBERG on the Declining | FELIX SkillGOLTZConstantine of U.S. Dzhabarov Fund Managers andWilliamT. Ziemba Edouard Sénéchal NonparametricVolatility Identification ExposureThe Problemsand for Forecasting StrategicPart and Challenges I Asset Allocation of High-Yield Bond Benchmarking SPECIAL ISSUE SPECIAL ANTTI ILMANEN | RONEN ISRAEL | JANG HO KIM | WOO CHANG KIM | MARK KRITZMAN | WAI LEE | DINGHakan LIU Kaya,Wai | PAUL Lee,MARSH and Bobby Pornrojnangkool BennettW. Golub and Conan C. Crum ARI SIARAARISNAN ONEN SOSA ROBER SAICAR ONAAN REUSSARD Marie Brière,Alexandre Burgues, and Ombretta Signori market trends, portfolio optimization, and risk Gregory P. Ho, Haim A.The Mozes, Ps of Pricing and Pavel and Greenfield Risk Management, Revisited EUGENE PODKAMINER | DMITRY A. RAKHLIN | ALLAN ROSENBERG | STEPHEN A. ROSS | RITIRUPAA Wake-up SAMANTA Call for University EndowmentsRobert Levine, Eve Drucker, and Steven Rosenthal SPECIAL ISSUE ISSUE SPECIAL Robert D.Arnott,Valuation-Indifferent Jason C. Hsu, FeifeiWeighting Li, and Shane D.for Shepherd Bonds Correla Vineer BhansaliWarren Buffett, Black–Scholes,Market-Based and Defau the Valuation of Long-Dated Options SIVAGAMINATHAN SIVASUBRAMANIAN | MIKE STAUNTON | DAVID TURKINGTONnd tion Volatility a A Dynamics Bond-Picking in REIT Model Returns: for

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North America South America Africa Europe Asia 71.31% & Caribbean & Middle East 18.50% & Asia Pacific 0.00% 0.09% 10.10%

4 JPM *Based on a 12 month circulation average from November 2017 or December 2017. Not indicative of every issue. Quantities may vary by issue. AUM

AUM

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RETIREMENT FALLRETIREMENT SUMMER 2013 Volume 1 Number 1 2013 www.iijor.com Volume a diverse range of subjects, including retirement 1 Number SPRING 2 www.iijor.com 2014 IntroductIon to the InauguralThe Glidepath Issue Illusion… and Potential Solutions Volume 1 GEORGE A. (SANDY) MACKENZIE SPRING Number ROBERT D. ARNOTT, KATRINA F. SHERRERD, 2014 3 www.iijor.com The Glidepath Illusion… and Potential Solutions Volume ROBERT D. ARNOTT,AND KATRINA LILLIAN F. WUSHERRERD, 1 Retirement Income for Participants in Defined ContributionAlpha, Plans Beta, and andHolders Now… of IRAs: Gamma The Glidepath Illusion… and Potential Solutions Number $10,546 4 Recent Developments in Immediate Life Annuities and Other Income Products ROBERT D. ARNOTT, KATRINA F. SHERRERD, www.iijor.com Insertion DAVID BLANCHETT Alpha, Beta, and Now… Gamma MARK J. WARSHAWSKYApplying a Stochastic Financial PlanningAND PAUL System KAPLAN to an Individual:AND LILLIAN WU preparedness, pension plan design, behavioral DAVID BLANCHETT Alpha, Beta, and Now… Gamma 1 Framing Lifetime Income Applying a Stochastic Financial Planning System to an Individual: × Immediate or Deferred Life Annuities? AND AND PAULDAVID KAPLAN BLANCHETT LILLIAN WU JEFFREY R. BROWN, JEFFREY R. KLING, SENDHIL MULLAINATHAN,AGNIESZKA andKAROLINA MARIAN KONICZ V. WROBEL Applying a Stochastic Financial Planning System to an Individual: Immediate or Deferred Life Annuities? AND AGNIESZKAAND KAROLINA JOHN M. MULVEYKONICZ PAUL KAPLAN The Economic Implications of the DepartmentLegacy of Labor’s Stabilization 2010 ProposalsUsing Income AnnuitiesImmediate or Deferred Life Annuities? for Broker-DealersMATTHEW B. KENIGSBERG AGNIESZKA KAROLINA KONICZ Legacy Stabilization Using IncomeAND JOHN Annuities M. MULVEY and ALICIA H. MUNNELL, ANTHONY WEBB, FRANCIS M. VITAGLIANOMATTHEWAND PRASENJIT B. KENIGSBERG DEY MAZUMDAR Legacy Stabilization Using Income Annuities AND A Goal-Focused Approach to Full Funding:MATTHEW B. KENIGSBERG JOHN M. MULVEY Disability: A Threat to Long-Term Financial Security Is Growing More Serious AND finance, risk management strategies, demographics, Making Pension Plans MoreA Goal-Focused Adaptive Approach to Change PRASENJIT to Full DEYFunding: MAZUMDAR in a World of Increasing Individual Responsibility Making Pension Plans MoreA Goal-Focused Adaptive to Approach ChangeAND PRASENJIT to Full Funding:DEY MAZUMDAR ANNA M. RAPPAPORT ANDY HUNT AND STUART JARVIS Making Pension Plans More Adaptive to Change Do Mutual Fund Companies Eat ANDYTheir HUNT Own Cooking? AND Can the Risk of Medical Expenditure Do Mutual Fund Companies STUARTEat TheirANDY JARVIS Own HUNT Cooking? Do Mutual Fund Companies Eat Their Own Cooking? Explain the Wealth Trajectories of ElderlyTOMAS Singles? DVORAK AND STUART JARVIS

FALL FALL AND JIGME NORBU SUDIPTOConverting BANERJEE Traditional Defined BenefitTOMAS DVORAK Plans to Hybrid Plans: Converting Traditional Defined Benefit Plans to Hybrid Plans:

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2013 SUMMER Be Kind to Your Retirement Plan—Give It aA Benchmark Decade of Change AND ROBERT L. CLARK, ALAN GLICKSTEIN, JIGME NORBU DANIEL P. CASSIDY, MICHAEL W. PESKIN, LAURENCE B. SIEGEL, and STEPHEN SEXAUER longevity, social security, regulatory policy, and ROBERT L. CLARK,A DecadeALAN GLICKSTEIN, of Change Developing and Disseminating Financial GuidelinesAND ROBERTfor Retirement L. CLARK,A ALANDecade Planning GLICKSTEIN, of Change Developing and DisseminatingDeveloping Financial and TOMEKA Disseminating Guidelines HILL Financial for Retirement Guidelines Planning for Retirement Planning $8,437 Volume Volume Pitfalls in Retirement Insertion AND 2013 DAVID LASTER, ANIL SURI, and NEVENKAWILLIAM VRDOLJAK G. GALE TOMEKA HILL ANDWILLIAM G. GALE AND

BENJAMIN H. HARRISWILLIAM G. GALE TOMEKA HILL 4

1 Analyzing an Income Guarantee Rider in a Retirement Portfolio AND × Providing Longevity Insurance Annuities: BENJAMIN H. HARRIS

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A Comparison of the Private Sector versus SocialProviding Security Longevity Insurance BENJAMIN Annuities: H. HARRIS Volume WADE D. PFAU A Comparison of theA Comparison Private Sector of the versus Private Social Sector Security versus Social Security

Investment Performance, Inflation, and Taxes:Redefining JOHN History’s A. TURNER Bear Markets JOHN A. TURNER

1 MATTHEW B. KENIGSBERG 2 JOHN A. TURNER financial literacy and education. Number Optimizing Retirement Income: An Adaptive Approach Based on Assets and Liabilities YUAN-AN FAN, STEVE MURRAY, and SAM PITTMAN 1

Thought Leadership Sponsor Thought LeadershipThought Sponsor Leadership Sponsor JOR’s mission is to foster research on retirement Thought Leadership Sponsor 4 × Total $33,748 security by academics, practitioners, and policy makers in all these areas that will lead to policies and practices that enhance the welfare of older publication calendar Americans. highlights The Journal of Retirement Edition Reservation Date Art Materials Due Cover Date significant research on retirement funding and provides a platform for discussion of the critical Winter 2018 December 15, 2017 January 1, 2018 January 31, 2018 issues that will shape behavior in the investment Spring 2018 March 15, 2018 April 1, 2018 April 30, 2018 community. The Journal of Retirement aims to be the go-to source for the retirement security research, Summer 2018 June 15, 2018 July 1, 2018 July 31, 2018 policy, and practitioner community in order to Fall 2018 September 15, 2018 October 1, 2018 October 31, 2018 improve the welfare of the world’s aging population.

geographic breakdown As of November 2017

North America South America Africa Europe Asia 86.50% & Caribbean & Middle East 4.50% & Asia Pacific 2.30% 1.10% 5.60%

6 JOR *Based on a 12 month circulation average from November 2017 or December 2017. Not indicative of every issue. Quantities may vary by issue. circulation highlights WEB FEATURES The Journal of Retirement has a targeted circulation that includes CFOs, Heads of HR, Average Monthly Page Views benefit consultants within plan sponsors, pension funds, and other relevant professionals. for jor.iijournals.com: 5,217*

The IIJournals website is an essential resource for practitioners and academics seeking the latest insight and seminal most-read articles from 2017 research in global investment and finance. Individuals get access to current Dynamic Choice and Optimal Annuitization and archival content with their print DAVID BLANCHETT, Morningstar Investment Management subscriptions. Site license subscribers, National Retirement Risk Index (NRRI) Update Shows Half such as large corporations and universities, of Working-Age Americans Still Falling Short provide online access to their many users. ALICIA H. MUNNELL, WENLIANG HOU, and ANTHONY WEBB, Rates are on page 32. Center for Retirement Research

Standard and Behavioral Life-Cycle Theories and Public Policy MEIR STATMAN, Santa Clara University

Autonomous Portfolio: A Decumulation Investment Strategy That Will Get You There IOULIA TRETIAKOVA and MARK S YAMADA, PU˚ R Investing Inc.

Social Security Claiming Strategies for Widows and Widowers WILLIAM REICHENSTEIN, Baylor University and Social Security Solution, Inc. and WILLIAM MEYER, Social Security Solution, Inc.

The Glidepath Illusion… and Potential Solutions ROBERT D. ARNOTT, KATRINA F. SHERRERD, and LILLIAN WU, Visitors Come to Our Site Via: Research Affiliates

The Trimmed Bootstrap: An Empirical Simulation Technique for Search engine optimization Pension Finance Researchers www using keywords in popular BRETT DORAN and GRAHAM BORNHOLT, Griffith University search engines

Retirement Income for Participants in Defined Contribution Plans and Holders of IRAs: Recent Developments in Immediate Life Regular and bespoke email Annuities and Other Income Products promotion, including monthly MARK J. WARSHAWSKY, Towers Watson TOC

U.S. Retirement Policy Considerations for the 21st Century SYLVESTER J. SCHIEBER, former Chairman of the Social Security Advisory Board, Links from other sites and retired from Towers Watson and is currently an Independent Consultant citations to article content

Minimizing the Risk of Opportunity Loss in the Social Security Frequent references Claiming Decision in mass media and BRIAN J. ALLEVA, Social Security Administration investment publications

* Based on page views from November 2016–October 2017 TITLE 7 using Google Analytics. Page view totals may vary by month. editor launch date circulation subscription price non-U.S. subscription price Brian R. Bruce 2010 1,000* $929 $979

The Journal of Index Investing (JII) provides advertising rates – Complete Rate Card on Page 28 coverage of the latest innovations in Exchange- THE JOURNAL THE JOURNAL OF OF THE JOURNAL THE OF 4-color page advertisements SPRING 2017 JOURNAL VOLUME 7 NUMBER THE JOURNAL OF INDEX INVESTING INDEX OF JOURNAL THE 4 | www.IIJII.com Traded Funds (ETFs), Exchange-Traded Products SUMMER 2017 ETFs, ETPs OF WINTER 2016 VOLUME 7 NUMBER 3 | www.IIJII.com ETFs, ETPs & VOLUMEIndexing

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THE JOURNAL OF INDEX INVESTING OF INDEX JOURNAL THE 8 NUMBER 2 | The Voices www.IIJII.comETF of s, ETPs Influence | iijournals.com & The Voices Indexing of Influence | iijournals.com ETF The Voices s, ETPs The Voices of Influence | iijournals.com of Influence | iijournals.com & Indexing DAVID M. BLITZER (ETPs), and Indexes. It offers rigorous research S&P Dow Jones IndicesKent State University8 RICHARD J. CURCIO and UniversityCommentary: of Central Florida, Sectoral Shifts

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geographic breakdown As of November 2017

North America South America Africa Europe Asia 93.30% & Caribbean & Middle East 4.50% & Asia Pacific 0.00% 1.10% 1.10%

8 JII *Based on a 12-month circulation average from October 2015 to September 2016. Not indicative of every issue. Quantities may vary by issue. Format breakdown is 60% print and 40% digital eBook. AUM

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The Journal of Trading (JOT) offers in-depth advertising rates – Complete Rate Card on Page 28

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geographic breakdown As of November 2017

North America South America Africa Europe Asia 70.52% & Caribbean & Middle East 20.51% & Asia Pacific 0.00% 1.28% 7.69%

10 JOT *Based on a 12 month circulation average from November 2017 or December 2017. Not indicative of every issue. Quantities may vary by issue. AUM

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*Results based on a survey conducted by Optimum Source Inc. in December 2016. * Based on page views from November 2016–October 2017 TITLE 11 using Google Analytics. Page view totals may vary by month. editor launch date circulation U.S. subscription price non-U.S. subscription price Brian R. Bruce 1992 414* $961 $1,011

The Journal of Investing (JOI) is a scholarly advertising rates – Complete Rate Card on Page 28 journal for the financial services industry,

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North America South America Africa Europe Asia 88.14% & Caribbean & Middle East 7.80% & Asia Pacific 0.00% 0.06% 4.00%

12 JOI *Based on a 12 month circulation average from November 2017 or December 2017. Not indicative of every issue. Quantities may vary by issue. AUM

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geographic breakdown* As of November 2017

North America South America Africa Europe Asia 99.91% & Caribbean & Middle East 0.05% & Asia Pacific 0.01% 0.01% 0.02%

14 JAI *Based on the digital distribution as of October 2017. Not indicative of every issue. Quantities may vary by issue. The majority of the circulation is achieved via an eReader format. Paid subscribers receive a quarterly print issue. AUM AUM

circulation demographics* WEB FEATURES Firm Type (Asset Classes WhereFirm CAIA Members Work) Average Monthly Page Views

for jai.iijournals.com: 7,683* Hedge Funds 54.8% The IIJournals website is an essential 46.1% Private Equity resource for practitioners and academics Firm seeking the latest insight and seminal 45.9% Fixed Income Alternatives research in global investment and finance. Individuals get access to current 42.4% Real Estate and archival content with their print subscriptions. Site license subscribers, 35.2% Commodities such as large corporations and universities, provide online access to their many users. 32.6% Real Assets, Infrastructure, Farmland, Timberland Rates are on page 32. 29.6% Managed Futures 26.3% Structured Products

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Frequent references 11% 13% in mass media and investment publications

100% of the respondents answered with the above titles.

* Based on page views from November 2016–October 2017 TITLE 15 *Statistics based on 2015 CAIA Association Annual Member Survey. using Google Analytics. Page view totals may vary by month. editor launch date circulation U.S. subscription price non-U.S. subscription price Jean L.P. Brunel 1998 390* $1,058 $1,108

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geographic breakdown As of November 2017

North America South America Africa Europe Asia 94.99% & Caribbean & Middle East 4.90% & Asia Pacific 0.01% 0.03% 0.07%

16 JWM *Based on a 12 month circulation average from November 2017 or December 2017. Not indicative of every issue. Quantities may vary by issue. AUM

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*Results based on a survey conducted by Optimum Source Inc. in December 2016. * Based on page views from November 2016–October 2017 TITLE 17 using Google Analytics. Page view totals may vary by month. editor launch date circulation subscription price non-U.S. subscription price F. John Mathis 1997 200* $740 $790

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geographic breakdown As of November 2017

North America South America Africa Europe Asia 80.11% & Caribbean & Middle East 9.90% & Asia Pacific 0.09% 5.40% 5.50%

18 JPE *Based on a 12 month circulation average from November 2017 or December 2017. Not indicative of every issue. Quantities may vary by issue. most-read articles from 2017 WEB FEATURES

Private Equity in Emerging Markets: Average Monthly Page Views Yesterday, Today, and Tomorrow for jpe.iijournals.com: 6,250* JOSH LERNER, Harvard Business School; JAKE LEDBETTER, Bella Research Group; ANDREW SPEEN, Bella Research Group; ANN LEAMON, Bella Research Group;, The IIJournals website is an essential and CHRIS ALLEN, Bella Research Group resource for practitioners and academics seeking the latest insight and seminal An Empirical Analysis of Investment Return Dispersion research in global investment and in Emerging Market Private Equity finance. Individuals get access to current JOSH LERNER Harvard Business School and MARK BAKER, Bella Research Group and archival content with their print subscriptions. Site license subscribers, Analyzing European SPACs such as large corporations and universities, ELENA IGNATYEVA, CHRISTIAN RAUCH, and MARK WAHRENBURG, provide online access to their many users. Goethe University Rates are on page 32. SPECIAL FEATURE REPORT: European Healthcare: A Golden Opportunity for Private Equity YAIR EREZ, JUSTAS GRIGALAUSKAS, DMITRY PODPOLNY, and THOMAS RUDOLPH, McKinsey & Company Private Equity and Principal Investors Practice

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O P R Stan Beckers and Jolly Ann Thomas F H P Is Stochastic Dominance the Answer? Haim Shalit YOUR AD N P P A Smart, but Humble Approach YOURFrederick E. Dopfel AD A A A A Susan Gosling M G R What Are Markets Saying about Risk? Rodney N. Sullivan, Steven P. Peterson, and David T. Waltenbaugh HERE O R MHERE II The Case for Active Tail Hedging Vineer Bhansali and Joshua M. Davis O U R P P E A Cautionary Note Valeri Zakamouline FALL OLUME NUMER I P The Unsentimental Case for the Long View in Evaluating Returns David L. Donoho, Robert A. Crenian, and Matthew H. Scanlan T E L A M Perspectives on the Declining Skill of U.S. Fund Managers Edouard Sénéchal T E L A Wake-up Call for University Endowments Gregory P. Ho, Haim A. Mozes, and Pavel Greenfield

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THE JOURNAL OF PORTFOLIO MANAGEMENT • CD outsert • Poster • Plate change/ dimensions with • Calendar • Translucent paper insert Text versioning tip-on (glue tack) VOLUME 37 NUMBER 1 www.iijpm.com FALL 2010 • Preprinted plastic • Stickers O P R Stan Beckers and Jolly Ann Thomas F H P Is Stochastic Dominance the Answer? Haim Shalit N P P A Smart, but Humble Approach YOURFrederick E. Dopfel AD A A A A Susan Gosling M G R What Are Markets Saying about Risk? Rodney N. Sullivan, Steven P. Peterson, and David T. Waltenbaugh O R MHERE II The Case for Active Tail Hedging Vineer Bhansali and Joshua M. Davis O U R P P E A Cautionary Note Valeri Zakamouline FALL OLUME NUMER I P The Unsentimental Case for the Long View in Evaluating Returns David L. Donoho, Robert A. Crenian, and Matthew H. Scanlan T E L A M Perspectives on the Declining Skill of U.S. Fund Managers Edouard Sénéchal T E L A Wake-up Call for University Endowments Gregory P. Ho, Haim A. Mozes, and Pavel Greenfield

T .

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II Journals offers a unique marketing package to disseminate research. The approach includes an eReader and a brief video (5 to 7 minutes) with the article author(s) discussing the nature of their paper and their findings. This marketing package includes:

eReader – All research articles are delivered in an e-reader FACTOR INVESTING Special Edition FACTOR INVESTING format that is branded with the sponsor logo and can include Special Edition The Expanding Role of Factor Based Investing RUBEN FALK a print-style advert within the content. An option to embed the S&P Global Market Intelligence Introduction Pg. 2 Factor-Based Investing: The Long-Term Evidence ELROY DIMSON, PAUL MARSH, and MIKE STAUNTON video component within the eReader is also available. The Journal of Portfolio Management March 2017 Special Issue Pg. 4 Smart Beta is the Gateway Drug to Risk Factor Investing EUGENE PODKAMINER The Journal of Portfolio Management March 2017 Special Issue Pg. 27

Contrarian Factor Timing is Deceptively Difficult Custom Email Alert & Video Platform – II Journals will CLIFFORD ASNESS, SWATI CHANDRA, ANTTI ILMANEN, and RONEN ISRAEL The Journal of Portfolio Management March 2017 Special Issue Pg. 32

Smart Beta Efficiency versus Investability: Introducing the Cost-Adjusted Factor Efficiency Ratio communicate with the target audience of the sponsoring firm’s DANIEL UNG As factor based investing continues to grow in importance, traditional The Journal of Index Investing Summer 2017 Pg. 48 managers are increasingly expected to be able to communicate their strategies and performance in the context of factor exposures. In this video, Ruben Falk—Global Head, Investment Management Solutions— Factor Investing and Risk Allocation: discusses this trend and how S&P Global Market Intelligence is choice to promote the video content. From Traditional to Alternative Risk Premiums Harvesting increasingly focused on helping our clients to implement factor based JEAN-MICHEL MAESO and LIONEL MARTELLINI strategies and performance attribution. The Journal of Alternative Investments Summer 2017 Pg. 61 Registration and Confirmation Pages – The target audience Sponsored by: Sponsored by: will be encourage to download the associated research paper. All registration information will be sent to the sponsor II Journals can assist with video production provided the video personalities are located in the area. The term of the package is 3 months.

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II Journals (II Journals), in conjunction with the participating firm[s], will develop an interactive and educational platform to discuss research relevant to the II Journals’ publishing agenda and audience. II Journals aims to deliver a turnkey process that involves insights from the participating firm on all stages of content curation, audience development, production, and distribution. To help ensure editorial integrity, II Journals delivers content-driven web events with more than one participating firm. Sponsorship arrangements can be with a single sponsor or multiple sponsors, and may also include invited panelists. II Journals is happy to facilitate with procurement of the participating panel from II Journal’s extensive editorial relationships to provide expertise and color on particular topics and research. II Journals’ Content Director, Mark Adelson is available to moderate the event.

Factor Perspectives: Separating Factors from Fiction Original Air Date: Wednesday, April 26, 2017 Sponsoring Firm: BlackRock Participating Firms: Man Group, Research Affiliates, and AQR Total Registrations Procured: 1200+ Replay Link: http://bit.ly/2o9w3ii

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