Yale School of Management – EDHEC-Risk Institute Certificate in Risk and Investment Management

2

Reshaping the Future of the Investment Management Industry

Having learned through the recent crises about the limitation of existing investment paradigms, investment

managers and institutional investors are showing unprecedented interest in innovative forms of investment

solutions. At the same time, recent advances in academic research have paved the way for the development

of a new generation of financial engineering techniques aimed at improving investor welfare. In this changing

and challenging market environment it has become crucial for senior investment professionals to keep abreast

of the latest research advances and state-of-the-art investment practices.

It is against this backdrop that EDHEC-Risk Institute and the Yale School of Management are now jointly

offering top-quality executive education courses based on the exceptional strength and relevance of academic

research conducted by both Yale SOM and EDHEC-Risk finance faculty. In November 2013 began a series of

joint executive education seminars around the unifying theme, “Advanced Risk and Investment Management”,

throughout the U.S. and Europe. The fourth edition of the seminar series will start again from January 2018.

The focus of these seminars is on utilizing the latest academic insights to help investment professionals better

understand and implement advanced investment approaches and methodologies. The seminars provide relevant

academic insights with respect to some of the most important dimensions of the investment process, including

implementing disciplined risk and asset allocation decisions, efficiently harvesting factor risk premia across

and within traditional and alternative asset classes, and designing truly meaningful forms of liability-driven or

goal-based investment solutions. Lionel Martellini Professor of finance, EDHEC Business School Director, EDHEC-Risk Institute PhD UC Berkeley

3

4

Yale SOM-EDHEC-RiskCertificate in Risk and Investment Management

5

Yale SOM-EDHEC-Risk Certificate in Risk and Investment Management

The programme has already had 560 participants since 2013!

Validate and Expand your Expertise with this State-of-the-Art Executive Seminar SeriesParticipants can complete all the three seminars and receive the prestigious Yale School of Management-EDHEC-Risk Institute Certificate in Risk and Investment management (seminars can be taken in any sequence).

Participants can also attend a single session, which provides more focused study.

Requirements to obtain the certificate:• Attend the 3 seminars. The Certificate can be completed over a 1 to 2-year period in New Haven• Successfully submit one dedicated assignment for each attended seminar.

The assignment will take the form of a four-page overview of how the themes covered in the seminar may be used in the design of innovative investment solutions.

Distance-learning OptionFor more flexibility, we also offer a distance-learning option. The technology is really simple and reliable and will enable you to interact with the Professor before and during the event.

Please be advised that in order to obtain the certificate, a maximum of 1 session of distance-learning is permitted within the whole series.

Please click on the following link to play the video of the programme and hear from both professors and past

participants

❝I attend to all seminars and I was surprised with the high level of the content and professors. The facility is impressive and makes the general experience awesome.

Henrique Ponse CardosoHead of the Prop Desk,XP Securities LLC

Multi Asset Investment Products

and Solutions (3-day event)

Harvesting Risk Premia in Equity

and Bond Markets (3-day event)

Harvesting Risk Premia in Alternative

Asset Classes and Investment Strategies

(3-day event)

6

Yale SOM-EDHEC-Risk Certificate in Risk and Investment Management

Expand your global network and keep learning from your peers and faculty even after the event

Networking opportunities• Did the organization over the three days give you enough networking opportunities?

• A cocktail party is scheduled, to immerse you in the Yale campus experience

• Was the reception at Yale SOM useful for networking opportunities?

Stay informed of the latest developments in Investment Management thanks to our dedicated LinkedIn group• Get in touch - Stay in touch with former participants• Benefit from white papers and publications from both YaleSOM’s and EDHEC’s faculty• Benefit from exclusive news

63% Fully Agree 37% Agree

88% Fully Agree 12% Agree

❝I think building relation with the other students are of big importance and also interaction with the Professors during the breaks. Nora NeergaardNordea Asset Management, Sales Director, Global Fund

7

The program has been designed along three seminars that are intended to reflect the major steps in a modern investment process. The starting point from an institutional or individual asset owner’s perspective should always be a broad asset allocation decision, with an emphasis on long-term strategic asset allocation decisions that are designed to achieve an optimal risk-return trade-off with respect to the investor’s liabilities or goals. An in-depth discussion of advanced methods for performing asset allocation decisions is precisely the focus of the first seminar, with a particular emphasis on the design of investment solutions that should help investors achieve their long-term goals such as retirement financing goals for example. Once the broad asset allocation decision has been taken and a relevant policy portfolio has been designed, the next step consists in an effective implementation of asset allocation decisions through an efficient harvesting of risk premia across the various segments of financial markets. In this context, the second seminar in the series has a focus on efficient risk premia harvesting in traditional asset classes, namely in equity and bond markets, while the third seminar in the series has a focus on risk premia harvesting in alternative asset classes and investment strategies such as hedge funds, commodities, private equity, infrastructure, real estate or fine arts.

Seminar 1: Multi Asset Investment Products & SolutionsDay 1 - Risk and asset allocation decisionsDay 2 - Liability-driven and goal-based investing solutionsDay 3 - Exploiting predictability in asset class and active management returns

Seminar 2: Harvesting Risk Premia in Equity and Bond MarketsDay 1 - Equity factor investing in practice: Applications to portfolio managementDay 2 - Harvesting risk premia in equity markets: Recent advances in equity portfolio managementDay 3 - Efficient harvesting of interest rate and credit risk premia

Seminar 3: Harvesting Risk Premia in Alternative Asset Classes and Investment StrategiesDay 1 - Foundations and recent research advances in private equity, hedge funds, real estate and fine artDay 2 - Commodities: Investment narrative and fundamentals of commodity investingDay 3 - Infrastructure: Investment narrative, asset pricing and performance measurement

Yale SOM-EDHEC-RiskSynthetic overview of the program structure

Please click on the following link to play the video of the programme and hear from both professors and past

participants

❝I have attended all of the seminars, and would be interested in any new topics that may be offered. I really enjoyed the experience and highly recommend it.

Dana D’Auria,Research Director, Symmetry Partners

Multi Asset Investment Products & Solutions17-18-19 July 2018 in New Haven

The aim of this three-day seminar is to equip participants with practical tools to improve asset allocation and risk management decision processes, and to implement novel investment management approaches.

The first two days of the course, led by Professor Lionel Martellini, has a focus on the efficient use of the three forms of risk management (hedging,diversification and insurance) for the production and distribution of improved investment solutions for asset owners without having to rely on noisy expected return estimates. The seminar will introduce the novel forms of factor and risk allocation techniques that can be used to build well-diversified performance-seeking portfolios in the presence of historically low interest rates. It will also present disciplined approaches to liability-driven investing strategies and goal-based investing strategies, and explain how asset managers may help investors maximise the probability of reaching their objectives subject to dollar and risk budget constraints, with applications in institutional or individual money management.

The third and last day of the seminar, led by Professor James Choi, will begin with a discussion about the predictability of equity and fixed income index returns. It will then proceed to demonstrate how the Black-Litterman framework can be used to incorporate views about future returns into

portfolio construction. Finally, the seminar will present methodologies for identifying managers who are most likely to outperform in the future for situations when the asset allocation strategy is implemented via active mutual fund managers. Seminar Key Learning Objectives:• Learn how to perform factor investing and risk allocation• Develop an understanding of strategic asset allocation in the presence of liability constraints• Assess how to overcome effect of estimation error by imposing better constraints• Understand how to implement liability-driven investment solutions with cash and derivatives instruments• Learn about goal-based investing strategies in institutional and private wealth management• Identify affordability conditions for essential and aspirational goals• Discuss implementation and mass customisation challenges for individual investment solutions• Explore novel welfare-improving forms of investment solutions• Discuss an application to the design of efficient retirement solutions• Learn the evidence on return predictability• Discuss the models, techniques and applications of active multi-asset allocation strategies• Discuss the benefits of factor timing strategies

Yale SOM-EDHEC-Risk Executive Seminar Series

8

❝A good summary/update of developments in academic world and feasible adoption in real world setting.

Chadwick TeoBank Julius Baer, Investment Advisory

Jam

es C

hoi

Lion

el M

arte

llini

Harvesting Risk Premia In Equity and Bonds Markets Fall 2018 in New Haven

Investment portfolios are based on the idea that risk must be taken in order to increase expected returns. However there are intelligent ways to take risk. Participants will learn about how to use current models and empirical evidence about global capital markets to construct asset portfolios based on the principles of factor investing, with a particular focus on equity and bond markets. The seminar introduces the historical evidence for the existence of “smart beta” portfolios based on equity and fixed-income factors in global markets. The economic rationale behind factor portfolios is explored: why have they provided higher returns historically? What are the risks the factor portfolios are exposed to and when do they manifest themselves? Will factor risk premia continue in the future? How do factors behave during financial crises? How costly are they to implement? How are factor exposures combined into a portfolio? The behavioural foundations of factor risk premia and portfolio choice are also essential for modern risk managers and portfolio managers to understand, and they will be discussed.

In a first two days of the seminar, the focus will be on equity markets. In the face of recent crises, the question of the value added by both active and passive equity managers has been raised with heightened intensity. Academic and industry research has offered convincing empirical evidence that market-cap weighted indices exhibit poor risk-adjusted performance, while other studies have questioned the persistence of positive abnormalperformance generated by active managers. The combination of these empirical and theoretical developments has significantly weakened the case for the current equity investment paradigm based on a combination of a passively managed core portfolio and one of several actively managed satellite portfolios. While a new paradigm known as smart beta equity investing has been proposed, the emergence of which blurs the traditional clear-cut split between active and passive equity portfolio management, a host of questions remain regarding the implications with respect to how the equity investment process should be executed by institutional investors and/or asset managers. In this context, this three-day seminar equips participants with both the technical and conceptual tools that will allow them to better understand the limits and benefits of traditional and alternative equity investing strategies.

The third day of the seminar will give participants the skills necessary to understand how to efficiently harvest risk premia in fixed-income markets, and most notably the interest rate and credit risk factors. More precisely, the seminar will review advanced techniques for interest rates and risk management in bond markets. It will develop insights into different bond portfolio strategies and illustrate how various types of cash and derivative securities can be used to shift the risks associated with investing passively or actively in fixed-income securities. Bond portfolio optimisation techniques will receive specific attention, as well as their applications in asset-only and asset-liability management contexts.

9

Will

Goe

tzm

ann

Nik

kos

Tess

arom

atis

Ricc

ardo

Reb

onat

o

❝It has been a great honor to attend the seminar. All the discussions went at a very high level and our exchanges with the faculty were really deep and constructive.

Arnaud PiechaudCrescendo Capital SA, Portfolio Manager

Seminar Key Learning Objectives:• Appreciate the post-crisis passive-active equity management controversy• Understand the drawbacks of the popular equity strategy that combines a passively managed core portfolio with one of several actively managed satellite portfolios• Find out about the dangers of naively optimised equity portfolios and the benefits of robust optimisation• Discover how to address the challenges in implementing optimized portfolios, in particular, how to manage portfolio liquidity and turnover• Study the limits of traditional equity indices; find out about the minimum-variance benchmark, equally-weighted benchmark, and other forms of benchmarks; evaluate the objectives and assumptions underlying alternative indices and learn about model selection and hidden risks entailed in the choice of a particular benchmark• Develop an understanding of the concepts and tools for evaluating and implementing the new paradigm of equity strategies such as smart beta• Measuring and managing systematic and specific risk of smart beta benchmarks• Discover the many dimensions of putting factor investing into practice through the case-study approach (The Norway Model)• Explore the rational and behavioural foundations of factor risk premia and portfolio choice• Evaluate methods for efficiently harvesting risk premia in equity markets / fixed income markets• Identify and control the various risks associated with a bond portfolio using factor models• Learn how to control portfolio risk using interest rate and credit derivatives• Understand the shortcomings of existing bond benchmarks and learn how a smart bond benchmark can be used as an alternative

Harvesting Risk Premia in Alternative Asset Classes and Investment StrategiesJanuary 30 to February 1, 2019

Investors are increasingly turning to alternative investments to find new ways of increasing the performance and decreasing the risk of their portfolio, in a context where the benefits of diversification within traditional equity and bond portfolios have decreased. Broadly speaking, this seminar shows how to deal with non-Gaussian returns, illiquid assets, and flawed data. It also presents qualitative and quantitative techniques to control asset-class exposures, and manages liquidity, valuation and counterparty risks for portfolio-wide decisions involving alternatives.The first day of the seminar presents a broad introduction to current academic research into alternative asset classes by one of the world’s leading researchers in the field, and analyses the risks, return drivers and the conditional performance of the various alternative asset classes and strategies. It also includes a discussion of the celebrated Yale model, which suggests that large investors (such as endowments and public pension funds) can achieve superior returns by shifting a significant portion of investments away from traditional stocks and bonds and into carefully selected alternatives. In one of the two remaining days, the seminar gives participants a deeper understanding of long-term investment in infrastructure assets, which have become a prominent part of the allocation for a number of large, well-diversified institutional investors. It proposes a bottom-up approach to understand the asset class starting from the financial economics of infrastructure projects and the different instruments used to finance them, to asset pricing and risk models adapted to illiquid, thinly traded assets, and portfolio construction and

10

Will

Goe

tzm

ann

Gee

rt R

ouw

enho

rst

Fréd

éric

Bla

nc-B

rude

11

❝As always a lot of new concepts and financial strategies being conducted by amazing professors. It is always a pleasure to have the chance and learn from these professors and applying these concepts in our business practice.

Yazan HatahetEdward Jones, Financial Adviser

benchmarking of asset allocations to infrastructure. In another one of the remaining two days, the seminar will examine, in addition to the theoretical foundations, the empirical evidence on risk and return in commodity markets.

This will include the perspective of a variety of market participants including investors, hedgers, and asset managers such as CTAs.

Throughout the class the speaker will illustrate how the insights from research have been implemented in the design of commodity benchmarks and the products offered on the market.

Seminar Key Learning Objectives:• Explore the efficacy of an alternatives-based portfolio• Analyse various alternative investment vehicles including real estate, private equity, hedge funds, infrastructure and commodities• Discuss the celebrated Yale model• Understand underlying infrastructure assets and learn about the existing track record of listed and unlisted infrastructure investments solutions• Learn about applicable pricing and risk models for infrastructure project debt and equity investments• Explore the major global trends in commodities trading, production, and demand• Understand the fundamental interconnection between spot and futures markets• Investigate investable commodity indices, the effects of the financialisation of commodity markets, and the influence of speculative capital in the markets

Faculty

12

Lionel Martellini, Professor of Finance, EDHEC Business SchoolDirector, EDHEC Risk InstituteSenior Scientific Advisor, ERI Scientific BetaPhD U.C. Berkeley

> Lionel Martellini is a specialist in fixed income modelling, derivatives, asset allocation and retirement solutions. He was previously on the faculty of the Marshall School of Business at the University of Southern California and has also held a visiting position at Princeton University. He has served as a consultant to various institutional investors, investment banks, and asset management firms on questions related to risk management, asset allocation decisions and investment solutions. His research on asset management, portfolio theory, derivatives valuation, fixed income products, and alternative investment has appeared in leading academic and practitioners’ journals. He was awarded the Inquire Europe First Prize in 2009/2010 for his work on dynamic liability-driven investing strategies. He sits on the editorial boards of various journals including the Journal of Alternative Investments and the Journal of Portfolio Management.

James Choi, Professor of Finance, Yale School of ManagementPhD Harvard University

> James Choi is an expert in behavioural finance and household financial decision making. His research includes investigations of the pricing impact of investor sentiment and information asymmetry in the Chinese stock market, household selection of mutual funds, retirement savings choices, the effect of personal experience and peer influence on savings rates, and the effect of the Internet on trading behaviour. He has published in all of the leading academic finance journals and has had his research covered by the New York Times, Wall Street Journal, Financial Times, BusinessWeek, The Economist, Barron’s, Money, MarketWatch, and many other outlets. Professor Choi is a recipient of the TIAA-CREF Paul A. Samuelson Award for outstanding scholarly writing on lifelong financial security. He is a member of the FINRA Investor Issues Committee and a TIAA-CREF Institute Fellow.

Frédéric Blanc-Brude, Director, EDHEC Infrastructure Institute — SingaporePhD King’s College London

> Frédéric Blanc-Brude is the director of the EDHEC Infrastructure Institute, an academic research team dedicated to the study of private infrastructure investment that is creating a global repository of infrastructure investment data and produces a series of broad market private infrastructure indices. Frederic has published numerous papers on private asset investment in academic journals and recently co-authored a book on infrastructure asset valuation. He also represents EDHEC on the Advisory Council of the World Bank’s Global Infrastructure Facility (GIF) and various G20 working groups focused on infrastructure. Prior to joining EDHEC, he worked for ten years in the infrastructure finance sector, and was actively involved in infrastructure projects representing a cumulative value of more than USD6bn in Europe, Asia and the Middle East. He holds a PhD in Finance from King’s College London and degrees from the London School of Economics, the Sorbonne and the Paris Institute of Political Studies (Sciences Po).

Will Goetzmann, Edwin J. Beinecke Professor of Finance and Management Studies & Director of the International Center for Finance

> William N. Goetzmann is an expert on a diverse range of investments. His past work includes studies of stock market predictability, hedge funds and survival biases in performance measurement. His current research focuses on alternative investing, factor investing, behavioural finance and the art market. Will has written and co-authored a number of books, including Modern Portfolio Theory and Investment Analysis (2014), The Origins of Value: The Financial Innovations that Created Modern Capital Markets (2005), The Great Mirror of Folly: Finance, Culture and the Crash of 1720 (2013) and most recently, Money Changes Everything: How Finance Made Civilization Possible (2016). He teaches portfolio management, alternative investments, real estate and financial history at the Yale School of Management.

13

Nikkos Tessaromatis, Professor of Finance,EDHEC Business School,PhD, Manchester Business School

> Prior to joining EDHEC Business School, Dr Tessaromatis was CEO and CIO of EDEKT Asset Management, the leading fiduciary manager of Greek pension funds. Before EDEKT, he worked for many years in the City of London as Principal and Head of Research and Product Development at Gartmore Investment Management, Associate Director at NatWest Investment Management and Senior Quantitative Analyst at Hermes Investment Management. A financial economist with interest and experience in applying modern portfolio theory to the management of institutional assets, his professional experience includes the creation and management of quantitatively driven investment products, index fund management, portfolio risk management and advice on strategic asset allocation. His research and teaching focuses on pension fund asset-liability management, factor-based investment strategies, fund manager selection and portfolio risk management.

K. Geert Rouwenhorst, Robert B. and Candice J. Haas Professor of Corporate Finance, Deputy Director of the International Center for Finance, Yale School of ManagementPhD University of Rochester

> Geert Rouwenhorst specialises in empirical finance and asset pricing. His research interests include risk and return in international equity markets, commodity investments, and the history of financial innovation. He has held visiting positions at MIT and the IMF. His co-edited book The Origins of Value: the Financial Innovations that Created Modern Capital Markets surveys key historical innovations in the field of finance, and was named a book of the year by Barron’s and The Economist.

Ricardo Rebonato, Professor in Finance, EDHEC Business SchoolPhD in Science of Materials (Condensed Matter Physics, Stony Brook University, NY).Doctorate in Nuclear Engineering (Universita’ di Milano)

> Professor Rebonato was previously Global Head of Rates and FX Research at PIMCO. He also served as Head of Front Office Risk Management and Head of Clients Analytics, Global Head of Market Risk and Global Head of Quantitative Research at Royal Bank of Scotland (RBS). Prior joining RBS, he was Head of Complex IR Derivatives Trading and Head of Head of Derivatives Research at Barclays Capital. Riccardo Rebonato has served on the Board of ISDA (2002-2011), and has been on the Board of GARP since 2001. He was a visiting lecturer in Mathematical Finance at Oxford University (2001-2015). He is the author of several books, in particular having published extensively on interest rate modelling, risk management, and most notably books on SABR/LIBOR Market Model pricing of interest rate derivatives, as well as on the use of Bayesian nets for stress testing and asset allocation. He has published articles in international academic journals such as Quantitative Finance, the Journal of Derivatives and the Journal of Investment Management, and has made frequent presentations at academic and practitioner conferences.

14

Who Should AttendThe seminar series are intended for senior officers, investment specialists and administratorsworking for buy- and sell-side institutions, and for consultants and key account representatives advising high net worth individuals and institutional investors.

ScheduleA typical programme day lasts from 9:00 am to 5:00 pm and is usually divided into lectures andapplication cases. The two class sessions in each half-day period are separated by 30 minuterefreshment breaks. Lunch is included.

Fees, Further Information & RegistrationFeesFor a 3-day seminarStandard rate: EUR 5,400 euros /$6,650 USD for referenceDiscounts are available but they can’t be compounded.

Fees for the Certificate Seminar SeriesRegistrants for the Certificate Seminar Series will benefit from a 15% discount on the total cost of the programme (EUR 13,770 euros / 16,950 USD). Fees include instruction, documentation, refreshments at breaks, and lunch. Accommodation is not included.

Further information and registrationDavid Pramer, Yale School of Management at: david.pramer@yale.edu or on: +1 203 432 6268 Caroline Prévost, EDHEC-Risk Institute at: yalesom-eri@edhec-risk.com or on: +33 493 183 496

Billing and PaymentThe fee is billed in euros upon registration and must be settled before the seminar begins. Payment can be made by credit card or wire transfer.

Continuing Professional Education Credits

15

EDHEC-Risk Institute is registered with CFA Institute as an Approved Provider of continuing education programs

EDHEC-Risk Institute is registered with GARP as an Approved Provider of continuing professional education credits for FRMs and ERPs.

16

Institute

Founded in 1906, EDHEC Business School offers management education at undergraduate, graduate, post-graduate and executive levels. Holding the AACSB, AMBA and EQUIS accreditations and regularly ranked among Europe’s leading institutions, EDHEC Business School delivers degree courses to over 6,500 students from the world over and trains 10,000 professionals yearly through executive courses and research events. The School’s ‘Research for Business’ policy focuses on issues that correspond to genuine industry and community expectations.

Part of EDHEC Business School and established in 2001, EDHEC-Risk Institute has become the premier academic centre for industry-relevant financial research. In partnership with large financial institutions, its team of close to 50 permanent professors, engineers, and support staff, and 38 research associates and affiliate professors, implements 6 research programmes and 10 research chairs focusing on asset allocation and risk management and has developed an ambitious portfolio of research and educational initiatives in the domain of investment solutions for institutional and individual investors. EDHEC-Risk Institute also has highly significant executive education activities for professionals. In partnership with CFA Institute, it has developed advanced seminars based on its research which are available to CFA charterholders and have been taking place since 2008 in New York, Singapore and London.

In 2012, EDHEC-Risk Institute signed two strategic partnership agreements, with the Operations Research and Financial Engineering department of Princeton University to set up a joint research programme in the area of asset-liability management for institutions and individuals, and with Yale School of Management to set up joint certified executive training courses in North America and Europe in the area of risk and investment management.

Yale University, founded in 1701, is one of the world’s great universities, attracting students from 108 countries. The mission of the Yale School of Management is to educate leaders for business and society. We are committed to understanding the complex forces transforming global markets and using that understanding to build organisations—in the for-profit, nonprofit, entrepreneurial, and government sectors—that contribute lasting value to society.

We aspire to be the most global among U.S. business schools, reaching the fast-growing frontiers of the global economy. Yale SOM led the effort to convene the Global Network for Advanced Management, which includes 22 top business schools throughout the world in 2012.

In the area of finance, with a world-renown faculty of scholars and practitioners, our International Center for Finance is a research nexus in financial economics. The Center’s fellowship is comprised of leading researchers both inside and outside of the Yale School of Management who work on key empirical and theoretical problems in financial economics, including asset pricing, corporate finance, investment management, market microstructure, behavioural finance, fixed income and derivatives, international financial markets, law and finance, and the history of financial markets.

Yale’s Executive Education initiatives focus on creating customised, transformational experiences for managers and executives from around the world. Yale takes special pride in crafting and delivering unique educational opportunities that feature access to the top minds in business—whether leading academic experts or practitioners who lead thriving organisations. We are delighted to join forces with EDHEC-Risk Institute to offer an extraordinary opportunity for executive education in specialty areas of finance and risk management.

About the Organisers

EDHEC-Risk Institute393 promenade des AnglaisBP 3116 - 06202 Nice Cedex 3FranceTel: +33 (0)4 93 18 78 24

EDHEC Risk Institute—Europe 10 Fleet Place, LudgateLondon EC4M 7RBUnited KingdomTel: +44 207 871 6740

EDHEC Risk Institute—Asia1 George Street#07-02Singapore 049145Tel: +65 6438 0030

EDHEC Risk Institute—North AmericaOne Boston Place, 201 Washington StreetSuite 2608/2640, Boston, MA 02108United States of AmericaTel: +1 857 239 8891

EDHEC Risk Institute—France 16-18 rue du 4 septembre75002 Paris FranceTel: +33 (0)1 53 32 76 30

www.edhec-risk.com

Yale School of Management165 Whitney AvenueNew Haven, CT 06511-3729Tel.: +1 203.432.5932