Asset Allocation Programs: Regulatory Issues Surrounding Use with Variable Insurance Products

Size: px
Start display at page:

Download "Asset Allocation Programs: Regulatory Issues Surrounding Use with Variable Insurance Products"

Transcription

1 ALI-ABA Conference on Life Insurance Company Products November 3-4, 2005 Asset Allocation Programs: Regulatory Issues Surrounding Use with Variable Insurance Products By Jeffrey S. Puretz Alison Ryan Dechert LLP

2

3 ASSET ALLOCATION PROGRAMS: REGULATORY ISSUES SURROUNDING USE WITH VARIABLE INSURANCE PRODUCTS ALI-ABA Conference on Life Insurance Company Products November 3-4, 2005 Jeffrey S. Puretz Alison Ryan 1 Dechert LLP Tis the part of the wise man to keep himself today for tomorrow, and not venture all his eggs in one basket. --Miguel de Cervantes, Don Quixote de la Mancha, 1605 I. Introduction: A. What is Asset Allocation? Asset allocation is a fundamental investment decision. It involves a determination of the portion of assets in an investment portfolio that should be invested in each of several types of securities or asset classes. The asset allocation decision does not address which securities to buy, but rather how to divide the investor s wealth among asset classes. B. Developing the Efficient Frontier In making investment decisions an investor faces an inherent tradeoff between risk and expected return. The seminal work on asset allocation was done by University of Chicago trained economist and Nobel laureate Harry Markowitz, who in his doctoral dissertation, published in 1952, identified each possible portfolio that would minimize risk for a given level of expected return and maximize the expected return for a given level of risk. 2 When these portfolios are entered onto a graph, they form a curved line that Markowitz called the efficient frontier, 1 The authors wish to thank their colleague, Patrick Cowherd, for his assistance with this outline. 2 Harry M. Markowitz, Portfolio Selection: Efficient Diversification of Investments, New York: John Wiley & Sons 1959; Mean-Variance Analysis in Choice and Capital Markets, Oxford: Basil Blackwell Ltd, See also Paul D. Kaplan, Asset Allocation Models Using the Markowitz Approach (January 1998). Available at:

4 which graphically presents the tradeoff between risk and expected return confronting an investor. 3 Given the expected return and standard deviation for each asset class and the relationship between returns among the various asset classes, Markowitz s model, which is referred to as means-variance optimization, can compute the weight to be given to an asset class to provide a portfolio with maximum expected return for the corresponding level of risk. 4 Markowitz, along with American economists William Sharpe and Merton Miller, showed that each investment carries a quantifiable risk and expected rate of return, and that by diversifying assets, a portfolio may have a higher return potential with a lower level of risk than the portfolio's components would achieve separately. 5 Their work has made it easier for investment professionals to create asset allocations that can be adjusted for expected risk and expected return characteristics, which can be catered to an investor s risk tolerance and return expectation. 6 Asset allocation analysis is useful because it provides opportunities for investors to reduce risk through correlation across classes of assets. 3 See Harry M. Markowitz, Portfolio Selection: Efficient Diversification of Investments, New York: John Wiley & Sons 1959 and Mean-Variance Analysis in Choice and Capital Markets, Oxford: Basil Blackwell Ltd, Kaplan, supra note 2. Generally an estimate of an asset classes expected standard deviation is based on past standard deviations from a recent historical period. See also Scott L. Lummer, Mark W. Riepe, and Laurence B. Siegel, Taming Your Optimizer: A Guide Through the Pitfalls of Means-Variance Optimization,, Global Asset Allocation: Techniques for Optimizing Portfolio Management, ed. Jess Lederman and Robert A. Klein, John Wiley & Sons (1994). Available at: 5 Messrs. Markowitz, Sharpe, and Miller shared the Nobel Prize in 1990 for their pioneering work in asset pricing and allocation. 6 Scott L. Lummer and Mark W. Riepe, The Role of Asset Allocation in Portfolio Management, Global Asset Allocation: Techniques for Optimizing Portfolio Management, ed. Jess Lederman and Robert A. Klein, John Wiley & Sons (1994). The authors note that Markowitz s model, when initially developed, was only applied to portfolios of individual stocks. It has increasingly been used in the context of asset classes and may actually be better suited to asset class levels because the information needed for the Markowitz Means Variance model is easier to estimate for asset classes than for individual securities. Further, the range of asset classes available to investors is now considerably larger than it had been at the time that Markowitz first developed his model. Available at: 2

5 The initial step when applying Markowitz s model is to divide the capital markets into general asset classes, for example, large cap stock, small cap stock, foreign stock, bonds, and cash instruments. The next step would be to determine the expected return and standard deviation for each of the asset categories and what correlations exist between the groups. This information is generally drawn from various asset classes past returns and the present economic conditions. 7 Plugging this information into an algorithm produces the efficient frontier. Selecting an efficient portfolio can maximize the expected return for a given level of risk. II. Historical Note: Restrictions on Investment Discretion Early trust law restricted the investment discretion of trustees. English common law established the principle that trustees could only invest the trust s funds in government securities or real property-based securities. 8 States, including New York, New Jersey, Ohio, and others, enacted statutes that provide that in the absence of explicit authority in the instrument creating a trust, the trustee could not invest the trust s funds in corporate stock. 9 The rationale underlying these restrictions was the belief that corporate stock was too speculative and based too heavily on uncertainties such as public opinion, future earnings, and the character of the company s management. These elements were viewed as too unstable for trust funds. Rather, government securities and securities that were fortified by liens on tangible assets were deemed to be more suitable for trust investments because they were considered less likely to fail. 10 Courts, in discussing these statutes, have noted that the reason trusts were created was to preserve their funds until the purposes spelled out in the instrument had been fulfilled. Courts further noted that permitting the trust to make risky investments could defeat the purpose of 7 Kaplan, supra note 2. 8 White v. White, 230 Ala. 641, 162 So. 368 (1935). The Alabama Supreme Court noted a 1852 decision from the Supreme Court of Pennsylvania which stated that at that point, In England it has been held for more than a century past to be settled law, that a trustee can only protect himself from risk, when he invests the trust fund in real or government securities, or makes the investment in pursuance of an order by the court. 9 See Scott on Trust s, vol. III. See also Matter of Carnell s Will, 260 App. Div 287, 290, 21 N.Y.S.2d. 376,379, affirmed 284 N.Y. 624, 29 N.E.2d. 935 (1940). 10 White v. White, 230 Ala. 641, 162 So. 368 (1935). The Supreme Court of Alabama construed a provision of the state s constitution which established a policy that a trustee could not invest in corporate stocks or bonds. The court noted, however, that the provision did not apply in cases where a trustee had been given discretionary power under the trust instrument. See also Sims v. Russell, 236 Ala. 562, 183 So. 862, 863 (1938). See also In Re Durrin s Estate, 61 Wyo. 1, 154 P.2d. 348 (1944), noting that in Wyoming a trustee could only invest trust funds in corporate stock if they had been authorized by a court, who had considered the soundness of the investment. 3

ASSET ALLOCATION. Setting the Course FOR INFORMATION ONLY

ASSET ALLOCATION. Setting the Course FOR INFORMATION ONLY ASSET ALLOCATION Setting the Course FOR INFORMATION ONLY ACTIONS Tis the part of a wise man to keep himself today for tomorrow, and not venture all his eggs in one basket. - Miguel de Cervantes, Don Quixote

More information

Modern Portfolio Theory -Markowitz Model

Modern Portfolio Theory -Markowitz Model Modern Portfolio Theory -Markowitz Model Rahul Kumar Project Trainee, IDRBT 3 rd year student Integrated M.Sc. Mathematics & Computing IIT Kharagpur Email: rahulkumar641@gmail.com Project guide: Dr Mahil

More information

Optimizing DSM Program Portfolios

Optimizing DSM Program Portfolios Optimizing DSM Program Portfolios William B, Kallock, Summit Blue Consulting, Hinesburg, VT Daniel Violette, Summit Blue Consulting, Boulder, CO Abstract One of the most fundamental questions in DSM program

More information

Asset Allocation in the 21 st Century

Asset Allocation in the 21 st Century Asset Allocation in the 21 st Century Paul D. Kaplan, Ph.D., CFA Quantitative Research Director, Morningstar Europe, Ltd. 2012 Morningstar Europe, Inc. All rights reserved. Harry Markowitz and Mean-Variance

More information

Does Portfolio Theory Work During Financial Crises?

Does Portfolio Theory Work During Financial Crises? Does Portfolio Theory Work During Financial Crises? Harry M. Markowitz, Mark T. Hebner, Mary E. Brunson It is sometimes said that portfolio theory fails during financial crises because: All asset classes

More information

Diversification. Chris Gan; For educational use only

Diversification. Chris Gan; For educational use only Diversification What is diversification Returns from financial assets display random volatility; and with risk being one of the main factor affecting returns on investments, it is important that portfolio

More information

Technical Guide. Issue: forecasting a successful outcome with cash flow modelling. To us there are no foreign markets. TM

Technical Guide. Issue: forecasting a successful outcome with cash flow modelling. To us there are no foreign markets. TM Technical Guide To us there are no foreign markets. TM The are a unique investment solution, providing a powerful tool for managing volatility and risk that can complement any wealth strategy. Our volatility-led

More information

Investment Management Theory. Today s Discussion. What are Investors Really Looking For? What is Modern Portfolio Theory?

Investment Management Theory. Today s Discussion. What are Investors Really Looking For? What is Modern Portfolio Theory? Today s Discussion What are Investors Really Looking For? Ron Florance, CFA The theory of investment management The realities of investors A case study that makes it understandable The new role of the

More information

Chapter 8. Portfolio Selection. Learning Objectives. INVESTMENTS: Analysis and Management Second Canadian Edition

Chapter 8. Portfolio Selection. Learning Objectives. INVESTMENTS: Analysis and Management Second Canadian Edition INVESTMENTS: Analysis and Management Second Canadian Edition W. Sean Cleary Charles P. Jones Chapter 8 Portfolio Selection Learning Objectives State three steps involved in building a portfolio. Apply

More information

Econ Financial Markets Spring 2011 Professor Robert Shiller. Problem Set 2

Econ Financial Markets Spring 2011 Professor Robert Shiller. Problem Set 2 Econ 252 - Financial Markets Spring 2011 Professor Robert Shiller Problem Set 2 Question 1 Consider the following three assets: Asset A s expected return is 5% and return standard deviation is 25%. Asset

More information

Models - Optimizer Report

Models - Optimizer Report Models - Optimizer Report Prepared on: 5/7/2012 Prepared For: Prepared By: Related parties: Alex Anderson 453 S. Fourth Ave Suite 200 Pittsburgh, PA 15222 Mark Deniro M.D.C Advisors 110 Main St. Sewickley,

More information

PART TWO: PORTFOLIO MANAGEMENT HOW EXPOSURE TO REAL ESTATE MAY ENHANCE RETURNS.

PART TWO: PORTFOLIO MANAGEMENT HOW EXPOSURE TO REAL ESTATE MAY ENHANCE RETURNS. PART TWO: PORTFOLIO MANAGEMENT HOW EXPOSURE TO REAL ESTATE MAY ENHANCE RETURNS. MAY 2015 Burland East, CFA CEO American Assets Capital Advisers Creede Murphy Vice President, Investment Analyst American

More information

SKYBRIDGEVIEWS Why Investors Should Allocate To Hedge Funds

SKYBRIDGEVIEWS Why Investors Should Allocate To Hedge Funds SKYBRIDGEVIEWS Why Investors Should Allocate To Hedge Funds Second Edition: Original release was January 2015 SUMMER 2017 UPDATE When we originally published this White Paper in January 2015, we laid out

More information

Investment Advisory Whitepaper

Investment Advisory Whitepaper Program Objective: We developed our investment program for our clients serious money. Their serious money will finance their important long-term family and personal goals including retirement, college

More information

Dr. Harry Markowitz The Father of Modern Portfolio Theory and the Insight of Behavioral Finance

Dr. Harry Markowitz The Father of Modern Portfolio Theory and the Insight of Behavioral Finance Special Report Part 1 of 2 Dr. Harry Markowitz The Father of Modern Portfolio Theory and the Insight of Behavioral Finance A Special Interview with SkyView s Advisory Board Member Dr. Harry Markowitz Nobel

More information

THE IMPACT OF THE FAMILY BUSINESS FOR THE HIGH NET WORTH CLIENT PORTFOLIO

THE IMPACT OF THE FAMILY BUSINESS FOR THE HIGH NET WORTH CLIENT PORTFOLIO THE IMPACT OF THE FAMILY BUSINESS FOR THE HIGH NET WORTH CLIENT PORTFOLIO CFA Society Houston Stephen M. Horan, Ph.D., CFA, CIPM Managing Director, Credentialing THE IMPACT OF THE FAMILY BUSINESS FOR THE

More information

ORF 307 Lecture 3. Chapter 13, Section 1 Portfolio Optimization

ORF 307 Lecture 3. Chapter 13, Section 1 Portfolio Optimization ORF 307 Lecture 3 Chapter 13, Section 1 Portfolio Optimization Robert Vanderbei February 14, 2012 Operations Research and Financial Engineering, Princeton University http://www.princeton.edu/ rvdb Portfolio

More information

Modern Portfolio Theory

Modern Portfolio Theory 66 Trusts & Trustees, Vol. 15, No. 2, April 2009 Modern Portfolio Theory Ian Shipway* Abstract All investors, be they private individuals, trustees or professionals are faced with an extraordinary range

More information

RESEARCH GROUP ADDRESSING INVESTMENT GOALS USING ASSET ALLOCATION

RESEARCH GROUP ADDRESSING INVESTMENT GOALS USING ASSET ALLOCATION M A Y 2 0 0 3 STRATEGIC INVESTMENT RESEARCH GROUP ADDRESSING INVESTMENT GOALS USING ASSET ALLOCATION T ABLE OF CONTENTS ADDRESSING INVESTMENT GOALS USING ASSET ALLOCATION 1 RISK LIES AT THE HEART OF ASSET

More information

A Comparative Study on Markowitz Mean-Variance Model and Sharpe s Single Index Model in the Context of Portfolio Investment

A Comparative Study on Markowitz Mean-Variance Model and Sharpe s Single Index Model in the Context of Portfolio Investment A Comparative Study on Markowitz Mean-Variance Model and Sharpe s Single Index Model in the Context of Portfolio Investment Josmy Varghese 1 and Anoop Joseph Department of Commerce, Pavanatma College,

More information

Money & Capital Markets Fall 2011 Homework #1 Due: Friday, Sept. 9 th. Answer Key

Money & Capital Markets Fall 2011 Homework #1 Due: Friday, Sept. 9 th. Answer Key Money & Capital Markets Fall 011 Homework #1 Due: Friday, Sept. 9 th Answer Key 1. (6 points) A pension fund manager is considering two mutual funds. The first is a stock fund. The second is a long-term

More information

THE REWARDS OF MULTI-ASSET CLASS INVESTING

THE REWARDS OF MULTI-ASSET CLASS INVESTING INVESTING INSIGHTS THE REWARDS OF MULTI-ASSET CLASS INVESTING Market volatility and asset class correlations have been on the rise in recent years, leading many investors to wonder if diversification still

More information

MAKING OPTIMISATION TECHNIQUES ROBUST WITH AGNOSTIC RISK PARITY

MAKING OPTIMISATION TECHNIQUES ROBUST WITH AGNOSTIC RISK PARITY Technical Note May 2017 MAKING OPTIMISATION TECHNIQUES ROBUST WITH AGNOSTIC RISK PARITY Introduction The alternative investment industry is becoming ever more accessible to those wishing to diversify away

More information

A Study on Importance of Portfolio - Combination of Risky Assets And Risk Free Assets

A Study on Importance of Portfolio - Combination of Risky Assets And Risk Free Assets IOSR Journal of Business and Management (IOSR-JBM) e-issn: 2278-487X, p-issn: 2319-7668 PP 17-22 www.iosrjournals.org A Study on Importance of Portfolio - Combination of Risky Assets And Risk Free Assets

More information

Deconstructing Black-Litterman*

Deconstructing Black-Litterman* Deconstructing Black-Litterman* Richard Michaud, David Esch, Robert Michaud New Frontier Advisors Boston, MA 02110 Presented to: fi360 Conference Sheraton Chicago Hotel & Towers April 25-27, 2012, Chicago,

More information

Alternative Investments in DC Retirement Plans: Opportunities and Concerns. Stephen C. Sexauer Allianz Global Investors

Alternative Investments in DC Retirement Plans: Opportunities and Concerns. Stephen C. Sexauer Allianz Global Investors Alternative Investments in DC Retirement Plans: Opportunities and Concerns Stephen C. Sexauer Allianz Global Investors Stephen.Sexauer@allianzgi.com Laurence B. Siegel CFA Institute Research Foundation

More information

Optimal Portfolio Inputs: Various Methods

Optimal Portfolio Inputs: Various Methods Optimal Portfolio Inputs: Various Methods Prepared by Kevin Pei for The Fund @ Sprott Abstract: In this document, I will model and back test our portfolio with various proposed models. It goes without

More information

Mean-Variance Analysis

Mean-Variance Analysis Mean-Variance Analysis If the investor s objective is to Maximize the Expected Rate of Return for a given level of Risk (or, Minimize Risk for a given level of Expected Rate of Return), and If the investor

More information

Equation Chapter 1 Section 1 A Primer on Quantitative Risk Measures

Equation Chapter 1 Section 1 A Primer on Quantitative Risk Measures Equation Chapter 1 Section 1 A rimer on Quantitative Risk Measures aul D. Kaplan, h.d., CFA Quantitative Research Director Morningstar Europe, Ltd. London, UK 25 April 2011 Ever since Harry Markowitz s

More information

Research Note Hancock Agricultural Investment Group

Research Note Hancock Agricultural Investment Group Research Note Hancock Agricultural Investment Group Benefits Of Farmland Investments Introduction This Research Note, developed by Hancock Economic Research and the Hancock Agricultural Investment Group,

More information

The Case for TD Low Volatility Equities

The Case for TD Low Volatility Equities The Case for TD Low Volatility Equities By: Jean Masson, Ph.D., Managing Director April 05 Most investors like generating returns but dislike taking risks, which leads to a natural assumption that competition

More information

NATIONWIDE ASSET ALLOCATION INVESTMENT PROCESS

NATIONWIDE ASSET ALLOCATION INVESTMENT PROCESS Nationwide Funds A Nationwide White Paper NATIONWIDE ASSET ALLOCATION INVESTMENT PROCESS May 2017 INTRODUCTION In the market decline of 2008, the S&P 500 Index lost more than 37%, numerous equity strategies

More information

Enhancing equity portfolio diversification with fundamentally weighted strategies.

Enhancing equity portfolio diversification with fundamentally weighted strategies. Enhancing equity portfolio diversification with fundamentally weighted strategies. This is the second update to a paper originally published in October, 2014. In this second revision, we have included

More information

ORF 307: Lecture 3. Linear Programming: Chapter 13, Section 1 Portfolio Optimization. Robert Vanderbei. February 13, 2016

ORF 307: Lecture 3. Linear Programming: Chapter 13, Section 1 Portfolio Optimization. Robert Vanderbei. February 13, 2016 ORF 307: Lecture 3 Linear Programming: Chapter 13, Section 1 Portfolio Optimization Robert Vanderbei February 13, 2016 Slides last edited on February 14, 2018 http://www.princeton.edu/ rvdb Portfolio Optimization:

More information

FORWARD-LOOKING RETURNS A SMART, BUT HUMBLE APPROACH

FORWARD-LOOKING RETURNS A SMART, BUT HUMBLE APPROACH FORWARD-LOOKING RETURNS A SMART, BUT HUMBLE APPROACH Prelude Life is a series of trade-offs. In order to get something, you have to give something up. These common phrases apply to many areas in life,

More information

Portfolio Optimization under Value-at-Risk Constraints

Portfolio Optimization under Value-at-Risk Constraints Portfolio Optimization under Value-at-Risk Constraints Director Chennai Mathematical Institute rlk@cmi.ac.in rkarandikar@gmail.com (Joint work with Prof Tapen Sinha, ITAM, Mexico) 1 Introduction Portfolio

More information

Wealth Strategies. Asset Allocation: The Building Blocks of a Sound Investment Portfolio.

Wealth Strategies.  Asset Allocation: The Building Blocks of a Sound Investment Portfolio. www.rfawealth.com Wealth Strategies Asset Allocation: The Building Blocks of a Sound Investment Portfolio Part 6 of 12 Asset Allocation WEALTH STRATEGIES Page 1 Asset Allocation At its most basic, Asset

More information

Risk and Return. Nicole Höhling, Introduction. Definitions. Types of risk and beta

Risk and Return. Nicole Höhling, Introduction. Definitions. Types of risk and beta Risk and Return Nicole Höhling, 2009-09-07 Introduction Every decision regarding investments is based on the relationship between risk and return. Generally the return on an investment should be as high

More information

Geoff Considine, Ph.D.

Geoff Considine, Ph.D. Accounting for Total Portfolio Diversification Geoff Considine, Ph.D. Copyright Quantext, Inc. 2006 1 Understanding Diversification One of the most central, but misunderstood, topics in asset allocation

More information

F 9 STANDING COMMITTEES. B. Finance, Audit & Facilities Committee. Consolidated Endowment Fund Asset Allocation Review

F 9 STANDING COMMITTEES. B. Finance, Audit & Facilities Committee. Consolidated Endowment Fund Asset Allocation Review VII. STANDING COMMITTEES F 9 B. Finance, Audit & Facilities Committee Consolidated Endowment Fund Asset Allocation Review This item is for information only. Attachment Consolidated Endowment Fund Asset

More information

Ant colony optimization approach to portfolio optimization

Ant colony optimization approach to portfolio optimization 2012 International Conference on Economics, Business and Marketing Management IPEDR vol.29 (2012) (2012) IACSIT Press, Singapore Ant colony optimization approach to portfolio optimization Kambiz Forqandoost

More information

Long-Term Capital Market Assumptions And Model Portfolios February Investment Strategy Group

Long-Term Capital Market Assumptions And Model Portfolios February Investment Strategy Group Long-Term Capital Market Assumptions And Model Portfolios February 2018 Investment Strategy Group 2018 Long-Term Capital Market Assumptions Every year we update our risk, return and correlation assumptions

More information

How quantitative methods influence and shape finance industry

How quantitative methods influence and shape finance industry How quantitative methods influence and shape finance industry Marek Musiela UNSW December 2017 Non-quantitative talk about the role quantitative methods play in finance industry. Focus on investment banking,

More information

Guide to PMC Quantitative Portfolios

Guide to PMC Quantitative Portfolios Guide to PMC Quantitative Portfolios What are Quantitative Portfolios? Quantitative Portfolios, or QPs, are separately managed accounts (SMAs) that are designed to passively track an underlying index.

More information

The New Limited Prudent-Man Rule in Ohio

The New Limited Prudent-Man Rule in Ohio The New Limited Prudent-Man Rule in Ohio BY CHARLES F. JOHNSTON* On August 7, 1953, over the veto of Governor Lausche, the Ohio General Assembly passed Amended House Bill No. 138 which will permit fiduciaries

More information

MS-E2114 Investment Science Lecture 5: Mean-variance portfolio theory

MS-E2114 Investment Science Lecture 5: Mean-variance portfolio theory MS-E2114 Investment Science Lecture 5: Mean-variance portfolio theory A. Salo, T. Seeve Systems Analysis Laboratory Department of System Analysis and Mathematics Aalto University, School of Science Overview

More information

Diversified Thinking.

Diversified Thinking. Diversified Thinking. Comparing risk parity and risk-based models in asset allocation For investment professionals only. Not for distribution to individual investors. A growing number of risk-based concepts,

More information

Asset Class and Capital Market Assumptions Methodology. Portfolio Strategy and Research

Asset Class and Capital Market Assumptions Methodology. Portfolio Strategy and Research Asset Class and Capital Market Assumptions Methodology Portfolio Strategy and Research I N V E S T M E N T S T R AT E G Y & R E S E A R C H Introduction Loring Ward s Portfolio Strategy and Research (PSR)

More information

The Past, the Future, and Modern Portfolio Theory

The Past, the Future, and Modern Portfolio Theory A common refrain in investment industry disclosure, past performance is no guarantee of future results, warns prospective investors about the often erratic nature of the securities markets. The catchphrase

More information

Diversification. Finance 100

Diversification. Finance 100 Diversification Finance 100 Prof. Michael R. Roberts 1 Topic Overview How to measure risk and return» Sample risk measures for some classes of securities Brief Statistics Review» Realized and Expected

More information

Age Sage. What s inside the box? A look behind the curtain. IRAs, 401(k)s, Other Retirement Assets

Age Sage. What s inside the box? A look behind the curtain. IRAs, 401(k)s, Other Retirement Assets Age Sage Age Sage Themature MatureRobo Robo Analyst The advisor IRAs, 401(k)s, Other Retirement Assets What s inside the box? A look behind the curtain. A Look Behind the Solution Curtain: Patented Target

More information

Predictability of Stock Returns

Predictability of Stock Returns Predictability of Stock Returns Ahmet Sekreter 1 1 Faculty of Administrative Sciences and Economics, Ishik University, Iraq Correspondence: Ahmet Sekreter, Ishik University, Iraq. Email: ahmet.sekreter@ishik.edu.iq

More information

CHAPTER 5: ANSWERS TO CONCEPTS IN REVIEW

CHAPTER 5: ANSWERS TO CONCEPTS IN REVIEW CHAPTER 5: ANSWERS TO CONCEPTS IN REVIEW 5.1 A portfolio is simply a collection of investment vehicles assembled to meet a common investment goal. An efficient portfolio is a portfolio offering the highest

More information

Chapter 5: Answers to Concepts in Review

Chapter 5: Answers to Concepts in Review Chapter 5: Answers to Concepts in Review 1. A portfolio is simply a collection of investment vehicles assembled to meet a common investment goal. An efficient portfolio is a portfolio offering the highest

More information

Motif Capital Horizon Models: A robust asset allocation framework

Motif Capital Horizon Models: A robust asset allocation framework Motif Capital Horizon Models: A robust asset allocation framework Executive Summary By some estimates, over 93% of the variation in a portfolio s returns can be attributed to the allocation to broad asset

More information

Modeling Portfolios that Contain Risky Assets Risk and Reward II: Markowitz Portfolios

Modeling Portfolios that Contain Risky Assets Risk and Reward II: Markowitz Portfolios Modeling Portfolios that Contain Risky Assets Risk and Reward II: Markowitz Portfolios C. David Levermore University of Maryland, College Park Math 420: Mathematical Modeling February 4, 2013 version c

More information

Improve the Economics of your Capital Project by Finding its True Cost of Capital

Improve the Economics of your Capital Project by Finding its True Cost of Capital MPRA Munich Personal RePEc Archive Improve the Economics of your Capital Project by Finding its True Cost of Capital Tom Schmal 26. November 2015 Online at https://mpra.ub.uni-muenchen.de/68092/ MPRA Paper

More information

UNIVERSIDAD CARLOS III DE MADRID FINANCIAL ECONOMICS

UNIVERSIDAD CARLOS III DE MADRID FINANCIAL ECONOMICS Javier Estrada September, 1996 UNIVERSIDAD CARLOS III DE MADRID FINANCIAL ECONOMICS Unlike some of the older fields of economics, the focus in finance has not been on issues of public policy We have emphasized

More information

A STOCHASTIC APPROACH TO RISK MODELING FOR SOLVENCY II

A STOCHASTIC APPROACH TO RISK MODELING FOR SOLVENCY II A STOCHASTIC APPROACH TO RISK MODELING FOR SOLVENCY II Vojo Bubevski Bubevski Systems & Consulting TATA Consultancy Services vojo.bubevski@landg.com ABSTRACT Solvency II establishes EU-wide capital requirements

More information

UC Berkeley Haas School of Business Economic Analysis for Business Decisions (EWMBA 201A) Fall Module I

UC Berkeley Haas School of Business Economic Analysis for Business Decisions (EWMBA 201A) Fall Module I UC Berkeley Haas School of Business Economic Analysis for Business Decisions (EWMBA 201A) Fall 2018 Module I The consumers Decision making under certainty (PR 3.1-3.4) Decision making under uncertainty

More information

Volatility reduction: How minimum variance indexes work

Volatility reduction: How minimum variance indexes work Insights Volatility reduction: How minimum variance indexes work Minimum variance indexes, which apply rules-based methodologies with the aim of minimizing an index s volatility, are popular among market

More information

A Simple Utility Approach to Private Equity Sales

A Simple Utility Approach to Private Equity Sales The Journal of Entrepreneurial Finance Volume 8 Issue 1 Spring 2003 Article 7 12-2003 A Simple Utility Approach to Private Equity Sales Robert Dubil San Jose State University Follow this and additional

More information

Commentary: Challenges for Monetary Policy: New and Old

Commentary: Challenges for Monetary Policy: New and Old Commentary: Challenges for Monetary Policy: New and Old John B. Taylor Mervyn King s paper is jam-packed with interesting ideas and good common sense about monetary policy. I admire the clearly stated

More information

MGO INVESTMENT ADVISORS, INC Chagrin Blvd. Suite 310 Beachwood, Ohio (fax)

MGO INVESTMENT ADVISORS, INC Chagrin Blvd. Suite 310 Beachwood, Ohio (fax) MGO INVESTMENT ADVISORS, INC. 24400 Chagrin Blvd. Suite 310 Beachwood, Ohio 44122 216-771-4242 216-771-4274 (fax) www.mgo-inc.com FORM ADV, PART II FIRM BROCHURE April 21, 2014 THIS BROCHURE PROVIDES INFORMATION

More information

Stochastic Programming for Financial Applications

Stochastic Programming for Financial Applications Stochastic Programming for Financial Applications SAMSI Finance Group Project Adam Schmidt, Andrew Hutchens, Hannah Adams, Hao Wang, Nathan Miller, William Pfeiffer Agenda Portfolio Optimization Our Formulation

More information

2017 Capital Market Assumptions and Strategic Asset Allocations

2017 Capital Market Assumptions and Strategic Asset Allocations 2017 Capital Market Assumptions and Strategic Asset Allocations Tracie McMillion, CFA Head of Global Asset Allocation Chris Haverland, CFA Global Asset Allocation Strategist Stuart Freeman, CFA Co-Head

More information

Markowitz s Portfolio Selection : AFifty-YearRetrospective

Markowitz s Portfolio Selection : AFifty-YearRetrospective THE JOURNAL OF FINANCE VOL. LVII, NO. 3 JUNE2002 Markowitz s Portfolio Selection : AFifty-YearRetrospective MARK RUBINSTEIN* Editor s Note: The Editor wishes to thank Mark Rubinstein for agreeing to prepare

More information

+ = Smart Beta 2.0 Bringing clarity to equity smart beta. Drawbacks of Market Cap Indices. A Lesson from History

+ = Smart Beta 2.0 Bringing clarity to equity smart beta. Drawbacks of Market Cap Indices. A Lesson from History Benoit Autier Head of Product Management benoit.autier@etfsecurities.com Mike McGlone Head of Research (US) mike.mcglone@etfsecurities.com Alexander Channing Director of Quantitative Investment Strategies

More information

CHAPTER - IV RISK RETURN ANALYSIS

CHAPTER - IV RISK RETURN ANALYSIS CHAPTER - IV RISK RETURN ANALYSIS Concept of Risk & Return Analysis The concept of risk and return analysis is integral to the process of investing and finance. 1 All financial decisions involve some risk.

More information

Value-at-Risk Based Portfolio Management in Electric Power Sector

Value-at-Risk Based Portfolio Management in Electric Power Sector Value-at-Risk Based Portfolio Management in Electric Power Sector Ran SHI, Jin ZHONG Department of Electrical and Electronic Engineering University of Hong Kong, HKSAR, China ABSTRACT In the deregulated

More information

THE SINGLE INDEX MODEL & THE CONSTRUCTION OF OPTIMAL PORTFOLIO: A CASE OF BANKS LISTED ON NSE INDIA

THE SINGLE INDEX MODEL & THE CONSTRUCTION OF OPTIMAL PORTFOLIO: A CASE OF BANKS LISTED ON NSE INDIA THE SINGLE INDEX MODEL & THE CONSTRUCTION OF OPTIMAL PORTFOLIO: A CASE OF BANKS LISTED ON NSE INDIA Saurabh Singh*, Jayant Gautam** Abstract Risk and return plays an important role in making any investment

More information

How Trustees Operate under Prudent Investor and Principal and Income Rules

How Trustees Operate under Prudent Investor and Principal and Income Rules How Trustees Operate under Prudent Investor and Principal and Income Rules James B. Ellis, Esq. Managing Director JPMorgan Private Bank San Francisco I. RULES OF THE ROAD: MODERN PORTFOLIO THEORY AND PRUDENT

More information

UC Berkeley Haas School of Business Economic Analysis for Business Decisions (EWMBA 201A) Fall Module I

UC Berkeley Haas School of Business Economic Analysis for Business Decisions (EWMBA 201A) Fall Module I UC Berkeley Haas School of Business Economic Analysis for Business Decisions (EWMBA 201A) Fall 2016 Module I The consumers Decision making under certainty (PR 3.1-3.4) Decision making under uncertainty

More information

Demystifying the Role of Alternative Investments in a Diversified Investment Portfolio

Demystifying the Role of Alternative Investments in a Diversified Investment Portfolio Demystifying the Role of Alternative Investments in a Diversified Investment Portfolio By Baird s Advisory Services Research Introduction Traditional Investments Domestic Equity International Equity Taxable

More information

Beyond Traditional Asset Allocation

Beyond Traditional Asset Allocation Beyond Traditional Asset Allocation Himanshu Almadi Director, Investment Analytics Merrill Lynch Wealth Management April 30, 2012 This material is provided for information purposes only and does not constitute

More information

Mean Variance Analysis and CAPM

Mean Variance Analysis and CAPM Mean Variance Analysis and CAPM Yan Zeng Version 1.0.2, last revised on 2012-05-30. Abstract A summary of mean variance analysis in portfolio management and capital asset pricing model. 1. Mean-Variance

More information

Going Beyond Style Box Investing

Going Beyond Style Box Investing Going Beyond Style Box Investing NCPERS Presented by Erin Doyle Orekhov, Client Portfolio Manager May 22, 2017 For financial professional or qualified institutional investor use only. Not for inspection

More information

Methodology document. December Individual goals differ greatly. We continually assess returns.

Methodology document. December Individual goals differ greatly. We continually assess returns. Methodology document. Objective based asset allocation. Individual goals differ greatly. We incorporate behavioural finance. Our allocations are not set-and-forget. We continually assess returns. An important

More information

BUSM 411: Derivatives and Fixed Income

BUSM 411: Derivatives and Fixed Income BUSM 411: Derivatives and Fixed Income 3. Uncertainty and Risk Uncertainty and risk lie at the core of everything we do in finance. In order to make intelligent investment and hedging decisions, we need

More information

Managing Personal Wealth in Volatile Markets

Managing Personal Wealth in Volatile Markets Click to edit Master title style Managing Personal Wealth in Volatile Markets An ERM Approach Jerry A. Miccolis, CFA, CFP, FCAS March 15, 2011 Call 800.364.2468 :: Visit brintoneaton.com By way of (re)introduction

More information

TEACHERS RETIREMENT BOARD INVESTMENT COMMITTEE

TEACHERS RETIREMENT BOARD INVESTMENT COMMITTEE TEACHERS RETIREMENT BOARD INVESTMENT COMMITTEE SUBJECT: 2012-13 Asset Liability Study Review of Normal versus ITEM NUMBER: 4 Representative Distributions CONSENT: ATTACHMENTS: 1 ACTION: DATE OF MEETING:

More information

INSURANCE. Life Insurance. as an. Asset Class

INSURANCE. Life Insurance. as an. Asset Class INSURANCE Life Insurance as an Asset Class 16 FORUM JUNE / JULY 2013 Permanent life insurance has always been an exceptional estate planning tool, but as Wayne Miller and Sally Murdock report, it has additional

More information

Foundations and Endowments Specialty Practice. Intergenerational Equity and the Endowment Model

Foundations and Endowments Specialty Practice. Intergenerational Equity and the Endowment Model Foundations and Endowments Specialty Practice Intergenerational Equity and the Endowment Model What is Intergenerational Equity and is it still relevant? Does Intergenerational Equity apply to my non-profit

More information

KEYPRIVATE. Next Generation Portfolio Management

KEYPRIVATE. Next Generation Portfolio Management KEYPRIVATE Next Generation Portfolio Management Life is for the early birds. KEYPRIVATE, portfolio management the Keytrade Bank way To those who always want to stay one step ahead. Who seize the day even

More information

INVESTING LIKE THE HARVARD AND YALE ENDOWMENT FUNDS JUNE Frontierim.com

INVESTING LIKE THE HARVARD AND YALE ENDOWMENT FUNDS JUNE Frontierim.com INVESTING LIKE THE HARVARD AND YALE ENDOWMENT FUNDS JUNE 2016 F Frontierim.com Introduction The US University Endowment Funds ( US Endowment Funds ), such as Harvard and Yale, have been leaders in diversified

More information

Lecture 26: Exchange Risk & Portfolio Diversification

Lecture 26: Exchange Risk & Portfolio Diversification Lecture 26: Exchange Risk & Portfolio Diversification Bias in the forward exchange market as a predictor of the future spot exchange rate What makes an asset risky? The gains from international diversification

More information

Comment on Target Date Fund Rules to SEC/ DOL

Comment on Target Date Fund Rules to SEC/ DOL Comment on Target Date Fund Rules to SEC/ DOL submitted this comment to the SEC and DOL in response to File No. S7-12-10. June 4, 2014 The False Promise of Target Date Funds as QDIA Investments The Department

More information

Your guide to prudent investment management

Your guide to prudent investment management Your guide to prudent investment management Who is a Fiduciary? According to investorwords.com, a fiduciary is An individual, corporation or association holding assets for another party, often with the

More information

The Financial Benefits to Investors in a Canadian Farmland Mutual Fund

The Financial Benefits to Investors in a Canadian Farmland Mutual Fund The Financial Benefits to Investors in a Canadian Farmland Mutual Fund By Marvin J. Painter Abstract An analysis of Canadian farmland risk and return on investment shows that a Farmland Mutual Fund (FMF)

More information

ZACKS INVESTMENT MANAGEMENT. Personalized Wealth Management INDEPENDENT. Research Thinking Results

ZACKS INVESTMENT MANAGEMENT. Personalized Wealth Management INDEPENDENT. Research Thinking Results Personalized Wealth Management INDEPENDENT Research Thinking Results HIGHLIGHTS: ZACKS INVESTMENT MANAGEMENT HAS A RESPECTED TRACK RECORD OF EXCEPTIONAL ASSET MANAGEMENT FOR OUR CLIENTS ZACKS INVESTMENT

More information

Selection of an optimal portfolio of projects using the modified model of Markowitz

Selection of an optimal portfolio of projects using the modified model of Markowitz International Academic Institute for Science and Technology International Academic Journal of Social Sciences Vol. 3, No. 12, 2016, pp. 39-. ISSN 2454-3918 International Academic Journal of Social Sciences

More information

Efficient Frontier and Asset Allocation

Efficient Frontier and Asset Allocation Topic 4 Efficient Frontier and Asset Allocation LEARNING OUTCOMES By the end of this topic, you should be able to: 1. Explain the concept of efficient frontier and Markowitz portfolio theory; 2. Discuss

More information

RISK MANAGEMENT. The Need for Risk Management Systems

RISK MANAGEMENT. The Need for Risk Management Systems RISK MANAGEMENT The Need for Risk Management Systems Topics Introduction Historical Evolution The Regulatory Environment The Academic Background and Technological Change Accounting Systems versus Risk

More information

Strategic Asset Allocation Value Equities Value Bonds Fixed Income. The Academic Background

Strategic Asset Allocation Value Equities Value Bonds Fixed Income. The Academic Background Strategic Asset Allocation Value Equities Value Bonds Fixed Income Strategy Strategic Asset Allocation The Academic Background Strategic asset allocation has a strong academic pedigree and, in making this

More information

ECO 317 Economics of Uncertainty Fall Term 2009 Tuesday October 6 Portfolio Allocation Mean-Variance Approach

ECO 317 Economics of Uncertainty Fall Term 2009 Tuesday October 6 Portfolio Allocation Mean-Variance Approach ECO 317 Economics of Uncertainty Fall Term 2009 Tuesday October 6 ortfolio Allocation Mean-Variance Approach Validity of the Mean-Variance Approach Constant absolute risk aversion (CARA): u(w ) = exp(

More information

COPYRIGHTED MATERIAL. Investment management is the process of managing money. Other terms. Overview of Investment Management CHAPTER 1

COPYRIGHTED MATERIAL. Investment management is the process of managing money. Other terms. Overview of Investment Management CHAPTER 1 CHAPTER 1 Overview of Investment Management Investment management is the process of managing money. Other terms commonly used to describe this process are portfolio management, asset management, and money

More information

Portfolio Optimization in an Upside Potential and Downside Risk Framework.

Portfolio Optimization in an Upside Potential and Downside Risk Framework. Portfolio Optimization in an Upside Potential and Downside Risk Framework. Denisa Cumova University of Technology, Chemnitz Department of Financial Management and Banking Chemnitz, GERMANY denisacumova@gmx.net

More information

Fiduciary Insights HOW RISK MANAGEMENT ADDS WEALTH

Fiduciary Insights HOW RISK MANAGEMENT ADDS WEALTH HOW RISK MANAGEMENT ADDS WEALTH INVESTORS INSTINCTIVELY ASSOCIATE RISK CONTROL WITH AVOIDING LOSSES. But limiting risk is also a way to build wealth, especially when combined with systematic, informed

More information

The Capital Asset Pricing Model in the 21st Century. Analytical, Empirical, and Behavioral Perspectives

The Capital Asset Pricing Model in the 21st Century. Analytical, Empirical, and Behavioral Perspectives The Capital Asset Pricing Model in the 21st Century Analytical, Empirical, and Behavioral Perspectives HAIM LEVY Hebrew University, Jerusalem CAMBRIDGE UNIVERSITY PRESS Contents Preface page xi 1 Introduction

More information

Principles of Finance Risk and Return. Instructor: Xiaomeng Lu

Principles of Finance Risk and Return. Instructor: Xiaomeng Lu Principles of Finance Risk and Return Instructor: Xiaomeng Lu 1 Course Outline Course Introduction Time Value of Money DCF Valuation Security Analysis: Bond, Stock Capital Budgeting (Fundamentals) Portfolio

More information