Modern Portfolio Theory

Size: px
Start display at page:

Download "Modern Portfolio Theory"

Transcription

1 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 of options when it comes to building and maintaining a portfolio. At the point in time when the portfolio is created decisions have to be made as to what assets to include and in what proportion. This article provides the reader with an understanding of the foundations underpinning Modern Portfolio Theory that provides a framework within which to make sensible asset allocation decisions. Introduction All investors, be they private individuals, trustees or professionals are faced with an extraordinary range of options when it comes to building and maintaining a portfolio. At the point in time when the portfolio is created decisions have to be made as to what assets to include and in what proportion known as asset allocation. When running the portfolio decisions have to be made about when to make any adjustments as a consequence of a changing economic environment or requirements, decisions that are often complicated by consideration of taxes and costs. The purpose of this article is to provide the reader with an understanding of work that has been done on asset allocation over the past 50 years that provides a framework within which to make sensible decisions. This body of work is known as Modern Portfolio Theory. My intention is to provide a basic understanding so that the reader feels comfortable with their investment advisers when Modern Portfolio Theory techniques are being employed, and is able to question the rationale for any alternative methodology when it is not. First establish what you want to achieve As with all activities in life, when building a portfolio it is important first of all to know what it is that you are trying to achieve. In investment terms, it is not sufficient to simply say that you want to achieve the best returns possible. It is impossible to separate the pursuit of the best returns from the consequential exposure to risk that you will face along the way. For example, the national lottery might provide the best possible return available in the United Kingdom right now; for a stake of 1 you might earn many millions. However the risk, and it is a very high risk, is that you will suffer a 100 per cent loss on your investment of 1. It is impossible to separate the pursuit of the best returns from the consequential exposure to risk that you will face along the way Looking at the same question the other way round it is not a sensible starting point to set an investment objective of taking no risk and accepting the investment returns consequent upon that decision. If you place your 1 under the bed and come back some time later you will find that your 1 is still 1. You will have achieved the objective of taking no investment risk, but your money will not have grown in value at all. If you need to achieve a positive return in order to meet the objectives of your investment *Ian Shipway, Managing Director, Bluefin Wealth Management, Park House, Heathcote Road, Camberley, Surrey, GU15 2EU. Tel: þ ; ian.shipway@bluefingroup.co.uk ß The Author (2009). Published by Oxford University Press. All rights reserved. doi: /tandt/ttn129

2 Trusts & Trustees, Vol. 15, No. 2, April 2009 Articles 67 strategy, to provide an income for a beneficiary for example or even just to maintain its value against inflation, then placing your money under the bed has made it certain that you will not meet your objective. You have effectively countered one risk, but in doing so you have opened yourself to another. It can be seen that in formulating an objective for the portfolio we cannot rely solely on a one dimensional view, either of return or of risk. We need to frame our objective in the collective terms of the return which we seek and the amount of risk we are prepared to take in pursuit of that return. This is a necessary first step in the creation of an investment policy. Without this information any investment strategy will be run in a vacuum. You might inadvertently be running much higher risks than you would be comfortable with, or conversely you might be expecting a return that has very little chance of being delivered. The consequence is that the investor will have no idea of whether the strategy has any chance of being successful in the pursuit of the objectives. So, having carried out an initial planning exercise, an investor might then ask how a portfolio might be constructed to meet the requirements for return while remaining within the desired tolerance to risk. A framework for portfolio construction It was when considering this question that Harry Markowitz in 1952 published an article in the Journal of Finance that laid the foundations for what is now known as Modern Portfolio Theory. At its simplest, this can be interpreted as a mathematical interpretation of the old adage don t put all your eggs in one basket. At the time that Markowitz was doing his research, the prevailing influence on portfolio management was some work done in the 1930s on security valuation. That work provided a foundation upon which individual securities could be valued by looking at the fundamentals of the underlying business. Therefore a share was purchased only when its intrinsic value was more than the price demanded by the market, or sold when the market was offering to buy it at more than its intrinsic value. Markowitz considered that if the only thing an investor were interested in was the value of the portfolio, then in order to maximize that value one need only invest in a single security the one that provided the greatest return. However, this is not the way investors did, or should, act. The reality is that investors spread their money between a number of holdings because they are interested in risk as well as return. If something goes wrong with one holding all is not lost as you still have investments in a number of other holdings. It is the same intuition that makes lottery players buy more than one ticket with many tickets there is more chance of your numbers coming up so the risk is spread. This insight led to the development of a mathematical framework for mixing investments within a portfolio to calculate the expected returns for any given level of risk. The basic theory requires an understanding of three factors; the expected return and risk of each component of the portfolio and the way each behaves in relation to the other. The simplest of the three factors to understand is the expected return. This is the annual return that we expect to receive from holding an investment over time. So for example let us assume that we held an investment that we expected would provide us with an annualized return of 5 per cent when held over the long term. What this means is that in future years when we look at the value of our investment we expect it to have risen by the equivalent of 5 per cent of its previous year s value. However, although this provides us with the average return when looked at over multiple years, it does not give us any idea of how much that growth rate varied on a year by year basis. Our second measure, that of risk, provides us with this information and gives us an idea of how much our assumption for return might deviate in any one year. We know from looking at past history that investments rarely provide steady returns year by year. What actually happens is that they go up and down in value, and

3 68 Articles Trusts & Trustees, Vol. 15, No. 2, April 2009 although, using the example above, the expected long-term return might be 5 per cent, in any one year the return might be much higher or lower. We therefore need some measure that provides us with this information and the one that Markovitz selected is a statistical measure called the standard deviation. It is important to understand that standard deviation is a statistical measure that describes the range above or below the average that is likely to be experienced in two out of three years. In the other year the deviation from the mean is likely to exceed the standard. So, if our standard deviation was say 8 per cent, what that would tell us is that in two years out of three we should expect our investment to provide returns of between 3 per cent (5 8 per cent) and 13 per cent (5 þ 8 per cent). Investments with a high standard deviation are described as having a high volatility because their behaviour is volatile, while those with a low standard deviation are described as having low volatility. All things being equal, it is better to hold investments with a lower volatility. To illustrate this let us assume that we invest 100 into two investments, one rises and falls in value by 50 per cent each year while the other neither increases nor decreases. The first investment after one year goes up 50 per cent and is worth 150, but in year two falls in value to 75 and so on. After four years, this investment will be worth about 56 while the other will still be worth 100. Both have an average annual return of zero, but the more volatile investment has fallen in value. So far we have concluded that we need to build our portfolio from a number of different investments and that all things being equal it is better for the portfolio to have a lower volatility. The question is how do we select our individual component parts and what proportions do we hold in each one. The answer lies with the third factor, correlation, which measures how similar the ups and downs in value of any two investments are to each other. For example if two investments both rose and fell in value at exactly the same time then they would have an exact correlation to each other, whereas if one rose in value at the same time as another fell in value then they would be negatively correlated. When constructing a portfolio it is better to include a variety of different assets that go up and down in value at different times to each other. To appreciate this let us assume that you have the opportunity to invest in two businesses, one that sells deckchairs and another that sells umbrellas. If you decide to put all of your investment into the deckchair business you will do well when the sun is shining but not so well when it is raining. This is illustrated by the blue line A in chart 1 where the value of your investment is rising when the sun shines, but falls when it rains. If the deckchair business was your only investment you would suffer a lot of ups and downs in the value of your portfolio, although you should expect a positive return over the long term. Conversely if you only purchased shares in the umbrella manufacturer, illustrated by red line B, you would suffer a fall in the value of your investment during sunny periods and a rise during rainy periods. Owning either investment on its own would give you sleepless nights. A B Now consider what would happen if you put half of your money into the deckchair company and the other half into the umbrella company. Your overall return would be the same as when investing all of your money into one or the other. However, the value of the combined portfolio will not suffer the ups and downs of the individual holdings as taken together the ups and downs cancel each other out, as illustrated by the value of black line C, and you are left with just the aggregate value. C

4 Trusts & Trustees, Vol. 15, No. 2, April 2009 Articles 69 By combining investments that do not go up and down in value at the same time as each other you have reduced your risk without reducing your return. This is often referred to as the only free lunch in the investment world. In the real world no two investments that exactly mirror each other s movements exist but the principle of mixing investments that do not move exactly like each other remains sound. So Modern Portfolio Theory was founded on the observation that investors did not hold just one investment but created a portfolio made up of a number of individual investments. The theory created a mathematical framework that allowed the portfolio manager to mix these individual investments and to have some idea of the risk and return that might be expected from the combination. Modern portfolio theory was founded on the observation that investors did not hold just one investment but created a portfolio made up of a number of individual investments that provide the best return for any given level of risk. This technique is still in wide use today. To understand how it works let us start by assuming that we have only two investments available to select from; UK shares and cash. Our portfolio can be made up entirely of shares, entirely of cash or of a combination of the two. These two portfolios are represented by points A and B on chart 2, with point A being all cash and point B being all shares. Looking backwards we know that over the past 50 years shares in the United Kingdom, as represented by the all share index, have provided a return of the order of 12 per cent a year, while cash has provided a lower return of the order of 8 per cent a year. However, in achieving the higher returns shares have suffered an annual standard deviation of just over 19 per cent, while cash has been much more stable and has a standard deviation on an annual basis of less than 1 per cent. What we can see from the chart therefore is that although portfolio B has a higher return than portfolio A, the risk has been much higher. The theory also made two key assumptions: Investors are rational and want to achieve a return commensurate with risk. All investors are risk averse. This does not mean that investors do not want to take any risk, but means that given two assets that offer the same expected return, investors will prefer the less risky one. Conversely, an investor will take on increased risk only if compensated by higher expected returns. This was all very well, but what investors next wanted to know was what combinations of investments provided the best return for any given level of risk. Further work by the mathematicians and the advent of computers provided an answer. A process, known as optimization, was the solution. In this process a computer can be used to calculate the risk and return characteristics of a very large number of combinations of different investments to find those What this tells us as investors is that, based upon past history, if we want a higher return then we must accept a higher risk. If we return to the chart you will see that other points have been plotted for portfolios that contain other combinations of cash and shares, with each portfolio from A to B having an increased

5 70 Articles Trusts & Trustees, Vol. 15, No. 2, April 2009 equity content. What is immediately obvious is that the line joining all of these points is not a straight line but is curved. This is due to the third factor that we discussed above, correlation, and is a consequence of the fact that our cash and shares do not go up and down in value at the same time or extent as each other. The portfolios on chart 2 are made up of just two asset classes. On chart 3 we have introduced a third asset class, small company shares, and the red line plots the risk and return for portfolios made up of all three. It can be seen that the effect is to tilt the line upwards, or in other words we have increased our expected returns without increasing our risk. What this illustrates is that by adding a number of different asset classes together we can create combinations that increase returns without necessarily increasing risk. With the help of a computer, we can look at many combinations of investments to give us the optimum combination for risk and return. If we plot these portfolios on a graph similar to chart 3, we will find that they would all fall along a line that bent inwards towards the top left corner similar to the red line on chart 3. This line represents the best possible combination from a range of assets and is referred to as the Efficient Frontier. This ability to optimize a portfolio based upon the risk and return characteristics of its underlying components is a compelling proposition. There are many websites where investors can gain access to an optimizer and can create their own efficient portfolios. Indeed one might ask if there is a need for professional investment advice if the most efficient portfolio can be created by a computer. As compelling as it may seem, there are drawbacks and it is important to understand the limitations of the methodology. Going back to the beginning, you will recall that three inputs are required: return, risk and correlation. If these were all steady or fixed numbers we would have no problem. The reality is that they are not fixed but vary over time. For example the annual returns from equity markets have been very different in the past 12 months to what they were five years ago and the range between highs and lows have also varied to a significant degree. Therefore, if we run our optimizer based on the set of statistics from five years ago we will get a markedly different answer to that if we used today s figures. These differences are not small and will usually result in a significantly different optimum portfolio depending upon which set of figures is used. To some degree this can be countered by using very long-term assumptions, but in the short term our actual experience may vary considerably from the long-term averages. A further complication is that correlations between different assets changes over time. Although we may select the assets for our portfolio based on their low correlation to each other, it is not helpful if those correlations break down. This most frequently happens at the moment we least want it, such as when all world markets fall at the same time due to events such as the recent credit crunch. So, although we can produce graphs that look very compelling and that highlight where an investor should be invested, the reality is that the efficient frontier does not exist in real life because the risk, return and correlations are constantly changing. A more appropriate way of looking at the issue is that there is a broad area where portfolio characteristics are better, towards the top left corner of a risk return chart, where returns are higher and

6 Trusts & Trustees, Vol. 15, No. 2, April 2009 Articles 71 risks lower. We will never have the absolute answer to what is the optimum portfolio, but we can get an idea of what is and what is not in the right ballpark. So far I have referred to historic characteristics of risk, return and correlation in order to calculate our efficient frontier. This need not be the case and we could use figures that we believe are reasonable on a forward looking basis. So we might determine that although cash has provided returns of around 8 per cent a year over the past 50 years, returns going forward will be lower. Another problem with Modern Portfolio Theory is the way in which it deals with risk. The risk measure that is used is the deviation of returns from an expected midpoint. A low risk investment under this definition is one that has a low dispersion of returns, while a risky investment has a high dispersion of returns. Going back to the examples of UK shares and cash used above, our expected annual return from a portfolio consisting entirely of shares is approximately between 7 per cent and 31 per cent, a range of 38 per cent. However, the range of long-term returns from cash is expected to be between 6 per cent and 8 per cent, a very much smaller range of 2 per cent. On this basis, the cash is defined as having a lower risk, because it has a lower dispersion or volatility. It is reasonable, however, to question whether a measure of deviation of returns around an expected mean is an appropriate measure of risk for an investor. The reality is that most clients are not really bothered about the upside risks, it is the downside risks that they are concerned about. It is rare for an investor to complain when an upside risk is being experienced, but when suffering a downside risk they will want to know why. To put this into perspective consider once again our UK share portfolio, which has an expected return of around 12 per cent and deviation of around 19 per cent. If we were to find another investment that had a higher expected annual return of say 20 per cent but the same standard deviation then it would be considered just as risky as our share portfolio. This is clearly counter intuitive and is a further reason why the theoretical benefits of Modern Portfolio Theory are not accurately reflected in the real world. The reality is that most clients are not really bothered about the upside risks, it is the downside risks that they are concerned about In practical terms, it is also important to understand other risks that face the investor. These will include inflation risk, deflation risk, default risk, stock-specific risk and market risk amongst others. To a greater or lesser extent these risks can be mitigated within the portfolio by including investments that individually counter these specific risks, whilst still having the return, volatility and correlation characteristics to be of use in getting us somewhere near the efficient frontier. The greatest risk faced by an investor, however, is the risk of not meeting the clients-stated objectives. So, to return to where we started, the first and most important question for investors is what they are trying to achieve with the portfolio. This will provide an indication of the returns that will be needed to achieve the objective. The next issue is to identify the risks that the investor will face along the way, which will include short-term ups and downs in the portfolio value as well as a host of other risks. Building blocks can be selected that have certain characteristics to counter some of the risks identified. For example, cash is very resilient to short-term ups and downs in value whilst commercial property is an effective hedge against inflation. Individual shares can lose all of their value, while collective funds containing a diversified portfolio of shares cannot. Once we have decided on the list of building blocks that we might want to use, we can employ Modern Portfolio Theory to get an idea of what a sensible portfolio might look like. This should not be viewed as the perfect solution, but forms a sound foundation on which to base a decision. The alternatives, based usually upon individual opinion or consensus views, also have significant weaknesses and rarely offer a superior basis on which to run a long-term portfolio strategy.

Explaining risk, return and volatility. An Octopus guide

Explaining risk, return and volatility. An Octopus guide Explaining risk, return and volatility An Octopus guide Important information The value of an investment, and any income from it, can fall as well as rise. You may not get back the full amount they invest.

More information

Financial Advisor. Understanding Risk. May 15, 2018 Page 1 of 5, see disclaimer on final page

Financial Advisor. Understanding Risk. May 15, 2018 Page 1 of 5, see disclaimer on final page Financial Advisor Understanding Risk Page 1 of 5, see disclaimer on final page Understanding Risk Few terms in personal finance are as important, or used as frequently, as "risk." Nevertheless, few terms

More information

Module 6 Portfolio risk and return

Module 6 Portfolio risk and return Module 6 Portfolio risk and return Prepared by Pamela Peterson Drake, Ph.D., CFA 1. Overview Security analysts and portfolio managers are concerned about an investment s return, its risk, and whether it

More information

Hedge Fund Returns: You Can Make Them Yourself!

Hedge Fund Returns: You Can Make Them Yourself! ALTERNATIVE INVESTMENT RESEARCH CENTRE WORKING PAPER SERIES Working Paper # 0023 Hedge Fund Returns: You Can Make Them Yourself! Harry M. Kat Professor of Risk Management, Cass Business School Helder P.

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

The Best Income Portfolio For Every Market Condition

The Best Income Portfolio For Every Market Condition The Best Income Portfolio For Every Market Condition The All Seasons Hedged Portfolio Dr. J.B. Farwell About the Author. [ Dr. J.B. Farwell, author of a best-selling investment book, "Buffett and Beyond"

More information

Leverage Aversion, Efficient Frontiers, and the Efficient Region*

Leverage Aversion, Efficient Frontiers, and the Efficient Region* Posted SSRN 08/31/01 Last Revised 10/15/01 Leverage Aversion, Efficient Frontiers, and the Efficient Region* Bruce I. Jacobs and Kenneth N. Levy * Previously entitled Leverage Aversion and Portfolio Optimality:

More information

Risk and Return and Portfolio Theory

Risk and Return and Portfolio Theory Risk and Return and Portfolio Theory Intro: Last week we learned how to calculate cash flows, now we want to learn how to discount these cash flows. This will take the next several weeks. We know discount

More information

Guide to investment risk and return. January 2009

Guide to investment risk and return. January 2009 Guide to investment risk and return January 2009 Guide to investment risk and return This guide is designed to help you choose an asset allocation for your investment or super portfolio. It provides an

More information

Portfolio Theory and Diversification

Portfolio Theory and Diversification Topic 3 Portfolio Theoryand Diversification LEARNING OUTCOMES By the end of this topic, you should be able to: 1. Explain the concept of portfolio formation;. Discuss the idea of diversification; 3. Calculate

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

Investment Principles and risk. Learning Outcome 8

Investment Principles and risk. Learning Outcome 8 Investment Principles and risk Learning Outcome 8 By the end of this learning material you will be able to demonstrate an understanding of the principles of investment planning. 8.1 The Main Approaches

More information

First Rule of Successful Investing: Setting Goals

First Rule of Successful Investing: Setting Goals Morgan Keegan The Lynde Group 4400 Post Oak Parkway Suite 2670 Houston, TX 77027 (713)840-3640 hal.lynde@morgankeegan.com hal.lynde.mkadvisor.com First Rule of Successful Investing: Setting Goals Morgan

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

Introduction to the Gann Analysis Techniques

Introduction to the Gann Analysis Techniques Introduction to the Gann Analysis Techniques A Member of the Investment Data Services group of companies Bank House Chambers 44 Stockport Road Romiley Stockport SK6 3AG Telephone: 0161 285 4488 Fax: 0161

More information

An Introduction to Resampled Efficiency

An Introduction to Resampled Efficiency by Richard O. Michaud New Frontier Advisors Newsletter 3 rd quarter, 2002 Abstract Resampled Efficiency provides the solution to using uncertain information in portfolio optimization. 2 The proper purpose

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

University 18 Lessons Financial Management. Unit 12: Return, Risk and Shareholder Value

University 18 Lessons Financial Management. Unit 12: Return, Risk and Shareholder Value University 18 Lessons Financial Management Unit 12: Return, Risk and Shareholder Value Risk and Return Risk and Return Security analysis is built around the idea that investors are concerned with two principal

More information

Decision Theory. Refail N. Kasimbeyli

Decision Theory. Refail N. Kasimbeyli Decision Theory Refail N. Kasimbeyli Chapter 3 3 Utility Theory 3.1 Single-attribute utility 3.2 Interpreting utility functions 3.3 Utility functions for non-monetary attributes 3.4 The axioms of utility

More information

Geoff Considine, Ph.D.

Geoff Considine, Ph.D. Choosing Your Portfolio Risk Tolerance Geoff Considine, Ph.D. Copyright Quantext, Inc. 2008 1 In a recent article, I laid out a series of steps for portfolio planning that emphasized how to get the most

More information

an intelligent investment solution

an intelligent investment solution an intelligent investment solution 2 investing money today Investing money has never been easy, but these days it seems especially difficult: Uncertainty - Investment markets don t seem to be behaving

More information

Reading Five: How Millions Turned Inflation Into Wealth: The Hidden Truth

Reading Five: How Millions Turned Inflation Into Wealth: The Hidden Truth Reading Five: How Millions Turned Inflation Into Wealth: The Hidden Truth Much of this reading has been excerpted from The Secret Power Within Your Mortgage Copyright 2007 by Daniel R. Amerman, CFA, All

More information

Mental-accounting portfolio

Mental-accounting portfolio SANJIV DAS is a professor of finance at the Leavey School of Business, Santa Clara University, in Santa Clara, CA. srdas@scu.edu HARRY MARKOWITZ is a professor of finance at the Rady School of Management,

More information

Steve Keen s Dynamic Model of the economy.

Steve Keen s Dynamic Model of the economy. Steve Keen s Dynamic Model of the economy. Introduction This article is a non-mathematical description of the dynamic economic modeling methods developed by Steve Keen. In a number of papers and articles

More information

R02 Portfolio Construction and Management

R02 Portfolio Construction and Management R02 Portfolio Construction and Management This section will consider the main strategies that can be used to construct the optimal portfolio for a client s needs together with how those needs can be identified.

More information

Markowitz portfolio theory

Markowitz portfolio theory Markowitz portfolio theory Farhad Amu, Marcus Millegård February 9, 2009 1 Introduction Optimizing a portfolio is a major area in nance. The objective is to maximize the yield and simultaneously minimize

More information

START INVESTING WITH ONLY $1,000

START INVESTING WITH ONLY $1,000 START INVESTING WITH ONLY $1,000 So you have $1,000 set aside, and you re ready to enter the world of investing. In this article, we ll walk you through getting started as an investor and show you how

More information

Survey of Math Chapter 21: Savings Models Handout Page 1

Survey of Math Chapter 21: Savings Models Handout Page 1 Chapter 21: Savings Models Handout Page 1 Growth of Savings: Simple Interest Simple interest pays interest only on the principal, not on any interest which has accumulated. Simple interest is rarely used

More information

The objective of Part One is to provide a knowledge base for learning about the key

The objective of Part One is to provide a knowledge base for learning about the key PART ONE Key Option Elements The objective of Part One is to provide a knowledge base for learning about the key elements of forex options. This includes a description of plain vanilla options and how

More information

Putting Money to Work - Investing

Putting Money to Work - Investing Chapter 12 Putting Money to Work - Investing J.H. Morley said: In investing money, the amount of interest you want should depend on whether you want to eat well or sleep well. Another man with initials

More information

Advanced Financial Economics Homework 2 Due on April 14th before class

Advanced Financial Economics Homework 2 Due on April 14th before class Advanced Financial Economics Homework 2 Due on April 14th before class March 30, 2015 1. (20 points) An agent has Y 0 = 1 to invest. On the market two financial assets exist. The first one is riskless.

More information

Models of Asset Pricing

Models of Asset Pricing appendix1 to chapter 5 Models of Asset Pricing In Chapter 4, we saw that the return on an asset (such as a bond) measures how much we gain from holding that asset. When we make a decision to buy an asset,

More information

INVESTMENT UPDATE. 4th May 2016 PERFORMANCE UPDATE

INVESTMENT UPDATE. 4th May 2016 PERFORMANCE UPDATE INVESTMENT UPDATE 4th May 2016 PERFORMANCE UPDATE ASSET CLASS REVIEW SPOTLIGHT ON WOODFORD EQUITY INCOME FUND WHAT RISK ARE YOU TAKING WITH YOUR MONEY? FINAL COMMENT PERFORMANCE UPDATE The beginning of

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

Handout 4: Gains from Diversification for 2 Risky Assets Corporate Finance, Sections 001 and 002

Handout 4: Gains from Diversification for 2 Risky Assets Corporate Finance, Sections 001 and 002 Handout 4: Gains from Diversification for 2 Risky Assets Corporate Finance, Sections 001 and 002 Suppose you are deciding how to allocate your wealth between two risky assets. Recall that the expected

More information

Analysis INTRODUCTION OBJECTIVES

Analysis INTRODUCTION OBJECTIVES Chapter5 Risk Analysis OBJECTIVES At the end of this chapter, you should be able to: 1. determine the meaning of risk and return; 2. explain the term and usage of statistics in determining risk and return;

More information

THEORY & PRACTICE FOR FUND MANAGERS. SPRING 2011 Volume 20 Number 1 RISK. special section PARITY. The Voices of Influence iijournals.

THEORY & PRACTICE FOR FUND MANAGERS. SPRING 2011 Volume 20 Number 1 RISK. special section PARITY. The Voices of Influence iijournals. T H E J O U R N A L O F THEORY & PRACTICE FOR FUND MANAGERS SPRING 0 Volume 0 Number RISK special section PARITY The Voices of Influence iijournals.com Risk Parity and Diversification EDWARD QIAN EDWARD

More information

covered warrants uncovered an explanation and the applications of covered warrants

covered warrants uncovered an explanation and the applications of covered warrants covered warrants uncovered an explanation and the applications of covered warrants Disclaimer Whilst all reasonable care has been taken to ensure the accuracy of the information comprising this brochure,

More information

TECHNIQUES FOR DECISION MAKING IN RISKY CONDITIONS

TECHNIQUES FOR DECISION MAKING IN RISKY CONDITIONS RISK AND UNCERTAINTY THREE ALTERNATIVE STATES OF INFORMATION CERTAINTY - where the decision maker is perfectly informed in advance about the outcome of their decisions. For each decision there is only

More information

INVESTMENT PERSPECTIVES. The Value of Diversification. July 2018

INVESTMENT PERSPECTIVES. The Value of Diversification. July 2018 July 2018 INVESTMENT PERSPECTIVES The Value of Diversification Every thoughtful investment plan should have a clear, suitable diversification strategy, and it s something we take very seriously. We cannot

More information

Cambridge University Press The Concepts and Practice of Mathematical Finance, Second Edition M. S. Joshi Excerpt More information

Cambridge University Press The Concepts and Practice of Mathematical Finance, Second Edition M. S. Joshi Excerpt More information 1 Risk 1.1 What is risk? It is arguable that risk is the key concept in modern finance. Every transaction can be viewed as the buying or selling of risk. The success of an organization is determined by

More information

Risk Aversion, Stochastic Dominance, and Rules of Thumb: Concept and Application

Risk Aversion, Stochastic Dominance, and Rules of Thumb: Concept and Application Risk Aversion, Stochastic Dominance, and Rules of Thumb: Concept and Application Vivek H. Dehejia Carleton University and CESifo Email: vdehejia@ccs.carleton.ca January 14, 2008 JEL classification code:

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

WEALTH CARE KIT SM. Investment Planning. A website built by the National Endowment for Financial Education dedicated to your financial well-being.

WEALTH CARE KIT SM. Investment Planning. A website built by the National Endowment for Financial Education dedicated to your financial well-being. WEALTH CARE KIT SM Investment Planning A website built by the dedicated to your financial well-being. Do you have long-term goals you re uncertain how to finance? Are you a saver or an investor? Have you

More information

Global Imbalances. January 23rd

Global Imbalances. January 23rd Global Imbalances January 23rd Fact #1: The US deficit is big But there is little agreement on why, or on how much we should worry about it Global current account identity (CA = S-I = I*-S*) is a useful

More information

Choice Under Uncertainty (Chapter 12)

Choice Under Uncertainty (Chapter 12) Choice Under Uncertainty (Chapter 12) January 6, 2011 Teaching Assistants Updated: Name Email OH Greg Leo gleo[at]umail TR 2-3, PHELP 1420 Dan Saunders saunders[at]econ R 9-11, HSSB 1237 Rish Singhania

More information

INVESTMENT UPDATE. August 2018 PERFORMANCE UPDATE

INVESTMENT UPDATE. August 2018 PERFORMANCE UPDATE 1 INVESTMENT UPDATE August 2018 PERFORMANCE UPDATE ASSET CLASS REVIEW HIGH RISK EQUALS HIGH RETURNS? WHAT RISK ARE YOU TAKING WITH YOUR MONEY? FINAL COMMENT PERFORMANCE UPDATE The portfolios performed

More information

ECMC49S Midterm. Instructor: Travis NG Date: Feb 27, 2007 Duration: From 3:05pm to 5:00pm Total Marks: 100

ECMC49S Midterm. Instructor: Travis NG Date: Feb 27, 2007 Duration: From 3:05pm to 5:00pm Total Marks: 100 ECMC49S Midterm Instructor: Travis NG Date: Feb 27, 2007 Duration: From 3:05pm to 5:00pm Total Marks: 100 [1] [25 marks] Decision-making under certainty (a) [10 marks] (i) State the Fisher Separation Theorem

More information

Basic Tools of Finance (Chapter 27 in Mankiw & Taylor)

Basic Tools of Finance (Chapter 27 in Mankiw & Taylor) Basic Tools of Finance (Chapter 27 in Mankiw & Taylor) We have seen that the financial system coordinates saving and investment These are decisions made today that affect us in the future But the future

More information

ONE STRATEGY FOR ALL. Commentary: February Human After All

ONE STRATEGY FOR ALL. Commentary: February Human After All Commentary: February 2017 ONE STRATEGY FOR ALL With changes in weather, we change our clothes. The more wide-ranging and unpredictable the patterns, the bigger our closets. So it goes with our investments.

More information

Archana Khetan 05/09/ MAFA (CA Final) - Portfolio Management

Archana Khetan 05/09/ MAFA (CA Final) - Portfolio Management Archana Khetan 05/09/2010 +91-9930812722 Archana090@hotmail.com MAFA (CA Final) - Portfolio Management 1 Portfolio Management Portfolio is a collection of assets. By investing in a portfolio or combination

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

Client Services. Assessing Your Attitude to Risk. 1 Lonsdale Services Limited

Client Services. Assessing Your Attitude to Risk. 1 Lonsdale Services Limited Client Services Assessing Your Attitude to Risk 1 Lonsdale Services Limited Understanding your attitude towards investment risk, reward and volatility is an essential requirement before we recommend an

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

Theoretical Aspects Concerning the Use of the Markowitz Model in the Management of Financial Instruments Portfolios

Theoretical Aspects Concerning the Use of the Markowitz Model in the Management of Financial Instruments Portfolios Theoretical Aspects Concerning the Use of the Markowitz Model in the Management of Financial Instruments Portfolios Lecturer Mădălina - Gabriela ANGHEL, PhD Student madalinagabriela_anghel@yahoo.com Artifex

More information

Transcript - The Money Drill: The Long and Short of Saving and Investng

Transcript - The Money Drill: The Long and Short of Saving and Investng Transcript - The Money Drill: The Long and Short of Saving and Investng J.J.: Hi. This is "The Money Drill," and I'm J.J. Montanaro. With the help of some great guest, I'll help you find your way through

More information

CHAPTER 3.4. Trading Psychology

CHAPTER 3.4. Trading Psychology CHAPTER 3.4 Trading Psychology TRADING PSYCHOLOGY Stock and CFD traders have to not only compete with other traders in the stock and CFD markets but also with themselves. Often as a stock or CFD trader

More information

Common Investment Benchmarks

Common Investment Benchmarks Common Investment Benchmarks Investors can select from a wide variety of ready made financial benchmarks for their investment portfolios. An appropriate benchmark should reflect your actual portfolio as

More information

Best Reply Behavior. Michael Peters. December 27, 2013

Best Reply Behavior. Michael Peters. December 27, 2013 Best Reply Behavior Michael Peters December 27, 2013 1 Introduction So far, we have concentrated on individual optimization. This unified way of thinking about individual behavior makes it possible to

More information

STRATEGIES WITH OPTIONS

STRATEGIES WITH OPTIONS MÄLARDALEN UNIVERSITY PROJECT DEPARTMENT OF MATHEMATICS AND PHYSICS ANALYTICAL FINANCE I, MT1410 TEACHER: JAN RÖMAN 2003-10-21 STRATEGIES WITH OPTIONS GROUP 3: MAGNUS SÖDERHOLTZ MAZYAR ROSTAMI SABAHUDIN

More information

Table of Content. What is your investment dream? 2. What should your investment plan be? 3. Financial Planning 4. Asset Classes 5.

Table of Content. What is your investment dream? 2. What should your investment plan be? 3. Financial Planning 4. Asset Classes 5. THE JOURNEY TO FINANCIAL FREEDOM Table of Content What is your investment dream? 2 What should your investment plan be? 3 Financial Planning 4 Asset Classes 5 Inflation 6 Reducing Investment Risk 7 Value

More information

Diversification and Yield Enhancement with Hedge Funds

Diversification and Yield Enhancement with Hedge Funds ALTERNATIVE INVESTMENT RESEARCH CENTRE WORKING PAPER SERIES Working Paper # 0008 Diversification and Yield Enhancement with Hedge Funds Gaurav S. Amin Manager Schroder Hedge Funds, London Harry M. Kat

More information

How I Trade Profitably Every Single Month without Fail

How I Trade Profitably Every Single Month without Fail How I Trade Profitably Every Single Month without Fail First of all, let me take some time to introduce myself to you. I am Koon Hwee (KH Lee) and I am a full time currency trader. I have a passion for

More information

How to Forecast Future Stock Returns: Part 3

How to Forecast Future Stock Returns: Part 3 How to Forecast Future Stock Returns: Part 3 Chuck Carnevale - Monday, July 16, 2012 Introduction In Part 1 and Part 2 of this three-part series, we established the basic principles of valuation and provided

More information

Chapter 1 Microeconomics of Consumer Theory

Chapter 1 Microeconomics of Consumer Theory Chapter Microeconomics of Consumer Theory The two broad categories of decision-makers in an economy are consumers and firms. Each individual in each of these groups makes its decisions in order to achieve

More information

SYNTHETIC FUNDS AND THE MONGOLIAN BARBEQUE

SYNTHETIC FUNDS AND THE MONGOLIAN BARBEQUE SYNTHETIC FUNDS AND THE MONGOLIAN BARBEQUE Harry M. Kat* This version: August 7, 2006 Please address all correspondence to: Harry M. Kat Professor of Risk Management and Director Alternative Investment

More information

How to create portfolios for different risk groups and what to consider

How to create portfolios for different risk groups and what to consider BscB, 6 semester Bachelor Thesis Department of business studies GROUP: S11-13,72 Authors: Anders G. Nielsen Gestur Z. Valdimarsson Supervisor: Michael Christensen How to create portfolios for different

More information

Seeking ALPHA - (C) 2007 Kingdom Venture Partners by Sherman Muller, MBA

Seeking ALPHA - (C) 2007 Kingdom Venture Partners by Sherman Muller, MBA Seeking ALPHA - Superior Risk Adjusted Return (C) 2007 Kingdom Venture Partners by Sherman Muller, MBA Overview In the world of institutional investment management, investors seek to achieve an optimal

More information

This is Interest Rate Parity, chapter 5 from the book Policy and Theory of International Finance (index.html) (v. 1.0).

This is Interest Rate Parity, chapter 5 from the book Policy and Theory of International Finance (index.html) (v. 1.0). This is Interest Rate Parity, chapter 5 from the book Policy and Theory of International Finance (index.html) (v. 1.0). This book is licensed under a Creative Commons by-nc-sa 3.0 (http://creativecommons.org/licenses/by-nc-sa/

More information

The Diversification of Employee Stock Options

The Diversification of Employee Stock Options The Diversification of Employee Stock Options David M. Stein Managing Director and Chief Investment Officer Parametric Portfolio Associates Seattle Andrew F. Siegel Professor of Finance and Management

More information

Making Hard Decision. ENCE 627 Decision Analysis for Engineering. Identify the decision situation and understand objectives. Identify alternatives

Making Hard Decision. ENCE 627 Decision Analysis for Engineering. Identify the decision situation and understand objectives. Identify alternatives CHAPTER Duxbury Thomson Learning Making Hard Decision Third Edition RISK ATTITUDES A. J. Clark School of Engineering Department of Civil and Environmental Engineering 13 FALL 2003 By Dr. Ibrahim. Assakkaf

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

How Risky is the Stock Market

How Risky is the Stock Market How Risky is the Stock Market An Analysis of Short-term versus Long-term investing Elena Agachi and Lammertjan Dam CIBIF-001 18 januari 2018 1871 1877 1883 1889 1895 1901 1907 1913 1919 1925 1937 1943

More information

Planning an Investment Strategy

Planning an Investment Strategy Planning an Investment Strategy VALUE L I N E I N V EST M E N T E DUCAT I ON Smart research. Smarter investing. 2015 Value Line, Inc. All Rights Reserved. Value Line, the Value Line logo, The Value Line

More information

Investment In Bursa Malaysia Between Returns And Risks

Investment In Bursa Malaysia Between Returns And Risks Investment In Bursa Malaysia Between Returns And Risks AHMED KADHUM JAWAD AL-SULTANI, MUSTAQIM MUHAMMAD BIN MOHD TARMIZI University kebangsaan Malaysia,UKM, School of Business and Economics, 43600, Pangi

More information

Stock Market Sell-Off! What Stock Market Sell-Off? PAGE 3. Stop Making Excuses And Start Saving PAGE 4. Hurricane IRMA Relief. Year End Strategies

Stock Market Sell-Off! What Stock Market Sell-Off? PAGE 3. Stop Making Excuses And Start Saving PAGE 4. Hurricane IRMA Relief. Year End Strategies Vol. 18 No. 4 OCTOBER 2017 NEWS Stock Market Sell-Off! What Stock Market Sell-Off? PAGE 3 Stop Making Excuses And Start Saving PAGE 4 Hurricane IRMA Relief PAGE 5 8 PA Year End Strategies PAGE 6 8 PA Table

More information

the cost of capital recharge workshop Key Financial Concepts (I) - Understanding what return you should be making on your money Alan Hargreaves

the cost of capital recharge workshop Key Financial Concepts (I) - Understanding what return you should be making on your money Alan Hargreaves the cost of capital Key Financial Concepts (I) - Understanding what return you should be making on your money Alan Hargreaves In brief You don t have to be a genius to apply basic financial yardsticks

More information

Direxion/Wilshire Dynamic Asset Allocation Models Asset Management Tools Designed to Enhance Investment Flexibility

Direxion/Wilshire Dynamic Asset Allocation Models Asset Management Tools Designed to Enhance Investment Flexibility Daniel D. O Neill, President and Chief Investment Officer Direxion/Wilshire Dynamic Asset Allocation Models Asset Management Tools Designed to Enhance Investment Flexibility Executive Summary At Direxion

More information

Matter. Investment Research Series. why dividends. & Matthew Page, CFA

Matter. Investment Research Series. why dividends. & Matthew Page, CFA Investment Research Series why dividends Matter Dr. Ian Mortimer & Matthew Page, CFA Introduction Investors seem to be rediscovering the power of dividends as an important element in the pursuit of long-term

More information

A New Approach to Measuring and Managing Investment Risk

A New Approach to Measuring and Managing Investment Risk A New Approach to Measuring and Managing Investment Risk James Chong, Ph.D. *David T. Fractor, Ph.D. *G. Michael Phillips, Ph.D. June 19, 2010 (*presenting) Part 1: The State of the Economy S&P 500,

More information

STRATEGIC CONCEPTS: INVESTMENT & RISK

STRATEGIC CONCEPTS: INVESTMENT & RISK ASSET ALLOCATION & RISK PROFILING What is Asset Allocation?» The distribution of your portfolio between the following asset classes:» Return generation of any portfolio return, asset allocation is responsible

More information

Binary Options Trading Strategies How to Become a Successful Trader?

Binary Options Trading Strategies How to Become a Successful Trader? Binary Options Trading Strategies or How to Become a Successful Trader? Brought to You by: 1. Successful Binary Options Trading Strategy Successful binary options traders approach the market with three

More information

The Submission of. William M. Mercer Limited. The Royal Commission on Workers Compensation in British Columbia. Part B: Asset/Liability Study

The Submission of. William M. Mercer Limited. The Royal Commission on Workers Compensation in British Columbia. Part B: Asset/Liability Study The Submission of William M. Mercer Limited to Workers Compensation Part B: Prepared By: William M. Mercer Limited 161 Bay Street P.O. Box 501 Toronto, Ontario M5J 2S5 June 4, 1998 TABLE OF CONTENTS Executive

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

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

David Stendahl And Position Sizing

David Stendahl And Position Sizing On Improving Your Results David Stendahl And Position Sizing David Stendahl is the portfolio manager at Capitalogix, a Commodity Trading Advisor (CTA) firm specializing in systematic trading. He is also

More information

International Money and Banking: 6. Problems with Monetarism

International Money and Banking: 6. Problems with Monetarism International Money and Banking: 6. Problems with Monetarism Karl Whelan School of Economics, UCD Spring 2018 Karl Whelan (UCD) Money and Inflation Spring 2018 1 / 30 The Basic Elements of Monetarism Last

More information

Characterization of the Optimum

Characterization of the Optimum ECO 317 Economics of Uncertainty Fall Term 2009 Notes for lectures 5. Portfolio Allocation with One Riskless, One Risky Asset Characterization of the Optimum Consider a risk-averse, expected-utility-maximizing

More information

BUILDING INVESTMENT PORTFOLIOS WITH AN INNOVATIVE APPROACH

BUILDING INVESTMENT PORTFOLIOS WITH AN INNOVATIVE APPROACH BUILDING INVESTMENT PORTFOLIOS WITH AN INNOVATIVE APPROACH Asset Management Services ASSET MANAGEMENT SERVICES WE GO FURTHER When Bob James founded Raymond James in 1962, he established a tradition of

More information

Minimum Variance and Tracking Error: Combining Absolute and Relative Risk in a Single Strategy

Minimum Variance and Tracking Error: Combining Absolute and Relative Risk in a Single Strategy White Paper Minimum Variance and Tracking Error: Combining Absolute and Relative Risk in a Single Strategy Matthew Van Der Weide Minimum Variance and Tracking Error: Combining Absolute and Relative Risk

More information

Why You Should Invest in Stocks COPYRIGHTED MATERIAL

Why You Should Invest in Stocks COPYRIGHTED MATERIAL Why You Should Invest in Stocks COPYRIGHTED MATERIAL Lesson 101: Stocks Versus Other Investments Some regard private enterprise as if it were a predatory tiger to be shot. Others look upon it as a cow

More information

Invest now or temporarily hold your cash?

Invest now or temporarily hold your cash? Invest now or temporarily hold your cash? Mike Custer: Hello, and welcome to Vanguard s Investment Commentary Podcast series. I m Mike Custer. In this month s episode, which we re recording on November

More information

What is Risk? Jessica N. Portis, CFA Senior Vice President. Summit Strategies Group 8182 Maryland Avenue, 6th Floor St. Louis, Missouri 63105

What is Risk? Jessica N. Portis, CFA Senior Vice President. Summit Strategies Group 8182 Maryland Avenue, 6th Floor St. Louis, Missouri 63105 What is Risk? Jessica N. Portis, CFA Senior Vice President 8182 Maryland Avenue, 6th Floor St. Louis, Missouri 63105 314.727.7211 summitstrategies.com WHAT IS RISK? risk {noun} 1. Possibility of loss or

More information

IML White Paper Sequencing Risk: Pre- and Post-Retiree Dilemma

IML White Paper Sequencing Risk: Pre- and Post-Retiree Dilemma Welcome to the IML s first White Paper exploring Sequencing Risk. Sequencing risk is the risk of experiencing poor investment performance at the wrong time, typically when the portfolio balance is at its

More information

Which Is the Better Valuation Metric? The P/E Ratio or the PEG Ratio: Part 1

Which Is the Better Valuation Metric? The P/E Ratio or the PEG Ratio: Part 1 Which Is the Better Valuation Metric? The P/E Ratio or the PEG Ratio: Part 1 October 28, 2016 by Chuck Carnevale of F.A.S.T. Graphs Introduction Recently, I have been engaged in rather intense discussions

More information

Education Pack. Options 21

Education Pack. Options 21 Education Pack Options 21 What does the free education pack contain?... 3 Who is this information aimed at?... 3 Can I share it with my friends?... 3 What is an option?... 4 Definition of an option...

More information

Option Volatility "The market can remain irrational longer than you can remain solvent"

Option Volatility The market can remain irrational longer than you can remain solvent Chapter 15 Option Volatility "The market can remain irrational longer than you can remain solvent" The word volatility, particularly to newcomers, conjures up images of wild price swings in stocks (most

More information

David M. Jones, MBA, CFP

David M. Jones, MBA, CFP White Paper: How Traditional Investing Can Fail Baby Boomers David M. Jones, MBA, CFP www.selectportfolio.com Toll Free 800.445.9822 Tel 949.975.7900 Fax 949.900.8181 Securities offered through Securities

More information

A Beginners Guide To Making Money Trading Binary Options

A Beginners Guide To Making Money Trading Binary Options A Beginners Guide To Making Money Trading Binary Options What Are Binary Options? A binary option has now become a fairly common term amongst traders. A Binary Option deals with a kind of purchased asset

More information

Chapter 6 Firms: Labor Demand, Investment Demand, and Aggregate Supply

Chapter 6 Firms: Labor Demand, Investment Demand, and Aggregate Supply Chapter 6 Firms: Labor Demand, Investment Demand, and Aggregate Supply We have studied in depth the consumers side of the macroeconomy. We now turn to a study of the firms side of the macroeconomy. Continuing

More information