SlideShare ist ein Scribd-Unternehmen logo
1 von 7
Downloaden Sie, um offline zu lesen
RETHINKING THE MARGIN OF SAFETY
HOW THINKING ABOUT RISKS CAN ADD VALUE TO A TIME HONORED METHOD FOR
COMMON STOCK INVESTING




TABLE OF CONTENTS

Executive Summary ....................................................................................................................................................... 2

Model Assumptions ....................................................................................................................................................... 3

Factor Explanation ......................................................................................................................................................... 4

Factor Explanation (continued) ..................................................................................................................................... 5

RAMS In Action .............................................................................................................................................................. 6

Conclusion ..................................................................................................................................................................... 7
EXECUTIVE SUMMARY



"A discount is        In his pivotal work "The Intelligent Investor", and his first work with David Dodd,
required because      "Security Analysis: The Classic 1934 Edition", Benjamin Graham popularized the idea of
of uncertainty;       the margin of safety for finding the appropriate price at which to purchase an investment.
our knowledge of      In simple terms, the margin of safety is the discount applied to the intrinsic value of a
the correct           security determined by an investor. A discount is required because of uncertainty; our
intrinsic value is    knowledge of the correct intrinsic value is only an estimate and is subject to forecasting
only an estimate      error. While Graham stresses the importance of having an adequate margin of safety,
                      there is no universal agreement or magic formula for quantifying what level discount is
and is subject to
                      required.
forecasting error."



                      In many instances, a subjective discount is applied, rather than using a quantitative
                      approach which makes economic sense. Furthermore, there is no one size fits all margin
                      of safety that should be applied to every stock. Every security carries its own set of
                      unique risks. For example, applying a 30% margin of safety may be appropriate for a
                      company which sells non-discretionary consumer items. Shifting industries though to a
                      pharmaceutical drug manufacturer that depends on leverage and successful product
                      launches likely requires a larger margin of safety to properly account for the excess
                      relative risks. The paper here will outline a formula specific to each individual common
                      stock based upon five factors attributable to some type of risk.



                      Five Risk Factors:

                      1.   Market Risk Factor

                      2.   Leverage Risk Factor

                      3.   Accounting Quality Risk Factor

                      4.   Cash Flow Risk Factor

                      5.   Growth Sensitivity Factor



                      The combination of these five factors are used to determine a Risk Adjusted Margin of
                      Safety (RAMS).




Matthew Scullen                                                                                          Page 2
MODEL ASSUMPTIONS



  "The margin of         Because the intrinsic value of a stock is not perfectly known investors require a
  safety can be           margin of safety to purchase the stock. The margin of safety can be estimated from
  estimated from          measureable market risks, specific business risks and forecasting risk.
  measureable
  market risks,
  specific business
                         The five factors used are assumed to be the most important risks to investors.
  risks and
  forecasting
  risk."
                         Each risk factor is given an equal weight.



                         Dividends offer realized returns from investment and therefore reduce the investors’
                          required margin of safety.



                         A non-dividend paying stock with factors equal to 1 have a purchase price of zero
                          with RAMS.



                         Any stock with factors that sum to greater than 1 indicate that the stock could be sold
                          short.



   "Risk/Return is       Risk/Return is not violated; to earn a higher expected return, stocks with larger risk
   not violated; to       factors must be sought after and vice-versa.
   earn a higher
   return, stocks
   with larger risk
   factors must be
   sought after
   and vice-
   versa."




Matthew Scullen                                                                                            Page 3
FACTOR EXPLANATION



  Beta:" systemic     1) Market Risk Factor - βs
  risk, or the risk
  of how much
  your stock
                               where βs is the Beta of the stock with the market.
  moves with the
  market."

                      All stock investors share what is known as systemic risk, or the risk of how much your
                      stock moves with the market. Beta is a scaled measure of correlation where a measure of
                      1 means the stock moves in perfect harmony with the market. If a stock has a Beta higher
                      than 1, than it will move larger variation relative to the market and vice-versa.



 "leverage could      2) Leverage Risk Factor - D/E
 expose a
 solvency crisis
 leaving equity
                               where D/E is the Debt to Equity ratio.
 owners exposed
 to steep losses."

                      The presence of large leverage is a risk factor to equity share holders. Creditors hold a
                      senior position relative to equity holders in the capital structure. Should an economic
                      crisis emerge, technology change, demand shift, etc., high levels of leverage could
                      expose a solvency crisis leaving equity owners exposed to steep losses. The D/E ratio
                      must be adjusted for off-balance sheet items like significant operating leases and special
                      purpose entities.



 "Use of              3) Accounting Quality Risk Factor - μ (n yr) Accrual Ratio (AR)
 aggressive
 accruals can be
 a signal that
                               where the Accrual Ratio is ΔNOA/μNOA, where NOA is Net Operating Assets.
 earnings are
                               The Δ (change) in AR is over one year and the μ (average) is from beginning to
 unsustainable"
                               end of the period. The AQR used takes an average of the AR over the past n
                               years.



                      Use of aggressive accruals can be a signal that earnings are unsustainable if the cash flow
                      backing them never materializes. Because accruals from year to year can be volatile, an
                      average over a period of several years should be used. A persistently high accrual ratio
                      would be reflected in a high AQR.



Matthew Scullen                                                                                           Page 4
"Any business        4) Cash Flow Risk Factor - (σ/μ) CF
 with high
 variability in its
 cash flows can
                               where (σ/μ) CF is the Coefficient of Variation of Cash Flows over t years.
 certainly be
 deemed riskier
 than the
 business that        Any business with high variability in its cash flows can certainly be deemed riskier than
 has few              the business that has few surprises in the dispersion of its cash flows. Dispersion is
 surprises in the     measured by the σ (standard deviation) and is divided by the μ (mean). The higher the
 dispersion of its    ratio the more volatility is present in the cash flows of the business.
 cash flows."


 "the sensitivity     5) Growth Sensitivity Factor - (σ/μ) g
 of value to any
 particular
 growth                        where (σ/μ) g is Coefficient of Variation of Value from Δ g (growth) estimates.
 assumption
 can be large."

                      Thorough analysts will consider a range of scenarios of growth and perform sensitivity
                      analysis by plugging in different growth assumptions into their forecasts. Often the
                      sensitivity of value to any particular growth assumption can be large. Dispersion is
                      measured by the σ (standard deviation) and is divided by the μ (mean). The higher the
                      ratio the more uncertainty is present in the valuation of the stock.



                      The five factors are each multiplied by 20% and to find the RAMS subtract the expected
                      dividend yield from the sum of the five factors:



                               RAMS = Σ factori – Div1/Ps




Matthew Scullen                                                                                           Page 5
RAMS IN ACTION



                            A real world example is always helpful in creating a better understanding of an theory.

                            Company: Terra Nitrogen Company, L.P. 1                   Symbol: TNH

                            Intrinsic value estimate2: $116 per share

                            Calculation of RAMS:

                                        Factor           Factor3         Weighted
                                         Type                         Factor (F*20%)
                                  Beta                       0.70                    0.14
                                  D/E                        0.00                    0.00
                                  AQR                        0.12                    0.02
                                  CFRF                       0.99                    0.20
                                  GSF                        0.36                    0.07
                                  Dividend Yield                                    -0.06
                                  RAMS                                               0.38



                            The RAMS discount factor is 38%.

                            RAMS Purchase Price: $72.72 per share [$116 x (1 - .38)]

                            Decision:

                            Last Price (as of 6/9/11): $125.93 per share

    "A buy decision         The last price for TNH is above its intrinsic value estimate per share and far above the
    would only be           purchase price indicated by using RAMS. Therefore the decision would be to sell shares
    reached if the          that are currently owned. A buy decision would be reached only if the last price were
    last price were         equal to or less than the RAMS purchase price.
    equal or less
    than the RAMS
    purchase
    price."




1
  While writing this white paper the author did own shares in TNH and has since sold his interest.
2
  Intrinsic value has been estimated using a free cash flow to equity discount forecast, available upon request.
3
  Factor data was obtained through Reuters and from 2010 form 10-k data release by Terra Nitrogen Company, L.P.


Matthew Scullen                                                                                                    Page 6
CONCLUSION



Matthew Scullen is a      RAMS can be a useful tool, especially for value investors who theoretically agree with
candidate in the CFA      using a margin of safety, but find it difficult to practically implement due to the
program and has a         subjectivity of finding the correct discount to apply.
B.A. in Economics
                          Using RAMS also does not contradict other models or theories such as CAPM or APT,
from The Ohio State
                          which are used to determine required returns. Indeed, RAMS can be thought of as a
University. He has
                          complementary tool to use in the valuation and portfolio management process.
several years
experience working        Investors can approach the idea of RAMS flexibly. For instance, APT is not a model
for a financial service   because there is no cohesive rule for which factors should be included in the equation,
firm with                 where CAPM explicitly assumes market risk is the only risk. While in my portrayal I
approximately $50         assume the five factors listed are the only relevant factors to include, I have not labeled
million in AUM.           it a model.




                          If you are interested in contacting Matthew regarding this white paper please feel free
                          to email him at mscullen1@gmail.com and refer to the white paper in the subject line.

                          Dated 6/9/2011




 Matthew Scullen                                                                                              Page 7

Weitere ähnliche Inhalte

Was ist angesagt?

Measuring risk essentials of financial risk management
Measuring risk essentials of financial risk managementMeasuring risk essentials of financial risk management
Measuring risk essentials of financial risk management
Chho Phet
 
Estimation of beta & it s significance
Estimation of beta & it s significanceEstimation of beta & it s significance
Estimation of beta & it s significance
tapabratag
 
Strategic & Tactical[1]
Strategic & Tactical[1]Strategic & Tactical[1]
Strategic & Tactical[1]
Chris Weetman
 
Security Analysis
Security AnalysisSecurity Analysis
Security Analysis
yashpal01
 

Was ist angesagt? (19)

Measuring risk essentials of financial risk management
Measuring risk essentials of financial risk managementMeasuring risk essentials of financial risk management
Measuring risk essentials of financial risk management
 
Security Analysis and Portfolio Theory
Security Analysis and Portfolio TheorySecurity Analysis and Portfolio Theory
Security Analysis and Portfolio Theory
 
Risk Measurement in practice
Risk Measurement in practiceRisk Measurement in practice
Risk Measurement in practice
 
Portfolio management
Portfolio managementPortfolio management
Portfolio management
 
Modern Portfolio Theory (Mpt) - AAII Milwaukee
Modern Portfolio Theory (Mpt) - AAII MilwaukeeModern Portfolio Theory (Mpt) - AAII Milwaukee
Modern Portfolio Theory (Mpt) - AAII Milwaukee
 
Mpt lec 1
Mpt lec 1Mpt lec 1
Mpt lec 1
 
Portfolio Evaluation and Revision
Portfolio Evaluation and RevisionPortfolio Evaluation and Revision
Portfolio Evaluation and Revision
 
Ratio analysis
Ratio analysisRatio analysis
Ratio analysis
 
Fundamental and Technical Analysis
Fundamental and Technical AnalysisFundamental and Technical Analysis
Fundamental and Technical Analysis
 
Behavioral finance summary
Behavioral finance summaryBehavioral finance summary
Behavioral finance summary
 
Sapm all chapters
Sapm all chaptersSapm all chapters
Sapm all chapters
 
Security Analysis And Portfolio Managment
Security Analysis And Portfolio ManagmentSecurity Analysis And Portfolio Managment
Security Analysis And Portfolio Managment
 
Portfolio analysis
Portfolio analysisPortfolio analysis
Portfolio analysis
 
Estimation of beta & it s significance
Estimation of beta & it s significanceEstimation of beta & it s significance
Estimation of beta & it s significance
 
Modern Portfolio Theory
Modern Portfolio TheoryModern Portfolio Theory
Modern Portfolio Theory
 
Strategic & Tactical[1]
Strategic & Tactical[1]Strategic & Tactical[1]
Strategic & Tactical[1]
 
Fisher black and the revolutionary idea of finance
Fisher black and the revolutionary idea of financeFisher black and the revolutionary idea of finance
Fisher black and the revolutionary idea of finance
 
Security Analysis
Security AnalysisSecurity Analysis
Security Analysis
 
Portfolio management
Portfolio managementPortfolio management
Portfolio management
 

Andere mochten auch

PPT on break even analysis
PPT on break even analysisPPT on break even analysis
PPT on break even analysis
ITC Limited
 
Break Even Analysis
Break  Even AnalysisBreak  Even Analysis
Break Even Analysis
Rahul Kantak
 

Andere mochten auch (11)

Breakeven Analysis (Introduction)
Breakeven Analysis (Introduction)Breakeven Analysis (Introduction)
Breakeven Analysis (Introduction)
 
PPT on break even analysis
PPT on break even analysisPPT on break even analysis
PPT on break even analysis
 
Break Even Analysis
Break Even AnalysisBreak Even Analysis
Break Even Analysis
 
Break Even Analysis
Break  Even AnalysisBreak  Even Analysis
Break Even Analysis
 
Break even points
Break even pointsBreak even points
Break even points
 
Break-Even Analysis and Break-Even Point
Break-Even Analysis and Break-Even PointBreak-Even Analysis and Break-Even Point
Break-Even Analysis and Break-Even Point
 
BREAK EVEN ANALYSIS
BREAK EVEN ANALYSISBREAK EVEN ANALYSIS
BREAK EVEN ANALYSIS
 
Break Even Analysis
Break Even AnalysisBreak Even Analysis
Break Even Analysis
 
BREAK-EVEN ANALYSIS
BREAK-EVEN ANALYSISBREAK-EVEN ANALYSIS
BREAK-EVEN ANALYSIS
 
Break even analysis
Break even analysisBreak even analysis
Break even analysis
 
Break Even Analysis
Break Even AnalysisBreak Even Analysis
Break Even Analysis
 

Ähnlich wie Rethinking The Margin of Safety

Risk And Uncertainty Lecture 2
Risk And Uncertainty Lecture 2Risk And Uncertainty Lecture 2
Risk And Uncertainty Lecture 2
Muhammad Ijaz Syed
 
gtnews Risk Management Buyer's Guide feature
gtnews Risk Management Buyer's Guide featuregtnews Risk Management Buyer's Guide feature
gtnews Risk Management Buyer's Guide feature
benpoolewriter
 
Articulo 104 1227718800862
Articulo 104 1227718800862Articulo 104 1227718800862
Articulo 104 1227718800862
Anurag Dayal
 

Ähnlich wie Rethinking The Margin of Safety (20)

Presentation.pptx
Presentation.pptxPresentation.pptx
Presentation.pptx
 
ERM -01- Introduction 06-10-2022.pptx
ERM -01- Introduction 06-10-2022.pptxERM -01- Introduction 06-10-2022.pptx
ERM -01- Introduction 06-10-2022.pptx
 
Risk Management
Risk ManagementRisk Management
Risk Management
 
Risk returns analysis
Risk returns analysisRisk returns analysis
Risk returns analysis
 
Risk Whitepaper
Risk WhitepaperRisk Whitepaper
Risk Whitepaper
 
Risk And Uncertainty Lecture 2
Risk And Uncertainty Lecture 2Risk And Uncertainty Lecture 2
Risk And Uncertainty Lecture 2
 
Risk Appetite: A new Menu under Basel 3? Pieter Klaassen (UBS) voor het Zande...
Risk Appetite: A new Menu under Basel 3? Pieter Klaassen (UBS) voor het Zande...Risk Appetite: A new Menu under Basel 3? Pieter Klaassen (UBS) voor het Zande...
Risk Appetite: A new Menu under Basel 3? Pieter Klaassen (UBS) voor het Zande...
 
Capital Asset Pricing Model
Capital Asset Pricing ModelCapital Asset Pricing Model
Capital Asset Pricing Model
 
gtnews Risk Management Buyer's Guide feature
gtnews Risk Management Buyer's Guide featuregtnews Risk Management Buyer's Guide feature
gtnews Risk Management Buyer's Guide feature
 
Mngng rsk mmntm
Mngng rsk mmntmMngng rsk mmntm
Mngng rsk mmntm
 
jmVaRUBS
jmVaRUBSjmVaRUBS
jmVaRUBS
 
Ch 12
Ch 12Ch 12
Ch 12
 
The low return of high yield
The low return of high yieldThe low return of high yield
The low return of high yield
 
Beta presentation
Beta presentationBeta presentation
Beta presentation
 
Risk And Return
Risk And ReturnRisk And Return
Risk And Return
 
Using Cross Asset Information To Improve Portfolio Risk Estimation
Using Cross Asset Information To Improve Portfolio Risk EstimationUsing Cross Asset Information To Improve Portfolio Risk Estimation
Using Cross Asset Information To Improve Portfolio Risk Estimation
 
Articulo 104 1227718800862
Articulo 104 1227718800862Articulo 104 1227718800862
Articulo 104 1227718800862
 
Performing Strategic Risk Management with simulation models
Performing Strategic Risk Management with simulation modelsPerforming Strategic Risk Management with simulation models
Performing Strategic Risk Management with simulation models
 
Credit Risk Modelling Primer
Credit Risk Modelling PrimerCredit Risk Modelling Primer
Credit Risk Modelling Primer
 
Property Casualty Aspects Of ERM - Sommerfeld
Property Casualty Aspects Of ERM - SommerfeldProperty Casualty Aspects Of ERM - Sommerfeld
Property Casualty Aspects Of ERM - Sommerfeld
 

Rethinking The Margin of Safety

  • 1. RETHINKING THE MARGIN OF SAFETY HOW THINKING ABOUT RISKS CAN ADD VALUE TO A TIME HONORED METHOD FOR COMMON STOCK INVESTING TABLE OF CONTENTS Executive Summary ....................................................................................................................................................... 2 Model Assumptions ....................................................................................................................................................... 3 Factor Explanation ......................................................................................................................................................... 4 Factor Explanation (continued) ..................................................................................................................................... 5 RAMS In Action .............................................................................................................................................................. 6 Conclusion ..................................................................................................................................................................... 7
  • 2. EXECUTIVE SUMMARY "A discount is In his pivotal work "The Intelligent Investor", and his first work with David Dodd, required because "Security Analysis: The Classic 1934 Edition", Benjamin Graham popularized the idea of of uncertainty; the margin of safety for finding the appropriate price at which to purchase an investment. our knowledge of In simple terms, the margin of safety is the discount applied to the intrinsic value of a the correct security determined by an investor. A discount is required because of uncertainty; our intrinsic value is knowledge of the correct intrinsic value is only an estimate and is subject to forecasting only an estimate error. While Graham stresses the importance of having an adequate margin of safety, there is no universal agreement or magic formula for quantifying what level discount is and is subject to required. forecasting error." In many instances, a subjective discount is applied, rather than using a quantitative approach which makes economic sense. Furthermore, there is no one size fits all margin of safety that should be applied to every stock. Every security carries its own set of unique risks. For example, applying a 30% margin of safety may be appropriate for a company which sells non-discretionary consumer items. Shifting industries though to a pharmaceutical drug manufacturer that depends on leverage and successful product launches likely requires a larger margin of safety to properly account for the excess relative risks. The paper here will outline a formula specific to each individual common stock based upon five factors attributable to some type of risk. Five Risk Factors: 1. Market Risk Factor 2. Leverage Risk Factor 3. Accounting Quality Risk Factor 4. Cash Flow Risk Factor 5. Growth Sensitivity Factor The combination of these five factors are used to determine a Risk Adjusted Margin of Safety (RAMS). Matthew Scullen Page 2
  • 3. MODEL ASSUMPTIONS "The margin of  Because the intrinsic value of a stock is not perfectly known investors require a safety can be margin of safety to purchase the stock. The margin of safety can be estimated from estimated from measureable market risks, specific business risks and forecasting risk. measureable market risks, specific business  The five factors used are assumed to be the most important risks to investors. risks and forecasting risk."  Each risk factor is given an equal weight.  Dividends offer realized returns from investment and therefore reduce the investors’ required margin of safety.  A non-dividend paying stock with factors equal to 1 have a purchase price of zero with RAMS.  Any stock with factors that sum to greater than 1 indicate that the stock could be sold short. "Risk/Return is  Risk/Return is not violated; to earn a higher expected return, stocks with larger risk not violated; to factors must be sought after and vice-versa. earn a higher return, stocks with larger risk factors must be sought after and vice- versa." Matthew Scullen Page 3
  • 4. FACTOR EXPLANATION Beta:" systemic 1) Market Risk Factor - βs risk, or the risk of how much your stock where βs is the Beta of the stock with the market. moves with the market." All stock investors share what is known as systemic risk, or the risk of how much your stock moves with the market. Beta is a scaled measure of correlation where a measure of 1 means the stock moves in perfect harmony with the market. If a stock has a Beta higher than 1, than it will move larger variation relative to the market and vice-versa. "leverage could 2) Leverage Risk Factor - D/E expose a solvency crisis leaving equity where D/E is the Debt to Equity ratio. owners exposed to steep losses." The presence of large leverage is a risk factor to equity share holders. Creditors hold a senior position relative to equity holders in the capital structure. Should an economic crisis emerge, technology change, demand shift, etc., high levels of leverage could expose a solvency crisis leaving equity owners exposed to steep losses. The D/E ratio must be adjusted for off-balance sheet items like significant operating leases and special purpose entities. "Use of 3) Accounting Quality Risk Factor - μ (n yr) Accrual Ratio (AR) aggressive accruals can be a signal that where the Accrual Ratio is ΔNOA/μNOA, where NOA is Net Operating Assets. earnings are The Δ (change) in AR is over one year and the μ (average) is from beginning to unsustainable" end of the period. The AQR used takes an average of the AR over the past n years. Use of aggressive accruals can be a signal that earnings are unsustainable if the cash flow backing them never materializes. Because accruals from year to year can be volatile, an average over a period of several years should be used. A persistently high accrual ratio would be reflected in a high AQR. Matthew Scullen Page 4
  • 5. "Any business 4) Cash Flow Risk Factor - (σ/μ) CF with high variability in its cash flows can where (σ/μ) CF is the Coefficient of Variation of Cash Flows over t years. certainly be deemed riskier than the business that Any business with high variability in its cash flows can certainly be deemed riskier than has few the business that has few surprises in the dispersion of its cash flows. Dispersion is surprises in the measured by the σ (standard deviation) and is divided by the μ (mean). The higher the dispersion of its ratio the more volatility is present in the cash flows of the business. cash flows." "the sensitivity 5) Growth Sensitivity Factor - (σ/μ) g of value to any particular growth where (σ/μ) g is Coefficient of Variation of Value from Δ g (growth) estimates. assumption can be large." Thorough analysts will consider a range of scenarios of growth and perform sensitivity analysis by plugging in different growth assumptions into their forecasts. Often the sensitivity of value to any particular growth assumption can be large. Dispersion is measured by the σ (standard deviation) and is divided by the μ (mean). The higher the ratio the more uncertainty is present in the valuation of the stock. The five factors are each multiplied by 20% and to find the RAMS subtract the expected dividend yield from the sum of the five factors: RAMS = Σ factori – Div1/Ps Matthew Scullen Page 5
  • 6. RAMS IN ACTION A real world example is always helpful in creating a better understanding of an theory. Company: Terra Nitrogen Company, L.P. 1 Symbol: TNH Intrinsic value estimate2: $116 per share Calculation of RAMS: Factor Factor3 Weighted Type Factor (F*20%) Beta 0.70 0.14 D/E 0.00 0.00 AQR 0.12 0.02 CFRF 0.99 0.20 GSF 0.36 0.07 Dividend Yield -0.06 RAMS 0.38 The RAMS discount factor is 38%. RAMS Purchase Price: $72.72 per share [$116 x (1 - .38)] Decision: Last Price (as of 6/9/11): $125.93 per share "A buy decision The last price for TNH is above its intrinsic value estimate per share and far above the would only be purchase price indicated by using RAMS. Therefore the decision would be to sell shares reached if the that are currently owned. A buy decision would be reached only if the last price were last price were equal to or less than the RAMS purchase price. equal or less than the RAMS purchase price." 1 While writing this white paper the author did own shares in TNH and has since sold his interest. 2 Intrinsic value has been estimated using a free cash flow to equity discount forecast, available upon request. 3 Factor data was obtained through Reuters and from 2010 form 10-k data release by Terra Nitrogen Company, L.P. Matthew Scullen Page 6
  • 7. CONCLUSION Matthew Scullen is a RAMS can be a useful tool, especially for value investors who theoretically agree with candidate in the CFA using a margin of safety, but find it difficult to practically implement due to the program and has a subjectivity of finding the correct discount to apply. B.A. in Economics Using RAMS also does not contradict other models or theories such as CAPM or APT, from The Ohio State which are used to determine required returns. Indeed, RAMS can be thought of as a University. He has complementary tool to use in the valuation and portfolio management process. several years experience working Investors can approach the idea of RAMS flexibly. For instance, APT is not a model for a financial service because there is no cohesive rule for which factors should be included in the equation, firm with where CAPM explicitly assumes market risk is the only risk. While in my portrayal I approximately $50 assume the five factors listed are the only relevant factors to include, I have not labeled million in AUM. it a model. If you are interested in contacting Matthew regarding this white paper please feel free to email him at mscullen1@gmail.com and refer to the white paper in the subject line. Dated 6/9/2011 Matthew Scullen Page 7