SlideShare una empresa de Scribd logo
1 de 14
Descargar para leer sin conexión
Portfolio Construction and Risk Management
                                    g

Consider the portfolio selection model:


    where




Quantifying the inputs to the optimization is good discipline.
                                                            1
Portfolio Construction and Risk Management
                                    g

 Risk Management
   Start with quantification of what you know (risk)
   S                f         f               (    )
   Prepare for what is not knowable (uncertainty)
 Challenge simplifying assumptions
 C               f
  1) Only care about the mean and variance of the
     probability di t ib ti of portfolio returns
        b bilit distribution f    tf li    t
    a)   Ignore skewness (asymmetry) and kurtosis (fat tails)
    b)   Event risk
    c)   Market failure
    d)   Government Intervention
    e)   Investment horizon – liquidity demand versus
         provision                                              2
Portfolio Construction and Risk Management
                                    g

 2) Parameter Stationarity (or one period model)
   a) Regime Change
   b) Time variation characteristics (bonds)
   c) Cuspiness (securitized asset tranches)
   d) Dynamic interaction (liquidity->fundamentals-
      >liquidity => downward spiral
   e) Time-varying covariance structure (i.e., correlations
      Time varying
      increase during crisis periods)




                                                          3
Portfolio Construction and Risk Management
                                    g

 Risk Management Approaches
  1) Multi-Dimentional Risk Analysis (calculate sensitivity exposures
     to state variables)
  2) Stress tests on each exposure
  3) Value-in-Stress (multiple scenario analysis)
  4) Value at Risk (VaR) is probabalistic
     a)
      )   Requires covariance matrix estimation
              q
     b)   i.e., 95% VaR is L= –V x 1.645 x portfolio standard deviation .
          There is a 5% chance of loosing more than L.
     c)   Distributional assumption for tail risk
     d)   Parameter estimation
          i. Historical data (with or without forward looking adjustments)
          ii. Forward simulation
     e)   Model the tail of the distribution
                                                                             4
Portfolio Construction and Risk Management
                                    g

 Dealing with the unknowable
  1) Stop Loss (then what?)

  2) Flight to quality hedges

  3) Long/short strategies (no net market or macro-factor
                                             macro factor
     exposures)

  4) L k
     Lock-ups

  5) Portfolio Insurance

                                                            5
Portfolio Construction and Risk Management
                                    g

 General Valuation Equation
             x1            x2                       xN
    V0 =           +                 + ...+
           (1+ R1 ) (1+ R1 )(1+ R2 )        (1+ R1 )...(1+ RN )

   For bonds, the cash flows in the numerator are expected coupons
   and principal payment(s) in each period.
   For common stock, N is infinity and the numerator contains
                 stock
   expected cash flows to equity holders.
   The R' s are the per period expected required rates of return to
   compensate investors for the riskiness of their respective cash
   flows.

   Risk Premi m is a function of priced risk factors and the sec rit ’s
        Premium         f nction                             security’s
   sensitivity to those exposures.
                                                                      6
Portfolio Construction and Risk Management
                                    g




                                        7
Portfolio Construction and Risk Management
                                    g




                                        8
Pension Plan Asset-Liability Management

2006 Pension Protection Act

  Requires underfunded plans to move toward a 100% funding level
             d f d d l                    d        f d l l

  Provisions come into effect on a rolling schedule over several years




                                                                         9
Pension Plan Asset-Liability Management
 Provisions combined with market performance trends are affecting asset 
 allocations now




                                                                    10
Pension Plan Asset-Liability Management
 Major Factors Affecting Pension Plan Funding Status 

    Performance of assets
    Performance of assets

    Company contributions 

    Number of employees covered and cost per employee

    Discount  rates used to calculate the present value of 
    Discount rates used to calculate the present value of
    future obligations
       AA rated Long‐dated corporate bonds
       AA rated Long dated corporate bonds

       Average of AAA, AA, and A rated corporate bonds

       Note that the discount factors have fallen sharply during 2009 => 
       Note that the discount factors have fallen sharply during 2009 =>
       increase in PV of future obligations
                                                                            11
Pension Plan Asset-Liability Management
   Asset Allocation:  Select a portfolio that minimizes the 
standard deviation of the plan’s surplus




                                                               12
Pension Plan Asset-Liability Management

Liabilities rate of return series:

Rate of change in the present value of future liabilities for the 
change in discount rates (AAA‐A corporate bond rates 
     g                   (          p
prescribed by the 2006 pension protection act). 

The term structure of liabilities in this example is that of the 
The term structure of liabilities in this example is that of the
average  pension plan.

The riskiness of the plan’s liabilities in the time‐series of 
Th i ki         f h l ’ li bili i i h i                i    f
returns is defined by the time period selected.


                                                                    13
Pension Plan Asset-Liability Management
   Asset Allocation:  Select a portfolio that minimizes the 
standard deviation of the plan’s surplus




                                                               14

Más contenido relacionado

Destacado

How Race, Age and Gender Shape Attitudes Towards Mental Health
How Race, Age and Gender Shape Attitudes Towards Mental HealthHow Race, Age and Gender Shape Attitudes Towards Mental Health
How Race, Age and Gender Shape Attitudes Towards Mental Health
ThinkNow
 
Social Media Marketing Trends 2024 // The Global Indie Insights
Social Media Marketing Trends 2024 // The Global Indie InsightsSocial Media Marketing Trends 2024 // The Global Indie Insights
Social Media Marketing Trends 2024 // The Global Indie Insights
Kurio // The Social Media Age(ncy)
 

Destacado (20)

How Race, Age and Gender Shape Attitudes Towards Mental Health
How Race, Age and Gender Shape Attitudes Towards Mental HealthHow Race, Age and Gender Shape Attitudes Towards Mental Health
How Race, Age and Gender Shape Attitudes Towards Mental Health
 
AI Trends in Creative Operations 2024 by Artwork Flow.pdf
AI Trends in Creative Operations 2024 by Artwork Flow.pdfAI Trends in Creative Operations 2024 by Artwork Flow.pdf
AI Trends in Creative Operations 2024 by Artwork Flow.pdf
 
Skeleton Culture Code
Skeleton Culture CodeSkeleton Culture Code
Skeleton Culture Code
 
PEPSICO Presentation to CAGNY Conference Feb 2024
PEPSICO Presentation to CAGNY Conference Feb 2024PEPSICO Presentation to CAGNY Conference Feb 2024
PEPSICO Presentation to CAGNY Conference Feb 2024
 
Content Methodology: A Best Practices Report (Webinar)
Content Methodology: A Best Practices Report (Webinar)Content Methodology: A Best Practices Report (Webinar)
Content Methodology: A Best Practices Report (Webinar)
 
How to Prepare For a Successful Job Search for 2024
How to Prepare For a Successful Job Search for 2024How to Prepare For a Successful Job Search for 2024
How to Prepare For a Successful Job Search for 2024
 
Social Media Marketing Trends 2024 // The Global Indie Insights
Social Media Marketing Trends 2024 // The Global Indie InsightsSocial Media Marketing Trends 2024 // The Global Indie Insights
Social Media Marketing Trends 2024 // The Global Indie Insights
 
Trends In Paid Search: Navigating The Digital Landscape In 2024
Trends In Paid Search: Navigating The Digital Landscape In 2024Trends In Paid Search: Navigating The Digital Landscape In 2024
Trends In Paid Search: Navigating The Digital Landscape In 2024
 
5 Public speaking tips from TED - Visualized summary
5 Public speaking tips from TED - Visualized summary5 Public speaking tips from TED - Visualized summary
5 Public speaking tips from TED - Visualized summary
 
ChatGPT and the Future of Work - Clark Boyd
ChatGPT and the Future of Work - Clark Boyd ChatGPT and the Future of Work - Clark Boyd
ChatGPT and the Future of Work - Clark Boyd
 
Getting into the tech field. what next
Getting into the tech field. what next Getting into the tech field. what next
Getting into the tech field. what next
 
Google's Just Not That Into You: Understanding Core Updates & Search Intent
Google's Just Not That Into You: Understanding Core Updates & Search IntentGoogle's Just Not That Into You: Understanding Core Updates & Search Intent
Google's Just Not That Into You: Understanding Core Updates & Search Intent
 
How to have difficult conversations
How to have difficult conversations How to have difficult conversations
How to have difficult conversations
 
Introduction to Data Science
Introduction to Data ScienceIntroduction to Data Science
Introduction to Data Science
 
Time Management & Productivity - Best Practices
Time Management & Productivity -  Best PracticesTime Management & Productivity -  Best Practices
Time Management & Productivity - Best Practices
 
The six step guide to practical project management
The six step guide to practical project managementThe six step guide to practical project management
The six step guide to practical project management
 
Beginners Guide to TikTok for Search - Rachel Pearson - We are Tilt __ Bright...
Beginners Guide to TikTok for Search - Rachel Pearson - We are Tilt __ Bright...Beginners Guide to TikTok for Search - Rachel Pearson - We are Tilt __ Bright...
Beginners Guide to TikTok for Search - Rachel Pearson - We are Tilt __ Bright...
 
Unlocking the Power of ChatGPT and AI in Testing - A Real-World Look, present...
Unlocking the Power of ChatGPT and AI in Testing - A Real-World Look, present...Unlocking the Power of ChatGPT and AI in Testing - A Real-World Look, present...
Unlocking the Power of ChatGPT and AI in Testing - A Real-World Look, present...
 
12 Ways to Increase Your Influence at Work
12 Ways to Increase Your Influence at Work12 Ways to Increase Your Influence at Work
12 Ways to Increase Your Influence at Work
 
ChatGPT webinar slides
ChatGPT webinar slidesChatGPT webinar slides
ChatGPT webinar slides
 

Portfolio%20 Construction%20and%20 Risk%20 Management%207 23 2010[1]

  • 1. Portfolio Construction and Risk Management g Consider the portfolio selection model: where Quantifying the inputs to the optimization is good discipline. 1
  • 2. Portfolio Construction and Risk Management g Risk Management Start with quantification of what you know (risk) S f f ( ) Prepare for what is not knowable (uncertainty) Challenge simplifying assumptions C f 1) Only care about the mean and variance of the probability di t ib ti of portfolio returns b bilit distribution f tf li t a) Ignore skewness (asymmetry) and kurtosis (fat tails) b) Event risk c) Market failure d) Government Intervention e) Investment horizon – liquidity demand versus provision 2
  • 3. Portfolio Construction and Risk Management g 2) Parameter Stationarity (or one period model) a) Regime Change b) Time variation characteristics (bonds) c) Cuspiness (securitized asset tranches) d) Dynamic interaction (liquidity->fundamentals- >liquidity => downward spiral e) Time-varying covariance structure (i.e., correlations Time varying increase during crisis periods) 3
  • 4. Portfolio Construction and Risk Management g Risk Management Approaches 1) Multi-Dimentional Risk Analysis (calculate sensitivity exposures to state variables) 2) Stress tests on each exposure 3) Value-in-Stress (multiple scenario analysis) 4) Value at Risk (VaR) is probabalistic a) ) Requires covariance matrix estimation q b) i.e., 95% VaR is L= –V x 1.645 x portfolio standard deviation . There is a 5% chance of loosing more than L. c) Distributional assumption for tail risk d) Parameter estimation i. Historical data (with or without forward looking adjustments) ii. Forward simulation e) Model the tail of the distribution 4
  • 5. Portfolio Construction and Risk Management g Dealing with the unknowable 1) Stop Loss (then what?) 2) Flight to quality hedges 3) Long/short strategies (no net market or macro-factor macro factor exposures) 4) L k Lock-ups 5) Portfolio Insurance 5
  • 6. Portfolio Construction and Risk Management g General Valuation Equation x1 x2 xN V0 = + + ...+ (1+ R1 ) (1+ R1 )(1+ R2 ) (1+ R1 )...(1+ RN ) For bonds, the cash flows in the numerator are expected coupons and principal payment(s) in each period. For common stock, N is infinity and the numerator contains stock expected cash flows to equity holders. The R' s are the per period expected required rates of return to compensate investors for the riskiness of their respective cash flows. Risk Premi m is a function of priced risk factors and the sec rit ’s Premium f nction security’s sensitivity to those exposures. 6
  • 7. Portfolio Construction and Risk Management g 7
  • 8. Portfolio Construction and Risk Management g 8
  • 9. Pension Plan Asset-Liability Management 2006 Pension Protection Act Requires underfunded plans to move toward a 100% funding level d f d d l d f d l l Provisions come into effect on a rolling schedule over several years 9
  • 10. Pension Plan Asset-Liability Management Provisions combined with market performance trends are affecting asset  allocations now 10
  • 11. Pension Plan Asset-Liability Management Major Factors Affecting Pension Plan Funding Status  Performance of assets Performance of assets Company contributions  Number of employees covered and cost per employee Discount  rates used to calculate the present value of  Discount rates used to calculate the present value of future obligations AA rated Long‐dated corporate bonds AA rated Long dated corporate bonds Average of AAA, AA, and A rated corporate bonds Note that the discount factors have fallen sharply during 2009 =>  Note that the discount factors have fallen sharply during 2009 => increase in PV of future obligations 11
  • 12. Pension Plan Asset-Liability Management Asset Allocation:  Select a portfolio that minimizes the  standard deviation of the plan’s surplus 12
  • 13. Pension Plan Asset-Liability Management Liabilities rate of return series: Rate of change in the present value of future liabilities for the  change in discount rates (AAA‐A corporate bond rates  g ( p prescribed by the 2006 pension protection act).  The term structure of liabilities in this example is that of the  The term structure of liabilities in this example is that of the average  pension plan. The riskiness of the plan’s liabilities in the time‐series of  Th i ki f h l ’ li bili i i h i i f returns is defined by the time period selected. 13
  • 14. Pension Plan Asset-Liability Management Asset Allocation:  Select a portfolio that minimizes the  standard deviation of the plan’s surplus 14