IIPC Illmer Consulting AG · IIPC Illmer Date: August 2012 - Slide 5 Investment Performance...

46
IIPC Illmer Investment Performance Consulting AG Holdings-Based Risk Attribution Background and Concept Date: August 2012 Produced by: Dr. Stefan J. Illmer

Transcript of IIPC Illmer Consulting AG · IIPC Illmer Date: August 2012 - Slide 5 Investment Performance...

Page 1: IIPC Illmer Consulting AG · IIPC Illmer Date: August 2012 - Slide 5 Investment Performance Consulting AG Success through excellence! Holdings-Based Risk Attribution – Background

Produced by: Dr. Stefan J. Illmer Date: August 2012 - Slide 0 IIPC

Illmer

Investment Performance

Consulting AG Success through excellence!

IIPCIllmer

Investment Performance

Consulting AG

Holdings-Based Risk Attribution –

Background and Concept

Date: August 2012

Produced by: Dr. Stefan J. Illmer

Page 2: IIPC Illmer Consulting AG · IIPC Illmer Date: August 2012 - Slide 5 Investment Performance Consulting AG Success through excellence! Holdings-Based Risk Attribution – Background

Produced by: Dr. Stefan J. Illmer Date: August 2012 - Slide 1 IIPC

Illmer

Investment Performance

Consulting AG Success through excellence!

Holdings-Based Risk Attribution – Background and Concept

Agenda

Introductory thoughts

Monitoring risk from a top down perspective

Risk attribution – the big picture

Holdings-based risk attribution – an example

Decision-oriented risk attribution

Comments and questions

Contact details and disclaimer

Page 3: IIPC Illmer Consulting AG · IIPC Illmer Date: August 2012 - Slide 5 Investment Performance Consulting AG Success through excellence! Holdings-Based Risk Attribution – Background

Produced by: Dr. Stefan J. Illmer Date: August 2012 - Slide 2 IIPC

Illmer

Investment Performance

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Introductory thoughts

Page 4: IIPC Illmer Consulting AG · IIPC Illmer Date: August 2012 - Slide 5 Investment Performance Consulting AG Success through excellence! Holdings-Based Risk Attribution – Background

Produced by: Dr. Stefan J. Illmer Date: August 2012 - Slide 3 IIPC

Illmer

Investment Performance

Consulting AG Success through excellence!

Holdings-Based Risk Attribution – Background and Concept

Introductory thoughts – the investment process (1/4)

Investment process Definition of benchmark

Definition of strategic asset allocation

Definition of tactical asset allocation

Implementation of tactical asset allocation

Investment reporting and controlling

Investment management process Tasks and duties of decision makers

Monitor target achievement.

Review circumstances and forecasts

relevant as input for decision-making

process.

Determine contributions to and drivers

for return and risk.

Systematic process evaluation and

constant process improvement.

Monitor compliance with laws and

regulations, policies and procedures as

well as investment restrictions.

Page 5: IIPC Illmer Consulting AG · IIPC Illmer Date: August 2012 - Slide 5 Investment Performance Consulting AG Success through excellence! Holdings-Based Risk Attribution – Background

Produced by: Dr. Stefan J. Illmer Date: August 2012 - Slide 4 IIPC

Illmer

Investment Performance

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Holdings-Based Risk Attribution – Background and Concept

Ex-ante or forward looking

view

Overall absolute return equals

the sum of all return contributions which

are the result of

all risks taken based on decisions done by

decision makers

Introductory thoughts – return generation process (2/4)

3.52% p.a.

Ex-post or backward looking

view Monitoring of

results, forecasts and expectations

Multi-layer process

and multi-asset class portfolio

Page 6: IIPC Illmer Consulting AG · IIPC Illmer Date: August 2012 - Slide 5 Investment Performance Consulting AG Success through excellence! Holdings-Based Risk Attribution – Background

Produced by: Dr. Stefan J. Illmer Date: August 2012 - Slide 5 IIPC

Illmer

Investment Performance

Consulting AG Success through excellence!

Holdings-Based Risk Attribution – Background and Concept

Introductory thoughts – performance analysis overview (3/4)

Ex-post or

backward

looking

Industry

standard

Tailor-made

Ex-ante or

forward looking

Tailor-made

Industry

standard

Return

decomposition

Risk

decomposition

Current and future challenge

Complex

investment

processes

Tailor-made

Tailor-made

Page 7: IIPC Illmer Consulting AG · IIPC Illmer Date: August 2012 - Slide 5 Investment Performance Consulting AG Success through excellence! Holdings-Based Risk Attribution – Background

Produced by: Dr. Stefan J. Illmer Date: August 2012 - Slide 6 IIPC

Illmer

Investment Performance

Consulting AG Success through excellence!

Holdings-Based Risk Attribution – Background and Concept

Introductory thoughts – relevant questions (4a/4)

Ex-post or

backward

looking

Industry

standard

Tailor-made

Ex-ante or

forward looking

Tailor-made

Industry

standard

Return

decomposition

Risk

decomposition

Current and future challenge

Complex

investment

processes

Tailor-made

Tailor-made

Relevant questions to answer:

– What return measure(s)?

– What risk measure(s)?

– What methodology?

– ...

– ...

– What decisions to analyze?

– ...

– ...

– What are relevant risk drivers?

Page 8: IIPC Illmer Consulting AG · IIPC Illmer Date: August 2012 - Slide 5 Investment Performance Consulting AG Success through excellence! Holdings-Based Risk Attribution – Background

Produced by: Dr. Stefan J. Illmer Date: August 2012 - Slide 7 IIPC

Illmer

Investment Performance

Consulting AG Success through excellence!

Holdings-Based Risk Attribution – Background and Concept

Introductory thoughts – relevant questions (4b/4)

Future Past Today

How should it be done?

Is there any best practice?

How should it be done?

Is there any best practice?

Measure, analyze,

visualize, report, etc.

Page 9: IIPC Illmer Consulting AG · IIPC Illmer Date: August 2012 - Slide 5 Investment Performance Consulting AG Success through excellence! Holdings-Based Risk Attribution – Background

Produced by: Dr. Stefan J. Illmer Date: August 2012 - Slide 8 IIPC

Illmer

Investment Performance

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Monitoring risk from a top down perspective

Page 10: IIPC Illmer Consulting AG · IIPC Illmer Date: August 2012 - Slide 5 Investment Performance Consulting AG Success through excellence! Holdings-Based Risk Attribution – Background

Produced by: Dr. Stefan J. Illmer Date: August 2012 - Slide 9 IIPC

Illmer

Investment Performance

Consulting AG Success through excellence!

Holdings-Based Risk Attribution – Background and Concept

Monitoring risk from a top down perspective (1/4)

What was the impact of

the investment committee

on the overall excess

risk?

Is the excess risk mainly

due to the asset allocation

decisions of the

investment committee?

Which asset class added

most to the overall

absolute risk?

What was the impact of the

stock picking decisions within

the equity portfolios on the

overall absolute risk?

What kind of investment

decision added most to the

overall excess risk?

Did the index choice of

the equity portfolios lower

or increase the excess

risk?

… ?

What is the impact of the

proposed rebalancing on

the risk profile of the total

assets?

Page 11: IIPC Illmer Consulting AG · IIPC Illmer Date: August 2012 - Slide 5 Investment Performance Consulting AG Success through excellence! Holdings-Based Risk Attribution – Background

Produced by: Dr. Stefan J. Illmer Date: August 2012 - Slide 10 IIPC

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Investment Performance

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Holdings-Based Risk Attribution – Background and Concept

Investment process

Benchmark

SAA

TAA

Stock picking

Monitoring risk from a top down perspective (2/4)

Performance

decomposition

Performance contribution Performance attribution

Contributions to return and risk

(absolute or relative)

Equities Bonds Etc.

USA Europe Etc.

Financials Telecom Etc.

AAA AA Etc.

USD JPY Etc.

Asset

allocation

Stock picking Etc.

Benchmark

SAA

TAA

Stock picking

Page 12: IIPC Illmer Consulting AG · IIPC Illmer Date: August 2012 - Slide 5 Investment Performance Consulting AG Success through excellence! Holdings-Based Risk Attribution – Background

Produced by: Dr. Stefan J. Illmer Date: August 2012 - Slide 11 IIPC

Illmer

Investment Performance

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Holdings-Based Risk Attribution – Background and Concept

Performance attribution

Sector / instruments e.g. countries, industries,

sectors, stocks, etc.

Factors e.g. fundamental, stock

specific, etc.

Decision makers e.g. client, consultants,

portfolio manager, etc.

Investment activities e.g. benchmark, strategic

and tactical asset allocation,

etc.

Contributions

absolute relative

Portfolio Benchmark

Return Risk

ex-post ex-ante

Monitoring risk from a top down perspective (3/4)

Page 13: IIPC Illmer Consulting AG · IIPC Illmer Date: August 2012 - Slide 5 Investment Performance Consulting AG Success through excellence! Holdings-Based Risk Attribution – Background

Produced by: Dr. Stefan J. Illmer Date: August 2012 - Slide 12 IIPC

Illmer

Investment Performance

Consulting AG Success through excellence!

Holdings-Based Risk Attribution – Background and Concept

Monitoring risk from a top down perspective (4/4)

Investment process Definition of benchmark

Definition of strategic asset allocation

Definition of tactical asset allocation

Implementation of tactical asset allocation

Investment reporting and controlling

Investment management process Relevant aspects to consider:

• Focus on all asset classes and the total

portfolio and less – in isolation – on specific

asset classes or carve-outs of the total

portfolio.

• Focus more on the amount of risk and less on

the kinds of risk.

• Focus on total risk of asset classes and

portfolios and less on their risk characteristics

or the individual investments.

• Focus on the overall result but also on the

impact of individual decisions and decision

makers.

• Focus on the intended and less on the actual

consequences of investment decision – except

for the last sub-process implementation.

• Focus on the total investment process and

less on the individual sub-processes.

Page 14: IIPC Illmer Consulting AG · IIPC Illmer Date: August 2012 - Slide 5 Investment Performance Consulting AG Success through excellence! Holdings-Based Risk Attribution – Background

Produced by: Dr. Stefan J. Illmer Date: August 2012 - Slide 13 IIPC

Illmer

Investment Performance

Consulting AG Success through excellence!

Risk attribution – the big picture

Page 15: IIPC Illmer Consulting AG · IIPC Illmer Date: August 2012 - Slide 5 Investment Performance Consulting AG Success through excellence! Holdings-Based Risk Attribution – Background

Produced by: Dr. Stefan J. Illmer Date: August 2012 - Slide 14 IIPC

Illmer

Investment Performance

Consulting AG Success through excellence!

Holdings-Based Risk Attribution – Background and Concept

Risk attribution

Ex-post analysis Ex-ante analysis

Absolute risk

Decomposition of volatility

Excess risk

Decomposition of excess volatility and

tracking error

Absolute risk attribution Excess risk attribution

Remark: Lot of other (statistical) risk measures can be considered. In the following we focus on

variance and volatility.

Risk attribution – the big picture (1/3)

Page 16: IIPC Illmer Consulting AG · IIPC Illmer Date: August 2012 - Slide 5 Investment Performance Consulting AG Success through excellence! Holdings-Based Risk Attribution – Background

Produced by: Dr. Stefan J. Illmer Date: August 2012 - Slide 15 IIPC

Illmer

Investment Performance

Consulting AG Success through excellence!

Holdings-Based Risk Attribution – Background and Concept

Risk attribution – the big picture (2/3)

Risk attribution

Single factor based attribution Multi factor based attribution

Holdings-based risk attribution

Weights and covariances of segments

=> Factor may be the market, the benchmark

or the portfolio

=> More for risk analytics on an aggregated

level

=> Focus is the amount of risk

Factor exposures and factor covariances

=> Factors may be for example the region,

the country, the currency, the sector

or some fundamental factors

=> More for detailed risk analytics on an

instrument level

=> Focus are the kinds of risk

Page 17: IIPC Illmer Consulting AG · IIPC Illmer Date: August 2012 - Slide 5 Investment Performance Consulting AG Success through excellence! Holdings-Based Risk Attribution – Background

Produced by: Dr. Stefan J. Illmer Date: August 2012 - Slide 16 IIPC

Illmer

Investment Performance

Consulting AG Success through excellence!

Holdings-Based Risk Attribution – Background and Concept

How much risk is coming from each factor?

Risk Model: Global Portfolio Benchmark

Number of Securities 67 1'550

Number of Currencies 8 0

Portfolio Value

Total Risk (ex-ante) 18.81% 18.21%

- Factor Specific Risk 18.66% 18.18%

- Stock Specific Risk 2.39% 1.02%

Tracking Error (ex-ante) 2.57%

Relative Value at Risk

R-squared 0.98

Beta-adjusted Risk 18.64% 18.21%

Predicted Beta 1.02

Predicted Dividend Yield 1.86 2.01

P/ E Ratio (E: 12 months) 28.39 26.00

P/ B Ratio (B: year-end) 2.58 2.56

3'570'469 0.52%

2.08%

9.35%

2.39% Stock Specific Risk

- Covariance (+/ -)

Explication of risk model: Factor risk is a standard deviation that is

measured by multiplying the 5-year exposure of the components of a portfolio

to each risk factor and by multiplying these figures by the externally determined

risk of each factor. The Tracking Error is measured similarly except that it is the

difference between portfolio and benchmark exposure that is multiplied.

Specific Risk is the standard deviation that measures the volatility of the risk not

captured by the factor model. The model consists of 3 regional, 21 country, 38

industry and 8 fundamental factors (market cap, 4-year E/P growth, E/P, B/P, 5-

year yield, long term debt, 5-year ROE variablity and 5-year earnings variability).

Tracking Error

2.57%

1.50%

0.18%

0.83%

0.77%

0.78%

0.27%

Portfolio

18.81%

18.66%

11.50%

6.98%

2.64%

1.44%

8.42%

- Country

- Industry

- Fundamental

- Currency

84'334'091

Risk Model: Global

Total Risk (ex-ante)

Factor Specific Risk

- Region

Decomposition of the ex-ante absolute and

relative excess risk of an equity portfolio.

How much risk is coming from each asset

class, each decision and each decision maker?

Weights Volatilities p.a.Contribution to

Variance in %

Cash 5.00% 0.86% -0.07%

Domestic Bonds 13.00% 2.88% 1.83%

Foreign Bonds 13.00% 8.41% 10.16%

Domestic Equities 21.00% 17.37% 42.04%

Foreign Equities 15.00% 17.83% 32.22%

Alternative Investments 7.00% 17.59% 13.48%

Real Estate 15.00% 1.27% 0.41%

Mortages 11.00% 0.38% -0.07%

Total 100.00% 7.83% 100.00%

Decomposition of the ex-ante (systematic)

absolute risk of an multi asset class portfolio.

Risk attribution – the big picture (3/3)

Page 18: IIPC Illmer Consulting AG · IIPC Illmer Date: August 2012 - Slide 5 Investment Performance Consulting AG Success through excellence! Holdings-Based Risk Attribution – Background

Produced by: Dr. Stefan J. Illmer Date: August 2012 - Slide 17 IIPC

Illmer

Investment Performance

Consulting AG Success through excellence!

Holdings-Based Risk Attribution – Background and Concept

Holdings-based risk attribution – an example

Page 19: IIPC Illmer Consulting AG · IIPC Illmer Date: August 2012 - Slide 5 Investment Performance Consulting AG Success through excellence! Holdings-Based Risk Attribution – Background

Produced by: Dr. Stefan J. Illmer Date: August 2012 - Slide 18 IIPC

Illmer

Investment Performance

Consulting AG Success through excellence!

Holdings-Based Risk Attribution – Background and Concept

Inputs and assumptions

Single factor based risk attribution using the investment portfolio as the

explaining factor. Here we estimate and decompose the portfolio absolute risk

by using the weighted risk characteristics of the asset classes the portfolio is

invested in. For the estimation and the decomposition of the portfolio risk we

need the following input data:

Weights of the different asset classes for the investment portfolio for the

relevant period.

Estimated covariances between asset classes for the investment portfolio for

the relevant period.

Page 20: IIPC Illmer Consulting AG · IIPC Illmer Date: August 2012 - Slide 5 Investment Performance Consulting AG Success through excellence! Holdings-Based Risk Attribution – Background

Produced by: Dr. Stefan J. Illmer Date: August 2012 - Slide 19 IIPC

Illmer

Investment Performance

Consulting AG Success through excellence!

Holdings-Based Risk Attribution – Background and Concept

Some formulas (1/3)

Since covariances are additive the risk of a portfolio can easily be decomposed.

𝑅𝑃 = 𝑤𝑖𝑃 × 𝑅𝑖

𝑃

𝑛

𝑖=1

𝜎2 𝑅𝑃 = 𝑤𝑖𝑃 × 𝑤𝑗

𝑃 × 𝐶𝑜𝑣 𝑅𝑖𝑃, 𝑅𝑗𝑃 ⇒

𝑛

𝑗=1

𝑛

𝑖=1

𝜎2 𝑅𝑃 = 𝑤𝑖𝑃 2

𝑛

𝑖=1

× 𝜎2 𝑅𝑖𝑃 + 𝑤𝑖

𝑃 ×𝑤𝑗𝑃 × 𝐶𝑜𝑣 𝑅𝑖

𝑃, 𝑅𝑗𝑃 ⇒

𝑛

𝑗=1𝑖≠𝑗

𝑛

𝑖=1

Page 21: IIPC Illmer Consulting AG · IIPC Illmer Date: August 2012 - Slide 5 Investment Performance Consulting AG Success through excellence! Holdings-Based Risk Attribution – Background

Produced by: Dr. Stefan J. Illmer Date: August 2012 - Slide 20 IIPC

Illmer

Investment Performance

Consulting AG Success through excellence!

Holdings-Based Risk Attribution – Background and Concept

Some formulas (2/3)

Risk contributions can easily be calculated using the part of the portfolio risk

based on the weighted variances of the individual asset classes. It is more

difficult for the part of the portfolio risk based on the weighted covariances

between the different asset classes – assuming correlated returns of the asset

classes.

The weighted covariances between the different asset classes can be presented

separate or can be assigned to the different asset classes by using a specific

smoothing algorithm – where here we use the split 50/50.

𝜎2 𝑅𝑃 = 𝑤𝑖𝑃 2

𝑛

𝑖=1

× 𝜎2 𝑅𝑖𝑃 + 𝑤𝑖

𝑃 × 𝑤𝑗𝑃 × 𝐶𝑜𝑟𝑟𝑒𝑙 𝑅𝑖

𝑃, 𝑅𝑗𝑃 × 𝜎 𝑅𝑖

𝑃 × 𝜎 𝑅𝑗𝑃

𝑛

𝑗=1𝑖≠𝑗

𝑛

𝑖=1

Page 22: IIPC Illmer Consulting AG · IIPC Illmer Date: August 2012 - Slide 5 Investment Performance Consulting AG Success through excellence! Holdings-Based Risk Attribution – Background

Produced by: Dr. Stefan J. Illmer Date: August 2012 - Slide 21 IIPC

Illmer

Investment Performance

Consulting AG Success through excellence!

Holdings-Based Risk Attribution – Background and Concept

Some formulas (3/3)

𝜎2 𝑅𝑃 = 𝑤𝑖𝑃 2

𝑚

𝑖=1

× 𝜎2 𝑅𝑖𝑃 + 𝑤𝑖

𝑃 ×𝑤𝑗𝑃 × 𝐶𝑜𝑣 𝑅𝑖

𝑃, 𝑅𝑗𝑃

𝑛

𝑗=1, 𝑗≠𝑖

𝑚

𝑖=1

𝜎2 𝑅𝑖𝑃 = 𝑤𝑖

𝑃 2 × 𝜎2 𝑅𝑖𝑃 + 𝑤𝑖

𝑃 × 𝑤𝑗𝑃 × 𝐶𝑜𝑣 𝑅𝑖

𝑃, 𝑅𝑗𝑃

𝑛

𝑗=1, 𝑗≠𝑖

Page 23: IIPC Illmer Consulting AG · IIPC Illmer Date: August 2012 - Slide 5 Investment Performance Consulting AG Success through excellence! Holdings-Based Risk Attribution – Background

Produced by: Dr. Stefan J. Illmer Date: August 2012 - Slide 22 IIPC

Illmer

Investment Performance

Consulting AG Success through excellence!

Holdings-Based Risk Attribution – Background and Concept

Weights Volatilities p.a.

Cash 5.00% 0.30%

Domestic Bonds 7.00% 3.47%

Foreign Bonds hedged 5.00% 3.08%

Foreign Bonds unhedged 18.00% 6.79%

Mortages 25.00% 1.08%

Domestic Equities 30.00% 17.42%

Foreign Equities 5.00% 18.92%

Domestic Real Estate 5.00% 6.91%

Total 100.00%

Starting point

𝜎2 𝑅𝑃 =𝑤1𝑃

⋮𝑤𝑛𝑃

𝑇

×𝜎2 𝑅1

𝑃 ⋯ 𝐶𝑜𝑣 𝑅1𝑃, 𝑅𝑛𝑃

⋮ ⋱ ⋮𝐶𝑜𝑣 𝑅𝑛

𝑃, 𝑅1𝑃 ⋯ 𝜎2 𝑅𝑛

𝑃×𝑤1𝑃

⋮𝑤𝑛𝑃

Page 24: IIPC Illmer Consulting AG · IIPC Illmer Date: August 2012 - Slide 5 Investment Performance Consulting AG Success through excellence! Holdings-Based Risk Attribution – Background

Produced by: Dr. Stefan J. Illmer Date: August 2012 - Slide 23 IIPC

Illmer

Investment Performance

Consulting AG Success through excellence!

Holdings-Based Risk Attribution – Background and Concept

Calculations (1/2)

Covariance Matrix p.a. CashDomestic

Bonds

Foreign Bonds

hedged

Foreign Bonds

unhedgedMortages

Domestic

Equities

Foreign

Equities

Domestic Real

Estate

Cash 0.00001 0.00002 0.00002 0.00000 0.00001 -0.00003 -0.00007 0.00000

Domestic Bonds 0.00002 0.00120 0.00063 0.00006 0.00024 -0.00089 -0.00169 -0.00005

Foreign Bonds hedged 0.00002 0.00063 0.00095 0.00068 0.00018 -0.00098 -0.00117 -0.00012

Foreign Bonds unhedged 0.00000 0.00006 0.00068 0.00461 0.00005 0.00390 0.00785 0.00023

Mortages 0.00001 0.00024 0.00018 0.00005 0.00012 -0.00041 -0.00056 0.00000

Domestic Equities -0.00003 -0.00089 -0.00098 0.00390 -0.00041 0.03036 0.02564 0.00084

Foreign Equities -0.00007 -0.00169 -0.00117 0.00785 -0.00056 0.02564 0.03581 0.00085

Domestic Real Estate 0.00000 -0.00005 -0.00012 0.00023 0.00000 0.00084 0.00085 0.00478

Weight Matrix CashDomestic

Bonds

Foreign Bonds

hedged

Foreign Bonds

unhedgedMortages

Domestic

Equities

Foreign

Equities

Domestic Real

Estate

Cash 0.25% 0.35% 0.25% 0.90% 1.25% 1.50% 0.25% 0.25%

Domestic Bonds 0.35% 0.49% 0.35% 1.26% 1.75% 2.10% 0.35% 0.35%

Foreign Bonds hedged 0.25% 0.35% 0.25% 0.90% 1.25% 1.50% 0.25% 0.25%

Foreign Bonds unhedged 0.90% 1.26% 0.90% 3.24% 4.50% 5.40% 0.90% 0.90%

Mortages 1.25% 1.75% 1.25% 4.50% 6.25% 7.50% 1.25% 1.25%

Domestic Equities 1.50% 2.10% 1.50% 5.40% 7.50% 9.00% 1.50% 1.50%

Foreign Equities 0.25% 0.35% 0.25% 0.90% 1.25% 1.50% 0.25% 0.25%

Domestic Real Estate 0.25% 0.35% 0.25% 0.90% 1.25% 1.50% 0.25% 0.25%

Page 25: IIPC Illmer Consulting AG · IIPC Illmer Date: August 2012 - Slide 5 Investment Performance Consulting AG Success through excellence! Holdings-Based Risk Attribution – Background

Produced by: Dr. Stefan J. Illmer Date: August 2012 - Slide 24 IIPC

Illmer

Investment Performance

Consulting AG Success through excellence!

Holdings-Based Risk Attribution – Background and Concept

Calculations (2/2)

Contribution to Covariance CashDomestic

Bonds

Foreign Bonds

hedged

Foreign Bonds

unhedgedMortages

Domestic

Equities

Foreign

Equities

Domestic Real

Estate

Cash 0.00000 0.00000 0.00000 0.00000 0.00000 0.00000 0.00000 0.00000

Domestic Bonds 0.00000 0.00001 0.00000 0.00000 0.00000 -0.00002 -0.00001 0.00000

Foreign Bonds hedged 0.00000 0.00000 0.00000 0.00001 0.00000 -0.00001 0.00000 0.00000

Foreign Bonds unhedged 0.00000 0.00000 0.00001 0.00015 0.00000 0.00021 0.00007 0.00000

Mortages 0.00000 0.00000 0.00000 0.00000 0.00001 -0.00003 -0.00001 0.00000

Domestic Equities 0.00000 -0.00002 -0.00001 0.00021 -0.00003 0.00273 0.00038 0.00001

Foreign Equities 0.00000 -0.00001 0.00000 0.00007 -0.00001 0.00038 0.00009 0.00000

Domestic Real Estate 0.00000 0.00000 0.00000 0.00000 0.00000 0.00001 0.00000 0.00001

Contribution to

VarianceNot smoothed Smoothed

Cash 0.00000 0.00000

Domestic Bonds 0.00001 -0.00001

Foreign Bonds hedged 0.00000 0.00000

Foreign Bonds unhedged 0.00015 0.00044

Mortages 0.00001 -0.00002

Domestic Equities 0.00273 0.00328

Foreign Equities 0.00009 0.00053

Domestic Real Estate 0.00001 0.00003

Covarianz 0.00124

Total 0.00424 0.00424

Contribution to

Variance in %Not smoothed Smoothed

Cash 0.00% -0.01%

Domestic Bonds 0.14% -0.28%

Foreign Bonds hedged 0.06% -0.12%

Foreign Bonds unhedged 3.52% 10.42%

Mortages 0.17% -0.51%

Domestic Equities 64.48% 77.29%

Foreign Equities 2.11% 12.53%

Domestic Real Estate 0.28% 0.66%

Covarianz 29.24% 0.00%

Total Variance 100.00% 100.00%

Total Volatility 6.51%

Page 26: IIPC Illmer Consulting AG · IIPC Illmer Date: August 2012 - Slide 5 Investment Performance Consulting AG Success through excellence! Holdings-Based Risk Attribution – Background

Produced by: Dr. Stefan J. Illmer Date: August 2012 - Slide 25 IIPC

Illmer

Investment Performance

Consulting AG Success through excellence!

Holdings-Based Risk Attribution – Background and Concept

Weights Volatilities p.a.Contribution to

Variance in %

Contribution to

Variance

Contribution to

Volatility

Cash 5.00% 0.30% -0.01% 0.00000 0.00%

Domestic Bonds 7.00% 3.47% -0.28% -0.00001 -0.02%

Foreign Bonds hedged 5.00% 3.08% -0.12% 0.00000 -0.01%

Foreign Bonds unhedged 18.00% 6.79% 10.42% 0.00044 0.68%

Mortages 25.00% 1.08% -0.51% -0.00002 -0.03%

Domestic Equities 30.00% 17.42% 77.29% 0.00328 5.03%

Foreign Equities 5.00% 18.92% 12.53% 0.00053 0.82%

Domestic Real Estate 5.00% 6.91% 0.66% 0.00003 0.04%

Total 100.00% 6.51% 100.00% 0.00424 6.51%

Results

Remark: Contribution to volatility are approximated by the relative weights of the contributions of the variances multiplied with the

portfolio volatility.

Page 27: IIPC Illmer Consulting AG · IIPC Illmer Date: August 2012 - Slide 5 Investment Performance Consulting AG Success through excellence! Holdings-Based Risk Attribution – Background

Produced by: Dr. Stefan J. Illmer Date: August 2012 - Slide 26 IIPC

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Investment Performance

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Holdings-Based Risk Attribution – Background and Concept

Decision-oriented risk attribution

Page 28: IIPC Illmer Consulting AG · IIPC Illmer Date: August 2012 - Slide 5 Investment Performance Consulting AG Success through excellence! Holdings-Based Risk Attribution – Background

Produced by: Dr. Stefan J. Illmer Date: August 2012 - Slide 27 IIPC

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Investment Performance

Consulting AG Success through excellence!

Holdings-Based Risk Attribution – Background and Concept

Definition – Decision-oriented risk attribution

Definition of benchmark

Definition of strategic asset allocation

Definition of tactical asset allocation

Implementation of tactical asset allocation

Investment reporting and controlling

Investment management process Decision-oriented risk attribution is

the decomposition of the (absolute

or excess) risk of an investment

portfolio according to specific

investment decisions done by

specific decision makers.

The decomposition approach is

difficult to standardize and therefore

normally tailor-made as the relevant

investment management processes

differ – sometimes substantially.

Page 29: IIPC Illmer Consulting AG · IIPC Illmer Date: August 2012 - Slide 5 Investment Performance Consulting AG Success through excellence! Holdings-Based Risk Attribution – Background

Produced by: Dr. Stefan J. Illmer Date: August 2012 - Slide 28 IIPC

Illmer

Investment Performance

Consulting AG Success through excellence!

Holdings-Based Risk Attribution – Background and Concept

Generic decomposition approach (1/2)

Decision-oriented decomposition of the absolute

(excess) risk allows to quantify the risk contribution or

the value added of the individual decision makers and

is based on the following steps:

Step 1: Identify the circumstances, the investment

management setup, and derive relevant

assumptions for calculation.

Step 2: Mirror the specific investment decisions

into (absolute) asset allocations.

Step 3: Calculate the corresponding risk figures.

Step 4: Assign the absolute risk as well as the risk

differences to the investment decisions

and to the relevant decision makers.

Page 30: IIPC Illmer Consulting AG · IIPC Illmer Date: August 2012 - Slide 5 Investment Performance Consulting AG Success through excellence! Holdings-Based Risk Attribution – Background

Produced by: Dr. Stefan J. Illmer Date: August 2012 - Slide 29 IIPC

Illmer

Investment Performance

Consulting AG Success through excellence!

Holdings-Based Risk Attribution – Background and Concept

Mirror investment decisions

Weights BenchmarkStrategic asset

allocation

Tactical asset

allocation

Portfolio

strategies

allocation

Actual portfolio

allocation

Domestic bonds 10.00% 10.00% 10.00% 10.00% 12.00%

Foreign bonds 20.00% 10.00% 25.00% 25.00% 23.00%

Domestic equities 30.00% 35.00% 55.00% 55.00% 55.00%

Foreign equities 40.00% 45.00% 10.00% 10.00% 10.00%

Total assets 100.00% 100.00% 100.00% 100.00% 100.00%

Page 31: IIPC Illmer Consulting AG · IIPC Illmer Date: August 2012 - Slide 5 Investment Performance Consulting AG Success through excellence! Holdings-Based Risk Attribution – Background

Produced by: Dr. Stefan J. Illmer Date: August 2012 - Slide 30 IIPC

Illmer

Investment Performance

Consulting AG Success through excellence!

Holdings-Based Risk Attribution – Background and Concept

Calculation of risk figures (1/6)

Target risk

Benchmark risk

SAA risk

TAA risk

Portfolio index risk

Portfolio actual risk

Benchmark weights

and indices

Investment target and risk profile

Definition of benchmark

Definition of strategic asset allocation

Definition of tactical asset allocation

Definition of portfolio strategies

Implementation of portfolio strategies

SAA weights

TAA weights

Portfolio indices

Portfolio weights and

stock weights

Page 32: IIPC Illmer Consulting AG · IIPC Illmer Date: August 2012 - Slide 5 Investment Performance Consulting AG Success through excellence! Holdings-Based Risk Attribution – Background

Produced by: Dr. Stefan J. Illmer Date: August 2012 - Slide 31 IIPC

Illmer

Investment Performance

Consulting AG Success through excellence!

Holdings-Based Risk Attribution – Background and Concept

Calculation of risk figures (2/6)

Target risk

Benchmark risk

SAA risk

TAA risk

Portfolio index risk

Portfolio actual risk

Excess = Risk contribution due to the definition of the benchmark

Excess = Risk contribution due to the definition of the strategic asset allocation

Excess = Risk contribution due to the definition of the tactical asset allocation

Excess = Risk contribution due to the definition of the portfolio strategies

Excess = Risk contribution due to the implementation of the portfolio strategies

Page 33: IIPC Illmer Consulting AG · IIPC Illmer Date: August 2012 - Slide 5 Investment Performance Consulting AG Success through excellence! Holdings-Based Risk Attribution – Background

Produced by: Dr. Stefan J. Illmer Date: August 2012 - Slide 32 IIPC

Illmer

Investment Performance

Consulting AG Success through excellence!

Holdings-Based Risk Attribution – Background and Concept

Calculation of risk figures (3/6)

Target risk

Benchmark risk

SAA risk

TAA risk

Portfolio index risk

Portfolio actual risk

E.g. weight of domestic equities and choice of respective benchmark index

E.g. difference in weight of domestic equities

E.g. difference in weight of domestic equities

E.g. choice of respective portfolio index

E.g. difference in weight of domestic equities, stock picking and rest

Page 34: IIPC Illmer Consulting AG · IIPC Illmer Date: August 2012 - Slide 5 Investment Performance Consulting AG Success through excellence! Holdings-Based Risk Attribution – Background

Produced by: Dr. Stefan J. Illmer Date: August 2012 - Slide 33 IIPC

Illmer

Investment Performance

Consulting AG Success through excellence!

Holdings-Based Risk Attribution – Background and Concept

Calculation of risk figures (4/6)

Target risk

Benchmark risk

SAA risk

TAA risk

Portfolio index risk

Portfolio actual risk

Remark: Here we decompose the absolute excess risk – means the difference in total risk.

𝐴𝐸𝑅 = 𝑤𝑖𝐵 × 𝑤𝑗

𝐵 × 𝐶𝑜𝑣 𝑅𝑖𝐵 , 𝑅𝑗𝐵

𝑛

𝑗=1, 𝑗≠𝑖

𝑚

𝑖=1

− 𝑇𝑎𝑟𝑔𝑒𝑡 𝑟𝑖𝑠𝑘

𝐴𝐸𝑅 = 𝑤𝑖𝑆𝐴𝐴 × 𝑤𝑗

𝑆𝐴𝐴 × 𝐶𝑜𝑣 𝑅𝑖𝐵 , 𝑅𝑗𝐵

𝑛

𝑗=1, 𝑗≠𝑖

𝑚

𝑖=1

− 𝑤𝑖𝐵 × 𝑤𝑗

𝐵 × 𝐶𝑜𝑣 𝑅𝑖𝐵 , 𝑅𝑗𝐵

𝑛

𝑗=1, 𝑗≠𝑖

𝑚

𝑖=1

𝐴𝐸𝑅 = 𝑤𝑖𝑇𝐴𝐴 × 𝑤𝑗

𝑇𝐴𝐴 × 𝐶𝑜𝑣 𝑅𝑖𝐵 , 𝑅𝑗𝐵

𝑛

𝑗=1, 𝑗≠𝑖

𝑚

𝑖=1

− 𝑤𝑖𝑆𝐴𝐴 ×𝑤𝑗

𝑆𝐴𝐴 × 𝐶𝑜𝑣 𝑅𝑖𝐵 , 𝑅𝑗𝐵

𝑛

𝑗=1, 𝑗≠𝑖

𝑚

𝑖=1

𝐴𝐸𝑅 = 𝑤𝑖𝑇𝐴𝐴 × 𝑤𝑗

𝑇𝐴𝐴 × 𝐶𝑜𝑣 𝑅𝑖𝑃𝐼 , 𝑅𝑗𝑃𝐼

𝑛

𝑗=1, 𝑗≠𝑖

𝑚

𝑖=1

− 𝑤𝑖𝑇𝐴𝐴 × 𝑤𝑗

𝑇𝐴𝐴 × 𝐶𝑜𝑣 𝑅𝑖𝐵 , 𝑅𝑗𝐵

𝑛

𝑗=1, 𝑗≠𝑖

𝑚

𝑖=1

𝐴𝐸𝑅 = 𝑤𝑖𝑃𝐴 ×𝑤𝑗

𝑃𝐴 × 𝐶𝑜𝑣 𝑅𝑖𝑃𝐴 , 𝑅𝑗

𝑃𝐴

𝑛

𝑗=1, 𝑗≠𝑖

𝑚

𝑖=1

− 𝑤𝑖𝑇𝐴𝐴 × 𝑤𝑗

𝑇𝐴𝐴 × 𝐶𝑜𝑣 𝑅𝑖𝑃𝐼 , 𝑅𝑗𝑃𝐼

𝑛

𝑗=1, 𝑗≠𝑖

𝑚

𝑖=1

Page 35: IIPC Illmer Consulting AG · IIPC Illmer Date: August 2012 - Slide 5 Investment Performance Consulting AG Success through excellence! Holdings-Based Risk Attribution – Background

Produced by: Dr. Stefan J. Illmer Date: August 2012 - Slide 34 IIPC

Illmer

Investment Performance

Consulting AG Success through excellence!

Holdings-Based Risk Attribution – Background and Concept

Calculation of risk figures (5/6)

Weights BenchmarkStrategic asset

allocation

Tactical asset

allocation

Portfolio

strategiesImplementation

Domestic Bonds 1 5.00% 5.00% 5.00% 5.00% 5.00%

Domestic Bonds 2 5.00% 5.00% 5.00% 5.00% 7.00%

Foreign Bonds 1 4.00% 2.00% 5.00% 5.00% 5.00%

Foreign Bonds 2 16.00% 8.00% 20.00% 20.00% 18.00%

Domestic Equities 1 13.64% 15.91% 25.00% 25.00% 25.00%

Domestic Equities 2 16.36% 19.09% 30.00% 30.00% 30.00%

Foreign Equities 1 20.00% 22.50% 5.00% 5.00% 5.00%

Foreign Equities 2 20.00% 22.50% 5.00% 5.00% 5.00%

Total 100.00% 100.00% 100.00% 100.00% 100.00%

Volatilities BenchmarkStrategic asset

allocation

Tactical asset

allocation

Portfolio

strategiesImplementation

Domestic Bonds 1 0.30% 0.30% 0.30% 0.31% 0.35%

Domestic Bonds 2 3.47% 3.47% 3.47% 2.99% 2.57%

Foreign Bonds 1 3.08% 3.08% 3.08% 3.02% 3.21%

Foreign Bonds 2 6.79% 6.79% 6.79% 6.34% 6.00%

Domestic Equities 1 1.08% 1.08% 1.08% 0.87% 0.78%

Domestic Equities 2 17.42% 17.42% 17.42% 17.58% 17.76%

Foreign Equities 1 18.92% 18.92% 18.92% 18.78% 18.69%

Foreign Equities 2 6.91% 6.91% 6.91% 3.37% 1.21%

Total 7.05% 7.64% 6.59% 6.55% 6.47%

Page 36: IIPC Illmer Consulting AG · IIPC Illmer Date: August 2012 - Slide 5 Investment Performance Consulting AG Success through excellence! Holdings-Based Risk Attribution – Background

Produced by: Dr. Stefan J. Illmer Date: August 2012 - Slide 35 IIPC

Illmer

Investment Performance

Consulting AG Success through excellence!

Holdings-Based Risk Attribution – Background and Concept

Calculation of risk figures (6/6)

Target risk

7.50%

Portfolio actual risk

6.47%

Surplus risk for the investment portfolio => - 1.03%

Risk contribution due to benchmark definition => - 0.45%

Risk contribution due to strategic asset allocation => + 0.59%

Risk contribution due to tactical asset allocation => -1.05%

Risk contribution due to portfolio strategies => - 0.04%

-

=

+

Risk contribution due to implementation => - 0.08%

+

+

+

Page 37: IIPC Illmer Consulting AG · IIPC Illmer Date: August 2012 - Slide 5 Investment Performance Consulting AG Success through excellence! Holdings-Based Risk Attribution – Background

Produced by: Dr. Stefan J. Illmer Date: August 2012 - Slide 36 IIPC

Illmer

Investment Performance

Consulting AG Success through excellence!

Holdings-Based Risk Attribution – Background and Concept

-1.5%

-1.0%

-0.5%

0.0%

0.5%

1.0%

Domestic Bonds Foreign Bonds Domestic Equities Foreign Equities Total assets

Assigning of absolute excess risk figures (1/5)

Including the

added risk

due to the

definition of

benchmark

versus the

target risk

Remark: Contribution to volatility are approximated by the relative weights of the contributions of the variances multiplied with the

portfolio volatility.

Page 38: IIPC Illmer Consulting AG · IIPC Illmer Date: August 2012 - Slide 5 Investment Performance Consulting AG Success through excellence! Holdings-Based Risk Attribution – Background

Produced by: Dr. Stefan J. Illmer Date: August 2012 - Slide 37 IIPC

Illmer

Investment Performance

Consulting AG Success through excellence!

Holdings-Based Risk Attribution – Background and Concept

Assigning of absolute excess risk figures (2/5)

Decomposition of

the absolute

excess risk if not

reflecting the

investment

management

process

-1.5%

-1.0%

-0.5%

0.0%

0.5%

1.0%

Asset allocation effect Stock picking effect Interactioneffect

Total effects

Remark: Contribution to volatility are approximated by the relative weights of the contributions of the variances multiplied with the

portfolio volatility.

Page 39: IIPC Illmer Consulting AG · IIPC Illmer Date: August 2012 - Slide 5 Investment Performance Consulting AG Success through excellence! Holdings-Based Risk Attribution – Background

Produced by: Dr. Stefan J. Illmer Date: August 2012 - Slide 38 IIPC

Illmer

Investment Performance

Consulting AG Success through excellence!

Holdings-Based Risk Attribution – Background and Concept

Assigning of absolute excess risk figures (3/5)

Decomposition of

the absolute

excess risk

reflecting the

actual investment

management

process

-1.5%

-1.0%

-0.5%

0.0%

0.5%

1.0%

Definition ofbenchmark

Definition ofstrategic asset

allocation

Definition oftactical asset

allocation

Definition ofportfolio

strategies

Implementationof portfoliostrategies

Totalmanagement

effect

Remark: Contribution to volatility are approximated by the relative weights of the contributions of the variances multiplied with the

portfolio volatility.

Page 40: IIPC Illmer Consulting AG · IIPC Illmer Date: August 2012 - Slide 5 Investment Performance Consulting AG Success through excellence! Holdings-Based Risk Attribution – Background

Produced by: Dr. Stefan J. Illmer Date: August 2012 - Slide 39 IIPC

Illmer

Investment Performance

Consulting AG Success through excellence!

Holdings-Based Risk Attribution – Background and Concept

Assigning of absolute excess risk figures (4/5)

Management effects to excess riskAsset allocation

effect

Stock picking

effect

Interaction

effectTotal effects

Domestic Bonds 0.00% 0.01% 0.00% 0.00%

Foreign Bonds -0.10% -0.07% 0.01% -0.09%

Domestic Equities -0.76% -0.02% 0.07% -0.82%

Foreign Equities -0.13% -0.28% 0.24% -0.13%

Total assets -0.99% -0.36% 0.32% -1.03%

Management effects to excess riskBoard of

directors

Investment

committee

Portfolio

managerTotal effects

Domestic Bonds 0.00% 0.01% 0.00% 0.00%

Foreign Bonds -0.04% -0.02% -0.07% -0.09%

Domestic Equities -0.16% 1.15% 0.01% -0.82%

Foreign Equities -0.25% -1.64% -0.02% -0.13%

Total assets -0.45% -0.50% -0.08% -1.03%

Remark: Contribution to volatility are approximated by the relative weights of the contributions of the variances multiplied with the

portfolio volatility.

Page 41: IIPC Illmer Consulting AG · IIPC Illmer Date: August 2012 - Slide 5 Investment Performance Consulting AG Success through excellence! Holdings-Based Risk Attribution – Background

Produced by: Dr. Stefan J. Illmer Date: August 2012 - Slide 40 IIPC

Illmer

Investment Performance

Consulting AG Success through excellence!

Holdings-Based Risk Attribution – Background and Concept

Assigning of absolute excess risk figures (5/5)

Effective

portfolio

weights and

stock picking

Remarks: Decomposition might change depending on the investment management process. Contribution to volatility are

approximated by the relative weights of the contributions of the variances multiplied with the portfolio volatility.

!

Management effects to excess riskBoard of

directors

Investment

committee

Portfolio

managerTotal effects

Domestic Equities -0.16% 1.15% 0.01% -0.82%

SAA and

TAA weights

and choice of

portfolio

index

Definition of

benchmark

versus target

risk

Management effects to excess riskAsset allocation

effect

Stock picking

effect

Interaction

effectTotal effects

Domestic Equities -0.76% -0.02% 0.07% -0.82%

Page 42: IIPC Illmer Consulting AG · IIPC Illmer Date: August 2012 - Slide 5 Investment Performance Consulting AG Success through excellence! Holdings-Based Risk Attribution – Background

Produced by: Dr. Stefan J. Illmer Date: August 2012 - Slide 41 IIPC

Illmer

Investment Performance

Consulting AG Success through excellence!

Comments and questions

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Produced by: Dr. Stefan J. Illmer Date: August 2012 - Slide 42 IIPC

Illmer

Investment Performance

Consulting AG Success through excellence!

Holdings-Based Risk Attribution – Background and Concept

Comments and questions

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Produced by: Dr. Stefan J. Illmer Date: August 2012 - Slide 43 IIPC

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Investment Performance

Consulting AG Success through excellence!

Contact details and disclaimer

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Produced by: Dr. Stefan J. Illmer Date: August 2012 - Slide 44 IIPC

Illmer

Investment Performance

Consulting AG Success through excellence!

Contact details

Illmer Investment Performance Consulting AG

Weinbergstrasse 28

CH - 8200 Schaffhausen

Switzerland

www.iipc-ag.com

Dr. Stefan Joachim Illmer

Tel. +41 / 79 / 962 20 37

Email: [email protected]

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Produced by: Dr. Stefan J. Illmer Date: August 2012 - Slide 45 IIPC

Illmer

Investment Performance

Consulting AG Success through excellence!

Disclaimer

This document was produced by Illmer Investment Performance Consulting AG (hereafter "IIPC-

AG") with the greatest of care and to the best of its knowledge and belief. However, IIPC-AG

provides no guarantee with regard to its content and completeness and does not accept any liability

for losses which might arise from making use of this information. This document is provided for

information purposes only and is for the exclusive use of the recipient. It does not constitute an offer

or a recommendation to buy or sell financial instruments or banking services.

It is expressly not intended for persons who, due to their nationality or place of residence, are not

permitted access to such information under local law.