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2007 INSTITUTIONAL CLIENT CONFERENCEInnovative Leadership, Creative Solutions
© 2007 Northern Trust Corporation
N O R T H E R N T R U S T
Simon Willcox
Attribution AnalysisAn integral part of the investment management program
Paul D’Ouville
2 Innovative Leadership, Creative Solutions
Presentation Overview
A comprehensive suite for asset servicing Plan Sponsors to asset managers
The attribution and data evolution A generational model A generational range of issues
The asset class / market evolution The ‘simplicity’ of Equities versus the realities of Fixed Income Desire for stock level analysis
Linking performance attribution and risk attribution From performance Attribution to risk adjusted performance attribution
Northern Trust’s development approach The core client requirements of an effective attribution toolkit Asset Owner versus Asset Manager needs
Current trends, future needs
3 Innovative Leadership, Creative Solutions
A Comprehensive Suite for Asset Servicing
What has been the return on our assets?
Performance measurement (return, excess return, attribution)
By Manager
By consolidation (e.g. total plan / all passive portfolios / all active portfolios)
By asset class / region / country / sector / stock
Why have the assets performed that way?
Attribution Analysis
Asset Managers Has asset owner received expected performance, ‘true to label’ validation
How has each investment desk performed, consistency and validation of investment process, where to spend time on process
Have the desks interacted effectively (currency management)
Asset Owners
how have their decisions impacted performance, asset v liability monitoring
4 Innovative Leadership, Creative Solutions
A Comprehensive Suite for Asset Servicing
Was this within our investment guidelines?
Compliance / Risk Monitoring
External investment restrictions (legal/regulatory).
Internal investment restrictions – placed on individual managers to limit overall plan risk
What risks did we take along the way and what type of risks lay ahead?
Risk Analysis
Ex-Post – Have we taken too much risk, or too little
Ex-Ante – Is our current risk exposure in line with our investment requirements
Asset owners and managers have a fiduciary responsibility to monitor their investments. What analysis is required to enable them to do this?
5 Innovative Leadership, Creative Solutions
Attribution Objectives
Meets its purpose Maps to client’s objectives and fund managers’ investment process Accurate and timely delivery
Easily interpreted By clients with supplemental and meaningful commentary from fund managers By fund managers / marketing and sales By third parties /consultants receiving data from multiple sources
An aid to future investment decisions Complementary to in-house risk models and other front office systems Supports previous ex-ante analysis and asset / liability modelling
Automated Scalable Flexible
Each user may have a different purpose and level of understanding, but the output must be understandable and useful to all parties.
6 Innovative Leadership, Creative Solutions
Northern Trust’s Approach to Supporting Clients’ Needs
Methodology and formulae Needed “returns based” approach to compliment existing excess return driven reporting Preferred industry standard methodology but wanted integration into infrastructure Algorithms programmed directly into core platform
Delivery and Frequency Daily service essential for asset managers – quantitative analysis and speedy turn around Monthly / quarterly service to compliment daily information – qualitative analysis with commentary Solution – on line reporting via Northern Trust Passport
Review of data integrity – “refining the process” Daily delivery can pinpoint implementation issues prior to month end Investment goals / processes can be reviewed more frequently Solution – daily performance, available daily
Integration in client reporting across segments Headline numbers and impacts needed to be highlighted in client reporting Solution – design and build client reporting blocs, marrying numbers with analysis
A full suite of attribution capabilities is a “must have” for all of clients from a precise methodology through to timely and meaningful reporting
7
The Data Evolution
Delivery implications within a Generational Model of performance delivery:
More detail
More frequency
Data intensity for all models
Cost of delivery
Performance and Risk
Performance Measurement
High Level
Performance Measurement
Detailed
Attribution High Level
Attribution Detailed
RiskOther Ex
Ante
Generation 1
Figures Production
Quarterly Quarterly
Generation 2
Added ValueMonthly Quarterly Quarterly Quarterly
Generation 3
Global Support
GIPS requirements
includedMonthly Monthly Monthly
Monthly with more
detail
Quarterly with more
detail
Generation 4
Focused Cost Centre
More detail
needed
Weekly / daily Monthly
Weekly / daily with more detail
Weekly / daily with
more proof of controls
Monthly with more
detail
Generation 5
Integrated Feedback
More interpretation, and link with attribution / risk
Weekly / daily -more interpretation than
production
Weekly / daily -more interpretation than
production
The development of the servicing of program management has been an evolutionary process and can be represented by five key generations.
Source: Investit Intelligence ‘Outsourced Performance Measurement for Investment Managers’
1990 - 94
1994 - 98
1998 - 2001
2001 - 03
2003 - now
8 Innovative Leadership, Creative Solutions
Demands on Attribution Models Through ‘Diversification’
Portfolio, benchmark, broad assets, universes
Equities
Fixed Income
DATA
INTEGRITY
Portfolio, benchmark, broad assets to stock level
Policy / Balanced
Portfolio, benchmark, sensitivity to characteristics
Portfolio holdings and prices Contribution
9 Innovative Leadership, Creative Solutions
The Asset Class and Market Evolution
Profile of markets are / have changedPeer groups versus custom benchmarks – move to custom allows for more
frequent attribution reporting (UK move from 75% peer group to less than 10% in last 5 years)
Peer group comparison more relevant in the U.S. with large markets and similar mandates
Equities v Fixed Income v AlternativesLiability matching pressures have seen a move towards fixed incomeUse of alternative assets is growing significantly Increased use of OTC’s – independent models required to derive characteristics
Regulatory RequirementsGlobal Investment Standards are limited with respect to attributionDifficult to point to any one “correct” approach although many are universally
standard (eg: stock level equity attribution)
Risk awarenessAttribution is another useful tool for identifying risk within a policy / mandate
10 Innovative Leadership, Creative Solutions
Understanding the Inputs to Attribution Analysis
Increased analysis => Increased need for data integrity => Increased focus
Increased complexity with frequency
Country / currency
More flows
Policy
No flows
Start weights
Manager
Flows?
Average weights
Sector
Classifications
Many different flavours in FI (eg: maturity bands)
Stock
Synthetic trades
Corporate actions and flows between sectors
11 Innovative Leadership, Creative Solutions
The Process Needs to be Seemless
Data flow,Understandingdependencies
A true end to end mechanism is essential such that transactional and accounting data flow through to attribution results with no need for human intervention
1.Accounting
Data
3.Positional and
transaction code mapping
2.Portfolio
holdings and transactions
4. Performance calculation
Engine
5. Application ofClassification Schemes to
produce returns
6. Index data
Sources and mapping
7.Apply
formulae and deliver
results
12
Performance Attribution Sample Output (Total Fund)
Total Fund attribution is a tool to quantify the impact of strategic investment decisions and implementation decisions.
13
Performance Attribution Sample Output (Sector Equity)
Sector level attribution is useful for all types of funds, even tracker funds as per this example, to highlight to the manager where extra return is being generated. Was it deliberate?
14
Performance AttributionSample Output (Stock Level Equity)
Stock level attribution is useful to pinpoint where good stocks were chosen and just as importantly which poor performing stocks were avoided.
15 Innovative Leadership, Creative Solutions
What Is Fixed Income Attribution Analysis?
Returns-based attribution model
Flexibility to calculate attribution results based on client specific mandate types (eg: Govs. Vs, Corporates)
Excess Return
Market selection Currency
Duration Curve Positioning Sector/CountryBond specific
effects
A technique used to quantify the excess return of a portfolio against its benchmark into active decisions of the investment management process
16 Innovative Leadership, Creative Solutions
Equity and Balanced vs. Fixed Income Attribution
SimilaritiesBoth are returns based (portfolio vs. benchmark) and look to decompose
the excess return into the conscious decisions of the investment processTop Down approach
Both look at the impact of investing in specific markets or assets and choice of stocks within the market / category
DifferencesFixed Income portfolios tend to have a greater degree of currency
management within the fund which needs to be measured independently (passive versus active)
Fixed Income models are more risk orientated with the use of duration to measure interest rate sensitivity
Excess returns tend to be smaller, so results in fixed income are much more sensitive to price and characteristic differences
Should different attribution methodologies exist between equity vs. fixed income strategies?
17 Innovative Leadership, Creative Solutions
Understanding the Effects
DurationPositive / negative impact on excess return from a parallel shift in the yield curve
Yield Curve PositioningPositive / negative impact on excess return from a change in shape in the yield curve
Sector / CountryYield spread movements between Gov. and Non Gov. Bonds or currencies of issue
Bond SpecificDid we pick good performing bonds along the yield curve? Was credit part of the benchmark?
CurrencyDid we pick good or poor performing currencies ?
If interest rates fall, then the returns are positive so overweight duration in rising markets is good and underweight duration is bad
18 Innovative Leadership, Creative Solutions
Understanding the Data Requirements
Portfolio and index (as per the classification scheme)
Market Value (income accrued versus received)
Effective duration (allows for options on bonds)
Effective maturity bands for classification purposes (callable bonds)
Currency of Issue rather than country of risk
Credit rating – official versus implied
Sector classification (Government / Corporate etc)
19 Innovative Leadership, Creative Solutions
Considerations for fixed income attribution - General
Different interpretation of added value
Yield spread versus total return
Buy & hold versus transaction based
Arithmetic versus geometric
Data integrity and consistency
Security characteristics
Greater variety of benchmark schema’s/definitions
Front office systems to back office analysis and reporting
Index data requirements – cost, distribution and formatting
Greater complexity with derivatives
Greater portfolio turnover
Greater complexity transitioning historical information
20
Performance Attribution Sample Output (Fixed Income)
Fixed Income Attribution highlights the impacts of effective positions (duration adjusted weights)
21 Innovative Leadership, Creative Solutions
Risk Attribution / Risk Adjusted Performance Attribution
Decomposition of ex post and ex ante measures into meaningful factors
Ex ante risk attribution normally built from multi factor model approach
Ex post risk adjusted performance attribution can be built from statistics such as tracking error / information ratio decomposition
Ex Post Risk Attribution
Based on standard deviation of active returns
Attribution built from asset volatility and correlation to tracking error (but using traditional performance definitions of selection and allocation)
Selection impact built from asset weight times active return volatility in asset
Allocation impact built from size of asset active weight times active return volatility in asset relative to overall benchmark.
Ex Post Risk Adjusted Performance Attribution
Information Ratio useful (active return / tracking error)
Use of ‘risk weights’ rather than investment weights – how much of risk budget has been spent on asset
22 Innovative Leadership, Creative Solutions
Sample UK Equity – 1 Year Attribution Results
18.37 Return (%) 13.16 Risk (% Std Dev)
22.13 -3.76
13.33 2.78
-0.30 -3.45 N/A
0.28 2.78 N/A
0.00 -0.00 -0.30 0.16 -1.47 -1.61 -0.55
0.00 0.00 0.28 0.19 0.92 1.28 2.18
0.00 -0.00
0.00 0.00
Currency
Selection
Explicit
N/A
Cash-Equity
Currency
Implicit
Indices SelectionSelection
TradingWithin
AssetRisk SectorsRegion
Cost
Transaction
Timing
MarketCurrency
MarketAllocation
N/A
Asset
Total
Benchmark Active
Risk Attribution / Risk Adjusted Performance Attribution
23 Innovative Leadership, Creative Solutions
Strategic Approach to Attribution Developments
Full integration within infrastructure remains crucial
Analysis is embedded within Northern Trust infrastructure
Important to ensure that data updates at source flow efficiently through to end analysis and attribution
Industry leading professionals researching new methodologies and approaches
Active participation in external performance conferences
Close ties with performance professionals in the industry
Continued investment in capital expenditure
Senior management continue to comit resources to analysis and decision support capabilities
Displined approach to development, testing and implementation
Staying on current with new investment approaches
Working with clients and asset managers to ensure new investment strategies are captured within performance
Strategic alliances to deliver industry leading capabilities
24 Innovative Leadership, Creative Solutions
Recent Developments Around Attribution
Daily relative attribution capability through Passport (Fundamentals)
Equity (regional, country, sector and stock level)
Popular with investment management community
Daily indexes information from all major index vendors
Specialist benchmark team negotiating and managing index vendor relationships
Daily benchmark building functionality
Benchmarks feeding attribution can be built daily and rebalanced monthly
Strategic alliances with third party index and characteristic providers
25 Innovative Leadership, Creative Solutions
Current Trends, Future Needs
Absolute / Hedge FundsSome strategies do not lend themselves to relative attribution decompositionContribution analysis is the start…but do need in-depth knowledge of investment decisions (e.g. – pairing)
Derivatives – greater complexity and evolution of purposeAttribution ‘methodologies’ have existed for significant periods of timeTreatment of ETD v OTC’sBut again, need in-depth knowledge of investment decisions to ensure attribution
reflective of investment process Active vs. passive currency management
Need to strip out forward contracts between passive and active decisionsNeed to allocate cost of hedging to appropriate investment deskSeparate measurement of currency overlay programs
LDIA valuation process – decomposition of asset value versus liability valueNon published benchmarks – derived from asset exposure
Characteristics enhancements and custom indexes development
2007 INSTITUTIONAL CLIENT CONFERENCEInnovative Leadership, Creative Solutions
© 2007 Northern Trust Corporation
N O R T H E R N T R U S T
Simon Willcox
Thank You
Paul D’Ouville