Asset size: a portfolio could be: • too large for some asset classes and certain active strategies • too small for complex asset classes like hedge funds and private equity and where
Trang 1Level III
Asset Allocation with Real-World Constraints
Summary
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Trang 2Constraints in Asset Allocation
In the real world the investment opportunity set is influenced by
several constraints
Asset size: a portfolio could be:
• too large for some asset classes
and certain active strategies
• too small for complex asset classes
like hedge funds and private equity
and where there is a minimum
investment requirement
Liquidity constraint has two dimensions:
Liquidity characteristics of asset class
Liquidity needs of asset owner
• Time horizon
• Liquidity needs under high market stress
• Governance capacity
Regulatory and Other External Constraints
• Allocations to certain asset classes might
be constrained by regulator
• Tax incentives
• Need to maintain certain financial ratios
Time horizon Two major aspects:
• Changes in human capital
• Changing character of liabilities
Trang 3After-Tax Portfolio Optimization
Portfolio optimization should be based on after-tax
return and risk
• r at = r pt (1 – t) or r at = p d r pt (1 – t d ) + p a r pt (1 – t cg)
• σat = σpt (1 – t)
• Correlations are not impacted by taxes
Impact of taxes on asset allocation depends on the riskiness of the portfolio
Tax inefficient asset class are still important in an after-tax context when correlation with other asset classes is low
Rebalancing realized capital gains taxes
• Trade-off between benefits of tax minimization (which calls for less rebalancing) merits of
maintaining target asset allocation (frequent rebalancing)
• After-tax volatility < before-tax volatility larger asset class movements to materially alter risk
profile of taxable portfolio wider rebalancing ranges for taxable portfolios relative to tax exempt portfolios
Strategic asset location: place less tax efficient assets in tax-exempt or tax-deferred accounts; place tax efficient assets (low tax rates and/or deferred capital gains) in taxable accounts
Trang 4Revising the Strategic Asset Allocation
SAA should be reviewed periodically even if there is no change in investor circumstances
Circumstances that might trigger a special review of the asset allocation policy include:
• Change in goals
▪ Business conditions
▪ Investor’s circumstances
• Change in constraints
▪ Size
▪ Liquidity needs
▪ Time horizon
▪ Regulatory or other external constraints
• Change in beliefs
▪ Change in economic environment change in capital market expectations
▪ Change in trustees or committee members
Glide path: anticipate changes in risk
appetite and implement pre-established changes to asset allocation in response.
Trang 5Short-Term Shifts in Asset Allocation
Tactical asset allocation (TAA) allows short-term deviations from SAA based on cyclic variations and
temporary price dislocations in capital markets
• TAA assumes that returns in the short-run are predictable
• Success of TAA decisions should be evaluated
▪ Compare Sharpe ratio realized under the TAA with Sharpe ratio under SAA
▪ Evaluate information ratio
▪ Plot the realized return/risk of the TAA versus the realized return of SAA’s efficient frontier
• Downside of TAA: higher trading costs, higher taxes and higher concentration of risk relative to
policy portfolio
Discretionary TAA is based on manager skill in predicting short-term market movements and considers,
large number of data points such as valuations, credit spreads, monetary and fiscal policy, GDP growth, economic sentiment indicators, market sentiment indicators, etc
Systematic TAA seeks to exploit asset class level return anomalies that have been shown to have some
predictability and persistence such as value factor and momentum factor
Trang 6Bias Implication Mitigation
Representativeness Bias
Overweight importance of most
recent observations and
information (recency bias).
Return chasing overweight in asset classes which have
performed well recently.
Objective asset allocation process and strong governance framework
Availability Bias
People take a mental shortcut
when estimating the probability of
an outcome based on how easily
the outcome comes to mind.
Outcomes that come to mind easily are considered more likely.
Familiarity Bias Home Bias
Use global market portfolio as starting point
Strong governance framework.
Framing Bias
Answer question differently based
solely on how it is asked (framed).
Investor’s choice of asset allocation may be influenced by the manner in which the risk-return tradeoff is presented
Present possible asset allocation choices with multiple perspectives
on risk/reward trade-off; present risk in terms of shortfall
probability, VaR, CVaR, etc.
Dealing with Behavioral Biases in Asset Allocation
Trang 7Bias Implication Mitigation
Loss Aversion
People dislike losses more than
they like gains; prefer avoiding
losses over achieving gains.
Might interfere with ability to maintain chosen asset allocation during periods of negative returns.
Goal-based investing:
Frame risks in terms of shortfall probability.
Fund high-priority goals with low-risk assets.
Illusion of Control
Tendency to overestimate one’s
ability to control events based on
superior knowledge, skills and/or
resources
Exacerbated by overconfidence
and hindsight biases.
Alpha-seeking behavior Excessive trading
Concentrated positions Underexposure to asset classes which are a significant part of the global market portfolio
Use global market portfolio as starting point in developing global asset allocation.
Formal asset allocation process based on long-term forecasts.
Mental Accounting
Treat one some of money
differently from another sum
based on the mental account the
money is assigned to.
Failure to consider correlations between assets assigned to different mental accounts suboptimal overall portfolio.
Goals-based investing; if each sub-portfolio is on the same efficient frontier optimal overall
portfolio.