Performance Evaluation Flashcards
Returns-Based, Holdings-based, Transactions-Based Performance Attribution
Returns based = regresses total port returns against major risk factors (eg systematic risk, size, value) to ID active bets of mgr and their impact o active returns
–> uses less data than HBSA
–> less window dressing, because looks at avg exposures over the regression period than HBSA which is a current snapshot
Holdings-based = uses bgn of period portfolio holdings to assess active sector/stock selection bets of the mgr and their contribution to active return
–> doesnt adjust for portfolio changes made during evaluation period –> output might not match overall port returns for mgr with higher turnover –> mismatch = “timing” or “trading” effect –> fix using shorter evaluation periods
–> requires MORE data
–> subject to WINDOW DRESSING
Transactions-based = improves on holdings based by including imact of any rades executed during evaluation period
selection of what method is right depends on nature of availabele data, invmt process of mgr, and need for accuracy
Style Return
benchark return (B) - market index return (M)
NOTE: the market index return can be the benchmark return if the fund’s benchmark is the same as the relevant market index, in which case style return = 0%
BEWARE OF RfR BEING DISTRACTOR
Misfit Active Return and True Active Return
if a mgr uses the wrong index for a benchmark, and there’s one that more accurately reflects the fund’s invmt universe,
Misfit Active Return = the difference between the CORRECT benchmark and the wrong one
True Active Return = is just the correct active return now using the new appropriate benchmark
BEWARE OF RfR BEING DISTRACTOR
Sharpe Ratio
Return - RfR
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StDev
Drawback: denominator doesn’t differentiate between volatility that is upside vs. downside –> penalizes all volatility, even “good” volatility
Treynor Ratio
similar to sharpe but denominator is BETA
–> so only considers SYSTEMATIC risk rather than total risk
–> universe of appropriate benchmarks = limited to only the ones that assume efficient markets
–> only useful when evaluating portfolios that have systematic risk and DO NOT have unsystematic risk, i.e. WELL-DIVERSIFIED PORTFOLIOS
Information Ratio (IR)
measures port performance against benchmark, but accounts for differences in risk
numerator = diff btwn mean returns of the portfolio and the benchmark, respectively
DENOMINATOR = TRACKING RISK, aka variability in portfolio performance vs that of the benchmark
Appraisal Ratio
measures ratio of active return to volatility of the residual term, also referred to as the standard error of the regression
(^both derived from factor-based regression)
A mgr with a higher AR generates more active return per unit of active risk
–> so higher AR = stronger active mgr
Note: the std error of the regression is the volatility of the error term in a factor-based regression –> represents the volatility of mgr returns that is NOT explained by regression factors —> it’s generated by mgr taking active bets reltaive to factors of the model
THEREFORE: AR is basically the same as the IR but the difference is that AR uses factor-based regression
SEE EXAMPLE IN BOOK Mod 26.4
CAPM
Expected return of manager = RfR + Beta(market return - RfR)
–> alpha can be calculated as diff between return of security / portfolio and the CAPM fair return
Sortino Ratio
only considers stdev of DOWNSIDE risk (doesnt account for “good” volatility)
–> more apprpriate for non-normal return distributions
–> positive/negative skewed strategies = lower sharpe, but only the negatively skewed strategy = lower Sortino
–> better for hedge funds or options
Drawback: comparability problem: what MAR is specific to each investor and is subjective
FORMULA:
Expected return - Minimum expected return
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target semideviation
Properties of a valid Benchmark
S A M U R A I
- S pecified in advance
- A ppropriate
- M easurable
- U nambiguous
- R eflective of mgr’s investment opinions (be familiar w securities and factor exposures)
- A accountable (mgr must accept ownership of the benchmark)
- I nvestable
TWR vs MWR
Time-weighted returns = unaffected by ECFs (removes the effect of them), better measure of true returns under the assumption that the CLIENT controls the ECF timing, exception if mgr dictates when client may add or subtract funds; if manager controls, you MUST use money-weighted
Money-weighted returns = includes ECFs
if there is a huge inflow before a large increase in performance due to mkt value change, MWR will be higher