Licenciatura en Derecho y Administraci
Licenciatura en Derecho y Administraci
ó
ó
n y Direcci
n y Direcci
ó
ó
n de Empresas
n de Empresas
Sexto Curso
Sexto Curso
Prof. Dr. Jorge Otero Rodr
Prof. Dr. Jorge Otero Rodr
í
í
guez
guez
Departamento de Financiación e Investigación Comercial
UNIVERSIDAD AUTÓNOMA DE MADRID
Mercado de Capitales
Mercado de Capitales
Tema 7. La medida de la
Tema 7. La medida de la
“
“
performance
performance
”
”
2
2
Contenidos
Contenidos
El concepto de “performance”
Medidas clásicas: Treynor, Sharpe y Jensen
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3
SELECCION DE CARTERAS
SELECCION DE CARTERAS
Objetivos de la inversión
Política de inversión
Selección de carteras
Asset allocation.
Security selection.
Market timing.
Revisión de la cartera.
Evaluación de la performance.
En el intervalo de evaluación.
Comparación a otras carteras de referencia.
CARTERA BASE Y BENCHMMARKS
CARTERA BASE Y BENCHMMARKS
Cuantificamos expectativas de rentabilidad y riesgo por categorías de activos en base a
rentabilidades generales del mercado, benchmarks pasivos.
Utilizamos los benchmarks para valorar la contribución de la gestión activa y su posible
comparativa.
Problema de la selección del benchmark (depende del estilo de gestión )
Un buen gestor debe cuidar su tracking error: Var ( Rp ) = β
2
Var(Rm) + var (ε
2
)
Los ε
2
son independientes y tienen un valor esperado igual a cero, de tal forma que cuanto
mas activos existan en la cartera modelo menor será el impacto del riesgo no sistemático.
Var (ε
p
) = 1/n Var (ε
i
)
Las conclusiones mas relevantes en los Var (ε
p
) son :
Los ex-ante de grandes carteras tiene un elevada correlación con su valor ex-post.
Así el Var (ε
p
) mide el nivel de indexación de una cartera de forma practica y fiable.
Para cualquier categoría de activos falta ponderar los distintos activos que componen el
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GESTION ACTIVA (I)
GESTION ACTIVA (I)
Esta basado en la anticipación y la selección.
Tres niveles:
Asset class
Tactical asset allocation: se basa en las ineficiencias por valoración y es un
proceso de reversión a la media basado en sobrereacciones a corto,
convergencias y mercados sin gran momentum.
Dinamic hedging: distribución de activos para generar un perfil rentabilidad/riesgo
e idéntico al de una call.
Security selection
Timing.
Renta Variable
Países, sectores y valores.
Renta Fija
Riesgo de crédito, Yield curve, Cash matching, Duration matching
Benchmark
Hacerlo “menos mal” que el resto
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Es
tr
ate
g
ias
As
se
t
A
llo
c
a
tion
Security Selection + Market Timing
GESTION ACTIVA (II)
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VALORACION DE LA GESTION
VALORACION DE LA GESTION
Performance measurement
Valoración de la gestión llevada a cabo de un proceso de gestión integrado,
estructurado y explicito
Ratio de Sharpe.
Ratio de Treynor.
Índice de Jensen.
Performance attribution
Valoración del valor añadido por la gestión activa.
Asset allocation.
Security selection.
Timing.
PERFORMANCE MEASUREMENT (I)
PERFORMANCE MEASUREMENT (I)
Ratio Sharpe
Muestra la remuneración al riesgo que se obtiene para cada gestor y fondo en
términos de diferencial de rentabilidad sobre la tasa libre de riesgo por cada
punto porcentual de desviación típica del rendimiento de la cartera.
Ratio de Treynor
Mide la prima de rentabilidad por la exposición al riesgo sistemático.
Supone que la beta es un buen indicador del riesgo sistemático de la cartera y
en cierta medida asume la verificación del C.A.P.M.
p
f
p
R
R
S
σ
−
=
p
f
p
R
R
T
β
−
=
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9
Índice de Jensen
Mide la calidad de la gestión desarrollada por un gestor según al modelo
del C.A.P.M.
Si αi > 0 la gestión es buena y si αi < 0 es no es adecuada.
El ratio de Información
Muestra la performance de la cartera en relación a la evolución del índice o
índices de referencia (benchmark).
σ
cb
: desviación típica de los diferenciales de rentabilidad entre la cartera y el
benchmark durante el periodo de análisis.
PERFORMANCE MEASUREMENT (II)
PERFORMANCE MEASUREMENT (II)
(
m
f
)
p
p
f
p
R
R
R
R
−
=
α
+
β
⋅
−
cb
f
p
R
R
I
σ
−
=
10
10
EQUITY FUND GERMANY
3 AÑOS
5 AÑOS
7 AÑOS
10 AÑOS
ALFA
-0,58
-0,39
-0,36
-0,36
BETA
0,99
0,98
0,95
0,93
MAX. PERD.
-27,57
-27,57
-27,57
-27,57
CORRELACION
0,97
0,98
0,97
0,97
TRACKING ERROR
1,58
1,42
1,37
1,37
VOLATILIDAD ANUAL
24,62
23,23
20,86
18,87
ESTADISTICAS
ESTADISTICAS
EQUITY FUND SPAIN
3 AÑOS
5 AÑOS
7 AÑOS
10 AÑOS
ALFA
0,09
0,11
0,05
0,15
BETA
1,19
1,09
1,08
1,03
MAX. PERD.
-35,21
-35,21
-35,21
-35,21
CORRELACION
0,95
0,94
0,94
0,94
TRACKING ERROR
2,64
2,5
2,21
2,06
VOLATILIDAD ANUAL
27,86
26,46
23,43
22,08
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Value Growth Profitability Momentum TechnicalAlpha Definitions
Traditional ValueThe Traditional Value alpha portfolio buys cheap stocks and shorts expensive
ones. We measure value using price ratios such as price to earnings, price to book, price to cash flow and price to sales. We refer to this approach as traditional value because these ratios have long served as the traditional measures of value.
Relative Value
For Relative Value alpha we measure value using industry relative price ratios such as price to
earnings, price to book, and price to sales. In this approach, a stock is considered cheap if its ratio is less than the industry average. We also look at same measure across time. We consider a stock cheap if the current spread between its ratio and the industry average is less than the historical average spread. We look back five years.
Historical Growth
The Historical Growth alpha portfolio buys stock with strong records of growth
and shorts those with flat or negative growth rates. We measure growth based on earnings growth rates, revenue trends, and changes in cash flows.
Expected Growth
The Expected Growth alpha portfolio buys stock with high rates of expected earnings growth,
and shorts those with low or negative expected growth rates.
New York, NY 10010-3629
Profit Trends
Profit Trends alpha portfolio buys stock showing strong bottom line
improvement and short stock showing deteriorating profits or increasing losses. We measure profit trends by using following ratios overhead to sales, earnings to sales and sales to assets. We also use trends in following ratios - 1) (Receivables + Inventories)/Sales, 2) Cash Flow to Sales and 3) Overhead to Sales
Accelerating Sales
The Accelerating Sales alpha portfolio buys stocks with strong records of sales growth and short
those with flat or negative sales growth. We measure the rate of increase in sales growth hence the accelerations of sales.
Price Momentum
The Price Momentum alpha portfolio buys stock with high returns over the past 6-12 months,
and shorts those with low or negative returns over the last 6-12 months.
Earnings Momentum
We define earnings momentum in terms of earnings estimates, not historical
earnings. The Earnings Momentum alpha portfolio buys stock with positive earnings surprises and upward estimate revisions, and shorts those with negative earnings surprises and downward estimate revisions.
Price Reversal
Price Reversal is the pattern whereby short-term winners often suffer downside reversals and
short term losers tend to bounce back to the upside. These reversal patterns are evident from horizons of one day to four weeks.
Small Size
The Small Size alpha portfolio buys the smallest decile stocks in the
index and shorts the largest decile in the index.
Constructing Alpha Portfolios
Measuring Alpha Performance
“Unconstrained” Alpha Portfolio
“Sector Neutral” Alpha Portfolio
To build sector-neutral portfolios, we first separate the universe into sub universe based on their assigned S&P sector codes. Then we form long-short alpha portfolios for each sector universe. Next, these sector long short portfolios are combined into a single portfolio. This process ensures same number of long short positions in each sector in the portfolio. The performance of these portfolios should be immune to any sector movements hence it is a sector neutral.
Constructing Portfolio
We construct the alpha portfolios from equal-weighted, long-short portfolios with 10 percent of universe names on each side. Our approach is to decile rank the universe on each attribute representative of the given alpha. We use more than one factor to define each alpha. We use Standards and Poors and Russell indexes as our universe.
We measure the performance of each factor by asking the following question: If we ranked the universe on the factor at the beginning of the month and then bought the top 10 percent while shorting the bottom ten percent, what would be the resulting long-short portfolio return? We monitor performance of the factors on a month-to-date, quarter-to-date, and year-to-date basis. The long-short construction neutralizes the market effect, and essentially eliminates firm-specific influences. The result is a portfolio whose returns flow almost exclusively from systematic factors such as industry membership and alpha characteristics.
We construct our alpha portfolio by taking long positions in the top ten percent stocks, and short positions in the bottom 10 percent stocks. This process maximizes the exposure to a given alpha, regardless of sector, or size biases.
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Label Alpha Generator
Sectors Outperforming (Max = 10) Return on L-S Unconstrained Portfolio Return on L-S Sector Neutral Portfolio Spread EM Earnings Momentum 6 2,73 1,36 1,37 SZ Small Size 6 2,16 1,11 1,05 PR Price Reversal 7 1,21 0,88 0,33 TV Traditional Value 8 1,08 1,62 -0,53 RV Relative Value 5 0,56 0,16 0,40 PT Profit Trends 5 0,41 1,00 -0,60 AS Accelerating Sales 6 0,26 0,78 -0,52 PM Price Momentum 4 0,24 -0,37 0,61 HG Historical Growth 5 0,23 0,59 -0,36 EG Expected Growth 4 -1,62 -0,81 -0,81
Alpha Generators S&P 500
Return on Long-Short Alpha Factor Portfolios
-2,0 -1,5 -1,0 -0,5 0,0 0,5 1,0 1,5 2,0 2,5 3,0 EM SZ PR TV RV PT AS PM HG EG S&P 500
Index:
Sector Returns
Benchmarks
AllSector:
31/01/07-16/02/07
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Label Alpha Generator
Sectors Outperforming (Max = 10) Return on L-S Unconstrained Portfolio Return on L-S Sector Neutral Portfolio Spread EM Earnings Momentum 5 3,52 1,18 2,33 HG Historical Growth 7 2,58 2,06 0,52 SZ Small Size 5 1,98 1,24 0,74 PR Price Reversal 5 1,45 1,83 -0,38 RV Relative Value 4 1,25 0,61 0,65 AS Accelerating Sales 7 0,12 2,02 -1,89 PT Profit Trends 4 -0,06 0,54 -0,60 TV Traditional Value 6 -0,35 1,73 -2,08 EG Expected Growth 4 -0,96 -0,71 -0,24 PM Price Momentum 3 -1,66 -0,99 -0,68
Alpha Generators S&P 500 Growth
Return on Long-Short Alpha Factor Portfolios
-2 -1 0 1 2 3 4 EM HG SZ PR RV AS PT TV EG PM S&P 500 Growth
Index:
Sector Returns
Benchmarks
AllSector:
31/01/07-16/02/07
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Label Alpha Generator
Sectors Outperforming (Max = 10) Return on L-S Unconstrained Portfolio Return on L-S Sector Neutral Portfolio Spread EM Earnings Momentum 7 3,13 2,68 0,44 AS Accelerating Sales 4 2,92 0,44 2,48 TV Traditional Value 6 1,13 2,02 -0,89 PM Price Momentum 5 0,72 1,39 -0,67 RV Relative Value 6 0,62 1,04 -0,42 EG Expected Growth 6 0,05 0,44 -0,39 HG Historical Growth 5 0,00 -0,30 0,30 PT Profit Trends 3 -0,61 -1,05 0,45 SZ Small Size 3 -0,91 -2,05 1,14 PR Price Reversal 1 -1,17 -2,76 1,59
Alpha Generators S&P 400 Value
Return on Long-Short Alpha Factor Portfolios
-1,5 -1,0 -0,5 0,0 0,5 1,0 1,5 2,0 2,5 3,0 3,5 EM AS TV PM RV EG HG PT SZ PR S&P 400 Value