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Case Study
Beta Management Company
Raman	
  Dhiman	
  
INDIAN	
  INSTITUTE	
  OF	
  MANAGEMENT	
  (IIM),	
  SHILLONG	
  
For	
  any	
  queries	
  pl	
  contact:	
  raman.pgpex12@iimshillong.in	
  
Company Background
• 
• 

Beta Management Company was founded in 1988
Ms. Wolfe considered herself a market strategist, and Beta Management's stated goals were to enhance
returns but reduce risks for clients via market timing .
She would keep a majority of Beta's funds in no-load, low-expense index funds (with the remainder in money
market instruments), adjusting the level of market exposure between 50% and 99% of Beta's funds in an
attempt to "time the market."

• 

Issue
• 
• 
• 
• 

Mrs. Wolfe also decided to increase the proportion of Beta's assets in equities, since she felt the market
was still a good value and that 1991 would be a good year.
As a first step toward both of these goals, Ms. Wolfe was considering immediately increasing her equity
exposure to 80% with the purchase of one of two stocks recommended by her newly hired analyst
Both were small NYSE-listed companies whose stock price had eroded over the past two years to levels
that seemed unreasonably low
She noticed that these stocks both seemed to bounce around in price much more than the market (or the
index fund), and she wondered if she was doing the right thing exposing her clients to these new risks
Analysis & Way forward

Month	
  

Vanguard	
  	
  
California	
  REIT	
  
Index	
  500	
  Trust	
  

Brown	
  
Group	
  

1989	
  -­‐	
  January	
  
February	
  
March	
  
April	
  
May	
  
June	
  
July	
  
August	
  
September	
  
October	
  
November	
  
December	
  
1090	
  -­‐	
  January	
  
February	
  
March	
  
April	
  
May	
  
June	
  
July	
  
August	
  
September	
  
October	
  
November	
  
December	
  

7.32
-2.47
2.26
5.18
4.04
-0.59
9.01
1.86
-0.4
-2.34
2.04
2.38
-6.72
1.27
2.61
-2.5
9.69
-0.69
-0.32
-9.03
-4.89
-0.41
6.44
2.72

-28.26
-3.03
8.75
-1.47
-1.49
-9.09
10.67
-9.38
10.34
-14.38
-14.81
-4.35
-5.45
5
9.52
-0.87
0
4.55
3.48
0
-13.04
0
1.5
-2.56

9.16
0.73
-0.29
2.21
-1.08
-0.65
2.22
0
1.88
-7.55
-12.84
-1.7
-15.21
7.61
1.11
-0.51
12.71
3.32
3.17
-14.72
-1.91
-12.5
17.26
-8.53

Average	
  

1.1025	
  

-­‐2.265416667	
  

-­‐0.67125	
  

Covariance & Beta Value
Covariance	
  of	
  
Beta	
  Value	
  for	
  California	
  Rate	
  of	
  
California	
  REIT	
  
2.996288542	
   Interest	
  w.r.t.	
  Vanguard	
  rate	
  of	
   0.14121179	
  
w.r.t.	
  Vanguard	
  
interest	
  
Covariance	
  of	
  
Beta	
  Value	
  for	
  Brown	
  Rate	
  of	
  
Brown	
  Group	
  w.r.t.	
   23.65590313	
   Interest	
  w.r.t.	
  Vanguard	
  rate	
  of	
   1.114876744	
  
Vanguard	
  
interest	
  

Standard Deviation & Beta Value
Stock	
  
Std	
  DeviaZon	
  
Beta	
  Value	
  

Vanguard	
  
4.6	
  
	
  

California	
  
9.2	
  
0.14121179	
  

Brown	
  	
  
8.1	
  
1.114876744	
  

First cut analysis:
•  Risk value of California stock & Brown stock is twice
that of Vanguard.
•  From the Beta Value, the Brown share is more riskier
than California.
** Pl refer further analysis
Results of Regression – California & Vanguard
SUMMARY	
  OUTPUT	
  
Regression	
  Sta-s-cs	
  
MulZple	
  R	
  

0.07353166	
  

R	
  Square	
  
Adjusted	
  R	
  
Square	
  
Standard	
  
Error	
  
ObservaZon
s	
  

0.005406905	
  

ANOVA	
  
	
  
Regression	
  
Residual	
  
Total	
  
	
  
Intercept	
  
X	
  Variable	
  1	
  

-­‐0.039801872	
  
9.412643861	
  
24	
  

df	
  
1	
  
22	
  
23	
  
Coefficients	
  

SS	
  
MS	
  
F	
  
Significance	
  F	
  
10.59617781	
   10.59617781	
   0.119598569	
  
0.732755502	
  
1949.153018	
   88.59786446	
  
1959.749196	
  	
  	
  
	
  	
  
	
  	
  
Standard	
  Error	
  

t	
  Stat	
  

P-­‐value	
  

Lower	
  95%	
  

Upper	
  95%	
  

Lower	
  95.0%	
  

Upper	
  95.0%	
  

-­‐2.427871621	
  

1.977939832	
   -­‐1.227474962	
   0.232616969	
  

-­‐6.529867769	
  

1.674124527	
   -­‐6.529867769	
  

1.674124527	
  

0.147351433	
  

0.426080217	
   0.345830261	
   0.732755502	
  

-­‐0.736284855	
  

1.03098772	
   -­‐0.736284855	
  

1.03098772	
  

Take away: Since the value of “Significance F” is more than 0.05, so it means that the Probability that an equation used will not
explain the similar relationship between the subject stocks is 27%.
Therefore, we do not have a meaningful correlation
Moreover the “P Value” is also more than 0.05, means that the variable X i.e. Vanguard do not really influences Brown.
Results of Regression – Brown & Vanguard
SUMMARY	
  OUTPUT	
  
Regression	
  Sta-s-cs	
  
MulZple	
  R	
  
0.656169766	
  
R	
  Square	
  
0.430558762	
  
Adjusted	
  R	
  Square	
  
0.40467507	
  
Standard	
  Error	
  
6.301260285	
  
ObservaZons	
  
24	
  
ANOVA	
  
	
  
Regression	
  
Residual	
  
Total	
  
	
  
Intercept	
  
X	
  Variable	
  1	
  

df	
  

SS	
  
MS	
  
F	
  
Significance	
  F	
  
1	
   660.4820765	
   660.4820765	
   16.6343639	
   0.000498022	
  
22	
   873.529386	
   39.70588118	
  
23	
   1534.011463	
  	
  	
  
	
  	
  
	
  	
  

Coefficients	
  
Standard	
  Error	
  
t	
  Stat	
  
P-­‐value	
  
Lower	
  95%	
   Upper	
  95%	
   Lower	
  95.0%	
   Upper	
  95.0%	
  
-­‐1.953842984	
   1.324124645	
   -­‐1.475573309	
   0.154228174	
   -­‐4.699909424	
   0.792223455	
  -­‐4.699909424	
   0.792223455	
  
1.163349646	
   0.285237856	
   4.078524721	
   0.000498022	
   0.571802539	
   1.754896753	
   0.571802539	
   1.754896753	
  

In this case the value of “significance F” is less than 0.05, So the correlation is meaningful.
Moreover the “P Value” is also less than 0.05, means that the variable X i.e. Vanguard really influences Brown.
Weighted Average Portfolio Risks
Weighted	
  Average	
  Risk	
  in	
  a	
  porKolio	
  of	
  Vanguard	
  &	
  California	
  (PorKolio	
  1)	
  
Parameter	
  
Weight	
  
Std	
  Dev(Risk)	
  
Average	
  
Vabguard	
  Fund	
  
0.98989899	
   4.606343688	
  
4.559814964	
  
California	
  
0.01010101	
   9.230735982	
  
0.093239757	
  
	
  
Average	
  Risk	
  %	
  
4.653054721	
  
Weighted	
  Average	
  Risk	
  in	
  a	
  porKolio	
  of	
  Vanguard	
  &	
  Brown	
  (PorKolio	
  2)	
  
Parameter	
  
Weight	
  
Std	
  Dev(Risk)	
  
Average	
  
Vabguard	
  Fund	
  
0.98989899	
   4.606343688	
  
4.559814964	
  
California	
  
0.01010101	
   8.166771121	
  
0.082492638	
  
	
  
Average	
  Risk	
  %	
  
4.642307602	
  

Take Away: From Weighted average calculations,
Portfolio 1 is more risky than Portfolio 2
Note: We can not find here the risk through 2X2
matrix, as from regression analysis, the value of
“Significance F” and “P Value” are more than
0.05. So the correlation between California &
Vanguard fund is irrelevant.

Weighted Average Portfolio Returns
Weighted	
  Average	
  Returns	
  in	
  a	
  porKolio	
  of	
  Vanguard	
  &	
  California	
  (PorKolio1)	
  
Parameter	
  
Weight	
  
Return	
  
Average	
  
Vabguard	
  Fund	
  
0.98989899	
   1.1025	
  
1.091363636	
  
California	
  
0.01010101	
   -­‐2.265416667	
  
-­‐0.022882997	
  
	
  
Average	
  Returns	
  %	
  
1.06848064	
  
Weighted	
  Average	
  Returns	
  in	
  a	
  porKolio	
  of	
  Vanguard	
  &	
  Brown	
  (PorKolio	
  2)	
  
Parameter	
  
Weight	
  
Return	
  
Average	
  
Vabguard	
  Fund	
  
0.98989899	
   1.1025	
  
1.091363636	
  
California	
  
0.01010101	
   -­‐0.67125	
  
-­‐0.006780303	
  
	
  
Average	
  Returns	
  %	
   1.084583333	
  

Take Away: From Weighted average calculations,
Portfolio 2 is giving more returns than Portfolio 1
Rate of returns from Capital Asset Pricing Model

R=rf +β(rm -rf )
Rf – Taken a 6% (RBI Rate of Return). Value may be taken as required.
Poreolio	
  
Poreolio	
  1	
  
Poreolio	
  2	
  

Rf	
  
6	
  
6	
  

Beta	
  Value	
  
0.14121179	
  
1.114876744	
  

Poreolio	
  Return	
   R	
  (Return	
  from	
  CAPM	
  method)	
  
1.06848064	
  
6.696388674	
  
1.084583333	
  
11.48008373	
  

Take away: Portfolio 2 will provide us more return than Portfolio 1
Thank You …

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Beta management company solution HBS Case Study

  • 1. Case Study Beta Management Company Raman  Dhiman   INDIAN  INSTITUTE  OF  MANAGEMENT  (IIM),  SHILLONG   For  any  queries  pl  contact:  raman.pgpex12@iimshillong.in  
  • 2. Company Background •  •  Beta Management Company was founded in 1988 Ms. Wolfe considered herself a market strategist, and Beta Management's stated goals were to enhance returns but reduce risks for clients via market timing . She would keep a majority of Beta's funds in no-load, low-expense index funds (with the remainder in money market instruments), adjusting the level of market exposure between 50% and 99% of Beta's funds in an attempt to "time the market." •  Issue •  •  •  •  Mrs. Wolfe also decided to increase the proportion of Beta's assets in equities, since she felt the market was still a good value and that 1991 would be a good year. As a first step toward both of these goals, Ms. Wolfe was considering immediately increasing her equity exposure to 80% with the purchase of one of two stocks recommended by her newly hired analyst Both were small NYSE-listed companies whose stock price had eroded over the past two years to levels that seemed unreasonably low She noticed that these stocks both seemed to bounce around in price much more than the market (or the index fund), and she wondered if she was doing the right thing exposing her clients to these new risks
  • 3. Analysis & Way forward Month   Vanguard     California  REIT   Index  500  Trust   Brown   Group   1989  -­‐  January   February   March   April   May   June   July   August   September   October   November   December   1090  -­‐  January   February   March   April   May   June   July   August   September   October   November   December   7.32 -2.47 2.26 5.18 4.04 -0.59 9.01 1.86 -0.4 -2.34 2.04 2.38 -6.72 1.27 2.61 -2.5 9.69 -0.69 -0.32 -9.03 -4.89 -0.41 6.44 2.72 -28.26 -3.03 8.75 -1.47 -1.49 -9.09 10.67 -9.38 10.34 -14.38 -14.81 -4.35 -5.45 5 9.52 -0.87 0 4.55 3.48 0 -13.04 0 1.5 -2.56 9.16 0.73 -0.29 2.21 -1.08 -0.65 2.22 0 1.88 -7.55 -12.84 -1.7 -15.21 7.61 1.11 -0.51 12.71 3.32 3.17 -14.72 -1.91 -12.5 17.26 -8.53 Average   1.1025   -­‐2.265416667   -­‐0.67125   Covariance & Beta Value Covariance  of   Beta  Value  for  California  Rate  of   California  REIT   2.996288542   Interest  w.r.t.  Vanguard  rate  of   0.14121179   w.r.t.  Vanguard   interest   Covariance  of   Beta  Value  for  Brown  Rate  of   Brown  Group  w.r.t.   23.65590313   Interest  w.r.t.  Vanguard  rate  of   1.114876744   Vanguard   interest   Standard Deviation & Beta Value Stock   Std  DeviaZon   Beta  Value   Vanguard   4.6     California   9.2   0.14121179   Brown     8.1   1.114876744   First cut analysis: •  Risk value of California stock & Brown stock is twice that of Vanguard. •  From the Beta Value, the Brown share is more riskier than California. ** Pl refer further analysis
  • 4. Results of Regression – California & Vanguard SUMMARY  OUTPUT   Regression  Sta-s-cs   MulZple  R   0.07353166   R  Square   Adjusted  R   Square   Standard   Error   ObservaZon s   0.005406905   ANOVA     Regression   Residual   Total     Intercept   X  Variable  1   -­‐0.039801872   9.412643861   24   df   1   22   23   Coefficients   SS   MS   F   Significance  F   10.59617781   10.59617781   0.119598569   0.732755502   1949.153018   88.59786446   1959.749196               Standard  Error   t  Stat   P-­‐value   Lower  95%   Upper  95%   Lower  95.0%   Upper  95.0%   -­‐2.427871621   1.977939832   -­‐1.227474962   0.232616969   -­‐6.529867769   1.674124527   -­‐6.529867769   1.674124527   0.147351433   0.426080217   0.345830261   0.732755502   -­‐0.736284855   1.03098772   -­‐0.736284855   1.03098772   Take away: Since the value of “Significance F” is more than 0.05, so it means that the Probability that an equation used will not explain the similar relationship between the subject stocks is 27%. Therefore, we do not have a meaningful correlation Moreover the “P Value” is also more than 0.05, means that the variable X i.e. Vanguard do not really influences Brown.
  • 5. Results of Regression – Brown & Vanguard SUMMARY  OUTPUT   Regression  Sta-s-cs   MulZple  R   0.656169766   R  Square   0.430558762   Adjusted  R  Square   0.40467507   Standard  Error   6.301260285   ObservaZons   24   ANOVA     Regression   Residual   Total     Intercept   X  Variable  1   df   SS   MS   F   Significance  F   1   660.4820765   660.4820765   16.6343639   0.000498022   22   873.529386   39.70588118   23   1534.011463               Coefficients   Standard  Error   t  Stat   P-­‐value   Lower  95%   Upper  95%   Lower  95.0%   Upper  95.0%   -­‐1.953842984   1.324124645   -­‐1.475573309   0.154228174   -­‐4.699909424   0.792223455  -­‐4.699909424   0.792223455   1.163349646   0.285237856   4.078524721   0.000498022   0.571802539   1.754896753   0.571802539   1.754896753   In this case the value of “significance F” is less than 0.05, So the correlation is meaningful. Moreover the “P Value” is also less than 0.05, means that the variable X i.e. Vanguard really influences Brown.
  • 6. Weighted Average Portfolio Risks Weighted  Average  Risk  in  a  porKolio  of  Vanguard  &  California  (PorKolio  1)   Parameter   Weight   Std  Dev(Risk)   Average   Vabguard  Fund   0.98989899   4.606343688   4.559814964   California   0.01010101   9.230735982   0.093239757     Average  Risk  %   4.653054721   Weighted  Average  Risk  in  a  porKolio  of  Vanguard  &  Brown  (PorKolio  2)   Parameter   Weight   Std  Dev(Risk)   Average   Vabguard  Fund   0.98989899   4.606343688   4.559814964   California   0.01010101   8.166771121   0.082492638     Average  Risk  %   4.642307602   Take Away: From Weighted average calculations, Portfolio 1 is more risky than Portfolio 2 Note: We can not find here the risk through 2X2 matrix, as from regression analysis, the value of “Significance F” and “P Value” are more than 0.05. So the correlation between California & Vanguard fund is irrelevant. Weighted Average Portfolio Returns Weighted  Average  Returns  in  a  porKolio  of  Vanguard  &  California  (PorKolio1)   Parameter   Weight   Return   Average   Vabguard  Fund   0.98989899   1.1025   1.091363636   California   0.01010101   -­‐2.265416667   -­‐0.022882997     Average  Returns  %   1.06848064   Weighted  Average  Returns  in  a  porKolio  of  Vanguard  &  Brown  (PorKolio  2)   Parameter   Weight   Return   Average   Vabguard  Fund   0.98989899   1.1025   1.091363636   California   0.01010101   -­‐0.67125   -­‐0.006780303     Average  Returns  %   1.084583333   Take Away: From Weighted average calculations, Portfolio 2 is giving more returns than Portfolio 1
  • 7. Rate of returns from Capital Asset Pricing Model R=rf +β(rm -rf ) Rf – Taken a 6% (RBI Rate of Return). Value may be taken as required. Poreolio   Poreolio  1   Poreolio  2   Rf   6   6   Beta  Value   0.14121179   1.114876744   Poreolio  Return   R  (Return  from  CAPM  method)   1.06848064   6.696388674   1.084583333   11.48008373   Take away: Portfolio 2 will provide us more return than Portfolio 1