Question

In: Statistics and Probability

The Excel file Stock Data contains monthly data for several stocks and the S&P 500 Index...

  1. The Excel file Stock Data contains monthly data for several stocks and the S&P 500 Index (i.e., the market).
    1. Compute Beta for NT and the S & P 500 using the Covariance/Variance relationship.
    2. Compute Beta for NT and the S & P 500 using the EXCEL slope function.
    3. Compute the equation: Ri= ai + biRMKT for NT.
      1. Compute R2 for this equation.
      2. Compute the t-statistic for a.
        1. Is the t-statistic for a Significant or Not Significant?
      3. Compute the t-statistic for β.
        1. Is the t-statistic for β Significant or Not Significant?
NT
-3.23%
16.66%
-0.72%
2.16%
13.38%
10.56%
-3.93%
5.85%
-2.76%
5.11%
1.08%
3.74%
2.06%
-4.55%
17.46%
-0.45%
-1.81%
-11.98%
-2.09%
12.84%
-2.37%
9.71%
-1.77%
5.86%
6.81%
11.55%
7.14%
-2.67%
8.90%
0.31%
-1.57%
6.69%
4.18%
3.15%
3.89%
2.94%
-6.75%
-9.47%
-4.00%
-5.77%
-5.10%
-2.51%
-6.62%
22.05%
7.42%
3.30%
0.58%
1.16%
-0.72%
2.16%
13.38%
3.74%
2.06%
-4.55%
6.81%
11.55%
7.14%
-6.75%
7.42%
-9.47%
S&P 500
2.40%
5.20%
4.00%
-0.50%
9.00%
1.90%
-0.40%
-2.30%
2.10%
2.40%
-6.70%
1.30%
2.60%
-2.50%
9.80%
-0.70%
-0.30%
-9.00%
-4.90%
-0.40%
6.40%
2.70%
4.40%
7.20%
2.40%
0.30%
4.30%
-4.60%
4.70%
2.40%
-1.60%
1.30%
-4.00%
11.40%
-1.90%
1.30%
-2.00%
2.90%
0.50%
-1.50%
4.00%
-2.00%
1.20%
0.40%
3.40%
1.30%
0.70%
1.40%
4.00%
-0.50%
9.00%
1.30%
2.60%
-2.50%
2.40%
0.30%
4.30%
-2.00%
3.40%
2.90%

Solutions

Expert Solution

Ans a)- The first is to use the formula for beta, which is calculated as the covariance between the return (ra) of the stock and the return (rb) of the index divided by the variance of the index (over a period of three years).

beta formula in excel BETA = COVAR (A2: A61; B2: B61) / VAR (B2: B61)

following results are draw

Covariance(NT,SP) 0.001141
= 0.791566
Variance of S&P 0.001441

Ans b)-

Beta for NT and the S & P 500 using the EXCEL slope function.

BETA FORMULA = SLOPE (B2: B61; A2: A61)

for NT = 0.230584

Ans c)- following are the output of excel when we apply the regression analysis

SUMMARY OUTPUT
Regression Statistics
Multiple R 0.430832
R Square 0.185616
Adjusted R Square 0.171575
Standard Error 0.064566
Observations 60
ANOVA
df SS MS F Significance F
Regression 1 0.055109 0.055109 13.21949 0.00059
Residual 58 0.24179 0.004169
Total 59 0.296899
Coefficients Standard Error t Stat P-value Lower 95% Upper 95% Lower 95.0% Upper 95.0%
Intercept 0.013434 0.008909 1.508002 0.136982 -0.0044 0.031267 -0.0044 0.031267
X Variable 1 0.804983 0.221401 3.635862 0.00059 0.361801 1.248164 0.361801 1.248164

1) Note that here we have taken NT=Y as a dependent variable and S&P=X as a independent variable

y = 0. 804 x + 0.0134
R² = 0.185

2) the t-statistic for a= intercept.is 1.508002

Coefficients Standard Error t Stat P-value
Intercept 0.013434 0.008909 1.508002 0.136982

here the p-value for 0.136982 > 0.05 since there is weak evidence against the null hypothesis hence we accept the null hypothesis therefore it is Not significant.

3) t-statistic for β. = 3.635862

X Variable 0.804983 0.221401 3.635862 0.00059

here the p-value for 0.00059< 0.05 since there is strong evidence against the null hypothesis hence we reject the null hypothesis therefore it is significant.

Screenshot-

Note- if it helps you then please appreciate the work.


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