Question

In: Statistics and Probability

a. use excel or XLSTAT to determine an equation that can be used to predict price

Day Price # of Shares (hundreds) Volume of Exchange (millions)
1 87.5 950 11
2 86 945 11.25
3 84 940 11.75
4 83 930 11.75
5 84.5 935 12
6 84 935 13
7 82 932 13.25
8 80 938 14.5
9 78.5 925 15
10 79 900 16.5
11 77 875 17
12 77.5 870 17.5

a. use excel or XLSTAT to determine an equation that can be used to predict price

b. at 95% confidence, which variables are significant and which arent

c. one day, the number sold is: 94,500 and the volume of exchange is 16 million, what would the price be? Use XLSTAT and construct a prediction interval

Solutions

Expert Solution

SUMMARY OUTPUT
Regression Statistics
Multiple R 0.949172
R Square 0.900928
Adjusted R Square 0.878912
Standard Error 1.205046
Observations 12
ANOVA
df SS MS F Significance F
Regression 2 118.8474 59.42372 40.92158 3.03E-05
Residual 9 13.06923 1.452137
Total 11 131.9167
Coefficients Standard Error t Stat P-value Lower 95% Upper 95%
Intercept 118.5059 33.57526 3.52956 0.006418 42.55336 194.4584
Shares -0.01629 0.031499 -0.51705 0.617584 -0.08754 0.054969
Volume -1.57263 0.358994 -4.38065 0.001769 -2.38473 -0.76053

a) The equation that is used to predict the price is

Price = 118.5059 - 0.01629*Shares - 1.57263*Volume

b) At 95% confidence,

P value of # of Shares = 0.617584 > 0.05

So, # of Share is insignificant.

P value of Volume = 0.001769 < 0.05

So, Volume of Exchange is significant.

c) If # of shares sold = 94500

Volume of exchange = 16 million

then price = 118.5059 - 0.01629*945 - 1.57263*16= 77.95

  


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