The accompanying data file shows information on 264 initial public offering (IPO) firms. The data include the
Question:
The accompanying data file shows information on 264 initial public offering (IPO) firms. The data include the initial return (Initial), price revision (Revision), and whether or not the firm is high-tech.
a. Estimate a model with the initial return as the response variable and the price revision and the high-tech dummy variable as the explanatory variables.
b. Reestimate the model with price revision along with the dummy variable and the product of the dummy variable and the price revision.
c. Which of these models is the preferred model? Explain. Use this model to estimate the initial return for a high-tech firm with a 15% price revision. Compute the corresponding initial return for a firm that is not high-tech.
Initial | Revision | High-Tech |
33.93 | 7.14 | No |
18.68 | -26.39 | No |
2.42 | 3.13 | No |
6.29 | -46.15 | Yes |
0.00 | -12.50 | No |
2.73 | 0.00 | Yes |
14.43 | 0.00 | Yes |
0.00 | -21.74 | No |
0.00 | -17.65 | No |
0.00 | -5.88 | No |
1.22 | -5.26 | No |
11.11 | 7.14 | No |
7.95 | 4.76 | No |
13.46 | 11.11 | Yes |
1.67 | -45.45 | Yes |
16.50 | -33.33 | Yes |
5.25 | 5.26 | Yes |
2.00 | -41.67 | Yes |
4.91 | -15.38 | No |
16.67 | 12.50 | Yes |
-24.38 | -19.76 | No |
-7.78 | 12.50 | No |
33.93 | 33.33 | Yes |
8.06 | 3.33 | No |
-10.00 | -9.09 | Yes |
1.33 | -42.31 | Yes |
0.10 | -23.08 | Yes |
0.00 | -19.30 | No |
15.91 | 7.32 | No |
12.86 | 0.00 | Yes |
11.62 | 0.00 | No |
8.88 | -11.11 | Yes |
0.08 | -13.33 | No |
12.26 | 3.33 | No |
4.37 | -27.27 | Yes |
13.75 | 0.00 | No |
3.47 | 0.00 | Yes |
11.94 | 5.88 | No |
28.24 | 13.33 | No |
39.75 | 25.00 | No |
22.86 | 7.69 | Yes |
0.00 | -9.52 | No |
3.62 | -20.00 | Yes |
19.18 | -29.17 | No |
9.21 | 5.56 | No |
0.00 | 0.00 | No |
12.50 | 6.67 | Yes |
-1.21 | -7.17 | No |
15.52 | 11.54 | Yes |
0.00 | -0.59 | Yes |
0.87 | -14.81 | No |
0.10 | -16.67 | Yes |
11.43 | 7.69 | Yes |
0.00 | -7.14 | No |
0.85 | -7.14 | No |
0.00 | -27.27 | No |
0.42 | -7.69 | Yes |
33.50 | 26.32 | No |
8.07 | 7.69 | No |
2.08 | -25.00 | Yes |
7.14 | -22.22 | Yes |
0.00 | -5.01 | No |
6.06 | -2.94 | No |
26.58 | 18.75 | No |
36.36 | 37.50 | Yes |
3.71 | -41.67 | Yes |
16.90 | 3.57 | No |
2.06 | 0.00 | No |
33.39 | 20.00 | No |
4.21 | -6.67 | Yes |
0.38 | -18.75 | No |
0.67 | 0.00 | No |
15.38 | 8.33 | Yes |
0.00 | -22.45 | No |
2.00 | -27.27 | Yes |
23.53 | 13.33 | Yes |
-13.46 | -18.75 | Yes |
0.00 | -12.50 | No |
0.17 | -7.69 | Yes |
13.10 | 5.00 | No |
23.53 | 13.33 | Yes |
10.67 | -42.31 | Yes |
36.92 | 9.09 | No |
10.34 | -42.00 | No |
10.91 | -15.38 | No |
0.33 | 0.00 | No |
0.00 | -20.00 | No |
0.04 | -11.54 | No |
0.00 | -21.88 | Yes |
5.36 | -3.45 | No |
5.36 | 37.93 | No |
42.86 | 10.53 | Yes |
15.45 | 3.57 | No |
15.63 | 0.00 | No |
35.71 | 40.00 | Yes |
0.00 | -29.73 | Yes |
5.00 | -5.62 | No |
6.94 | 0.00 | No |
25.00 | 6.67 | No |
-2.82 | -11.36 | No |
10.59 | 6.25 | No |
17.65 | -30.04 | Yes |
11.67 | 5.88 | No |
15.67 | -18.18 | Yes |
5.31 | 3.57 | Yes |
6.43 | -6.67 | No |
15.79 | -2.56 | No |
2.31 | -7.14 | No |
6.58 | -7.69 | No |
7.59 | 4.29 | No |
1.73 | -7.50 | Yes |
0.57 | -6.67 | Yes |
0.00 | 0.00 | No |
0.00 | -23.53 | No |
7.29 | -36.36 | Yes |
35.71 | 40.00 | Yes |
0.00 | -28.89 | No |
20.63 | 6.67 | Yes |
19.64 | 21.74 | No |
35.71 | 16.67 | Yes |
-7.36 | -21.74 | No |
43.75 | 14.29 | Yes |
35.57 | 16.67 | No |
7.33 | 3.45 | No |
0.00 | -10.53 | No |
6.25 | 0.00 | No |
0.00 | -7.14 | Yes |
31.13 | 7.14 | No |
0.00 | -16.67 | No |
1.11 | -30.77 | Yes |
13.71 | -22.22 | Yes |
2.50 | -9.09 | Yes |
0.00 | -13.33 | No |
40.38 | -46.91 | Yes |
1.93 | 7.69 | Yes |
0.00 | -20.00 | No |
19.23 | -10.34 | No |
24.46 | 9.40 | No |
9.62 | 8.33 | No |
1.44 | -0.71 | Yes |
-4.00 | -9.09 | No |
0.07 | -6.25 | No |
12.16 | 2.78 | No |
6.88 | 6.67 | Yes |
0.43 | -41.67 | Yes |
15.69 | 0.00 | No |
0.04 | 20.42 | No |
0.00 | -25.00 | No |
7.14 | -50.00 | Yes |
2.10 | -23.08 | Yes |
10.71 | 0.00 | Yes |
3.85 | -53.57 | Yes |
20.00 | 2.94 | No |
0.10 | -10.19 | Yes |
2.60 | -16.67 | Yes |
10.00 | -4.76 | No |
11.36 | 0.00 | No |
21.05 | 18.75 | No |
0.25 | -20.00 | No |
17.71 | 6.25 | Yes |
-1.25 | 4.92 | No |
2.14 | -6.67 | Yes |
0.00 | -7.69 | Yes |
2.50 | -7.69 | Yes |
8.00 | 7.14 | No |
0.00 | 4.55 | No |
21.95 | 10.81 | No |
5.00 | 10.53 | No |
0.00 | 0.00 | No |
0.12 | -33.33 | Yes |
38.64 | -42.00 | Yes |
0.08 | -25.00 | Yes |
36.79 | 27.27 | Yes |
4.00 | -8.33 | Yes |
1.88 | -27.27 | No |
0.45 | -8.33 | No |
13.86 | 2.33 | Yes |
2.00 | -3.38 | Yes |
-0.14 | -6.67 | No |
14.53 | -28.52 | No |
2.86 | -9.97 | No |
0.00 | 13.04 | No |
3.85 | -7.14 | No |
13.42 | 18.75 | No |
0.00 | -6.25 | No |
15.63 | 4.35 | No |
11.67 | -22.48 | Yes |
8.70 | -4.17 | Yes |
1.89 | 0.00 | No |
16.67 | -16.67 | Yes |
4.29 | -6.67 | Yes |
2.00 | 0.00 | No |
13.06 | 6.25 | Yes |
0.07 | -12.50 | No |
13.46 | 0.00 | No |
1.43 | -4.55 | No |
3.00 |
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Business Statistics Communicating With NumbersISBN: 9781260716306 4th Edition Authors: Sanjiv Jaggia, Alison Kelly
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