An analyst for a mortgage company wants to better understand the quantitative relationship between housing starts (in
Question:
An analyst for a mortgage company wants to better understand the quantitative relationship between housing starts (in 1,000s), the mortgage rate (in %), and the unemployment rate (in%). She gathers seasonally adjusted monthly data on these variables for a five-year period, and estimates a multiple regression model for housing starts as a function of the mortgage rate and the unemployment rate.
a. At the 5% significance level, are the explanatory variables jointly and individually significant?
b. Examine the potential problems of multicollinearity and correlated observations in this time series data application.
Month | Starts | Mortgage | Unemployment |
1 | 2273 | 6.15 | 4.7 |
2 | 2119 | 6.25 | 4.8 |
3 | 1969 | 6.32 | 4.7 |
4 | 1821 | 6.51 | 4.7 |
5 | 1942 | 6.60 | 4.6 |
6 | 1802 | 6.68 | 4.6 |
7 | 1737 | 6.76 | 4.7 |
8 | 1650 | 6.52 | 4.7 |
9 | 1720 | 6.40 | 4.5 |
10 | 1491 | 6.36 | 4.4 |
11 | 1570 | 6.24 | 4.5 |
12 | 1649 | 6.14 | 4.4 |
13 | 1409 | 6.22 | 4.6 |
14 | 1480 | 6.29 | 4.5 |
15 | 1495 | 6.16 | 4.4 |
16 | 1490 | 6.18 | 4.5 |
17 | 1415 | 6.26 | 4.4 |
18 | 1448 | 6.66 | 4.6 |
19 | 1354 | 6.70 | 4.7 |
20 | 1330 | 6.57 | 4.6 |
21 | 1183 | 6.38 | 4.7 |
22 | 1264 | 6.38 | 4.7 |
23 | 1197 | 6.21 | 4.7 |
24 | 1037 | 6.10 | 5.0 |
25 | 1084 | 5.76 | 5.0 |
26 | 1103 | 5.92 | 4.8 |
27 | 1005 | 5.97 | 5.1 |
28 | 1013 | 5.92 | 4.9 |
29 | 973 | 6.04 | 5.4 |
30 | 1046 | 6.32 | 5.6 |
31 | 923 | 6.43 | 5.8 |
32 | 844 | 6.48 | 6.1 |
33 | 820 | 6.04 | 6.2 |
34 | 777 | 6.20 | 6.6 |
35 | 652 | 6.09 | 6.8 |
36 | 560 | 5.33 | 7.3 |
37 | 488 | 5.06 | 7.8 |
38 | 581 | 5.13 | 8.2 |
39 | 520 | 5.00 | 8.6 |
40 | 477 | 4.81 | 8.9 |
41 | 550 | 4.86 | 9.4 |
42 | 583 | 5.42 | 9.5 |
43 | 587 | 5.22 | 9.5 |
44 | 585 | 5.19 | 9.7 |
45 | 586 | 5.06 | 9.8 |
46 | 529 | 4.95 | 10.1 |
47 | 589 | 4.88 | 9.9 |
48 | 576 | 4.93 | 9.9 |
49 | 612 | 5.03 | 9.7 |
50 | 605 | 4.99 | 9.7 |
51 | 634 | 4.97 | 9.7 |
52 | 679 | 5.10 | 9.8 |
53 | 588 | 4.89 | 9.6 |
54 | 539 | 4.74 | 9.5 |
55 | 550 | 4.56 | 9.5 |
56 | 614 | 4.43 | 9.6 |
57 | 601 | 4.35 | 9.6 |
58 | 533 | 4.23 | 9.7 |
59 | 548 | 4.30 | 9.8 |
60 | 520 | 4.71 | 9.4 |
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Related Book For
Business Statistics Communicating With Numbers
ISBN: 9781260716306
4th Edition
Authors: Sanjiv Jaggia, Alison Kelly
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