In: Statistics and Probability
(c) Does it seem that Wal-Mart’s revenue is closely related to the general state of the economy?
Identify and remove the six cases corresponding to December revenue.
(f) Does it seem that Wal-Mart’s revenue is closely related to the general state of the economy? Use all plots and statistical criteria on the Excel Regression output to explain it. (g) Compare the results of parts (a) and (d), which of these two models is better? Use R-square values, adjusted R-square values, Significance F values, p-values, scatter plots, residual plots and normal probability plots to explain your answer.
Date | Wal Mart Revenue | CPI | Personal Consumption | Retail Sales Index | December |
11/28/2003 | 14.764 | 552.7 | 7868495 | 301337 | 0 |
12/30/2003 | 23.106 | 552.1 | 7885264 | 357704 | 1 |
1/30/2004 | 12.131 | 554.9 | 7977730 | 281463 | 0 |
2/27/2004 | 13.628 | 557.9 | 8005878 | 282445 | 0 |
3/31/2004 | 16.722 | 561.5 | 8070480 | 319107 | 0 |
4/29/2004 | 13.98 | 563.2 | 8086579 | 315278 | 0 |
5/28/2004 | 14.388 | 566.4 | 8196516 | 328499 | 0 |
6/30/2004 | 18.111 | 568.2 | 8161271 | 321151 | 0 |
7/27/2004 | 13.764 | 567.5 | 8235349 | 328025 | 0 |
8/27/2004 | 14.296 | 567.6 | 8246121 | 326280 | 0 |
9/30/2004 | 17.169 | 568.7 | 8313670 | 313444 | 0 |
10/29/2004 | 13.915 | 571.9 | 8371605 | 319639 | 0 |
11/29/2004 | 15.739 | 572.2 | 8410820 | 324067 | 0 |
12/31/2004 | 26.177 | 570.1 | 8462026 | 386918 | 1 |
1/21/2005 | 13.17 | 571.2 | 8469443 | 293027 | 0 |
2/24/2005 | 15.139 | 574.5 | 8520687 | 294892 | 0 |
3/30/2005 | 18.683 | 579 | 8568959 | 338969 | 0 |
4/29/2005 | 14.829 | 582.9 | 8654352 | 335626 | 0 |
5/25/2005 | 15.697 | 582.4 | 8644646 | 345400 | 0 |
6/28/2005 | 19.23 | 582.6 | 8724753 | 351068 | 0 |
7/28/2005 | 17.26 | 580.2 | 8833907 | 351887 | 0 |
8/26/2005 | 15.709 | 588.2 | 8825450 | 355897 | 0 |
9/30/2005 | 18.618 | 595.4 | 8882536 | 333652 | 0 |
10/31/2005 | 15.397 | 596.7 | 8911627 | 336662 | 0 |
11/28/2005 | 17.384 | 592 | 8916377 | 344441 | 0 |
12/30/2005 | 27.92 | 589.4 | 8955472 | 406510 | 1 |
1/27/2006 | 14.555 | 593.9 | 9034368 | 322222 | 0 |
2/23/2006 | 18.684 | 595.2 | 9079246 | 318184 | 0 |
3/31/2006 | 16.639 | 598.6 | 9123848 | 366989 | 0 |
4/28/2006 | 20.17 | 603.5 | 9175181 | 357334 | 0 |
10/26/2007 | 18.983 | 621.6 | 9836807 | 364265 | 0 |
11/30/2007 | 21.161 | 620.6 | 9870758 | 372970 | 0 |
12/28/2007 | 31.245 | 622.5 | 9946331 | 434488 | 1 |
1/25/2008 | 22.923 | 623.35 | 10008141 | 342422 | 0 |
2/29/2008 | 21.512 | 622.28 | 10032148 | 344464 | 0 |
3/28/2008 | 22.023 | 626.9 | 10030959 | 339463 | 0 |
4/25/2008 | 20.178 | 631.2 | 10075561 | 388158 | 0 |
5/30/2008 | 23.509 | 636.1 | 10126994 | 378653 | 0 |
6/27/2008 | 21.24 | 638.7 | 10190289 | 401354 | 0 |
7/25/2008 | 24.809 | 640.2 | 10223995 | 394488 | 0 |
8/29/2008 | 20.981 | 641.9 | 10291369 | 389780 | 0 |
9/26/2008 | 20.419 | 643.2 | 10305343 | 403812 | 0 |
10/31/2008 | 23.53 | 641.2 | 10301087 | 373978 | 0 |
11/28/2008 | 21.022 | 637.9 | 10328520 | 375932 | 0 |
12/26/2008 | 23.2 | 636.9 | 10362495 | 384677 | 0 |
1/30/2009 | 32.784 | 637.8 | 10438041 | 446195 | 1 |
2/27/2009 | 23.962 | 639.65 | 10499948 | 353997 | 0 |
3/27/2009 | 22.951 | 638.948 | 10523764 | 356183 | 0 |
4/24/2009 | 24.062 | 643.7 | 10522721 | 351032 | 0 |