Is it defense or offense that wins football games? Consider the following portion of data, which includes a teams winning record (Win in %), the
Is it defense or offense that wins football games? Consider the following portion of data, which includes a teams winning record (Win in %), the average number of yards gained, and the average number of yards allowed during the 2009 NFL season.
Team | Win | Yds Made | Yds Allowed |
Arizona Cardinals | 62.50 | 344.40 | 346.40 |
Atlanta Falcons | 56.30 | 340.40 | 348.90 |
Baltimore Ravens | 56.30 | 351.20 | 305.00 |
Buffalo Bills | 37.50 | 273.90 | 340.60 |
Carolina Panthers | 50.00 | 331.10 | 315.80 |
Chicago Bears | 43.80 | 310.30 | 337.80 |
Cincinnati Bengals | 62.50 | 309.10 | 301.40 |
Cleveland Browns | 31.30 | 260.20 | 389.30 |
Dallas Cowboys | 68.80 | 399.40 | 315.90 |
Denver Broncos | 50.00 | 341.40 | 315.00 |
Detroit Lions | 12.50 | 299.00 | 392.10 |
Green Bay Packers | 68.80 | 379.10 | 284.40 |
Houston Texans | 56.30 | 383.10 | 324.90 |
Indianapolis Colts | 87.50 | 363.10 | 339.20 |
Jacksonville Jaguars | 53.80 | 336.60 | 352.30 |
Kansas City Chiefs | 25.00 | 303.20 | 388.20 |
Miami Dolphins | 43.80 | 337.60 | 349.30 |
Minnesota Vikings | 75.00 | 379.60 | 305.50 |
New England Patriots | 62.50 | 397.30 | 320.20 |
New Orleans Saints | 81.30 | 403.80 | 357.80 |
New York Giants | 50.00 | 366.00 | 324.90 |
New York Jets | 56.30 | 321.00 | 252.30 |
Oakland Raiders | 31.30 | 266.10 | 361.90 |
Philadelphia Eagles | 68.80 | 357.90 | 321.10 |
Pittsburgh Steelers | 56.30 | 371.30 | 305.30 |
Saint Louis Rams | 6.30 | 279.38 | 327.00 |
San Diego Chargers | 81.30 | 360.06 | 326.40 |
San Francisco 49ers | 50.00 | 290.75 | 356.40 |
Seattle Seahawks | 31.30 | 316.80 | 372.80 |
Tampa Bay Buccaneers | 18.80 | 287.50 | 365.60 |
Tennessee Titans | 50.00 | 351.40 | 365.60 |
Washington Redskins | 25.00 | 312.50 | 319.70 |
a-1. Estimate two simple linear regression models, where Model 1 predicts the winning percentage based on Yards Gained and Model 2 uses Yards Allowed. (Negative values should be indicated by a minus sign. Round your answers to 4 decimal places.)
a-2. Compare the two simple linear regression models.
b-1. Estimate a multiple linear regression model, Model 3, that applies both Yards Gained and Yards Allowed to forecast winning percentage. (Negative values should be indicated by a minus sign. Round your answers to 4 decimal places.)
b-2. Is this model an improvement over the other two models?
multiple choice
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Yes since Model 3 has a lower R2 than Models 1 and 2.
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Yes since Model 3 has a lower adjusted R2 than Models 1 and 2.
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Yes since Model 3 has a higher R2 than Models 1 and 2.
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Yes since Model 3 has a higher adjusted R2 than Models 1 and 2.
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