Question: Develop a model for predicting a players salary. For predictor variables, consider age (quadratic effect), height, weight, and relevant performance measures. Use model selection criteria
Develop a model for predicting a player’s salary. For predictor variables, consider age (quadratic effect), height, weight, and relevant performance measures. Use model selection criteria to assess the choice of predictor variables as well as the functional form (linear or exponential). In order to estimate these models, you will have to first filter the data to include only career statistics based on regular seasons. Exclude players with no information on salary. Interpret your results with reference to well-formatted figures and tables.
| Player | Name | Position | Age | Height | Weight | Salary | Season | Postseason | Team | Games_played | Games_started | Minutes | FG_made | FG_attempted | FG_percent | 3P_made | 3P_attempted | 3P_percent | FT_made | FT_attempted | FT_percent | Rebound_off | Rebound_def | Assists | Blocks | Steals | Fouls | Turnovers | Points |
| 25 | Metta World Peace | SF | 36 | 79 | 260 | 947276 | '99-'00 | FALSE | CHI | 72 | 63 | 31.1 | 4.3 | 10.5 | 0.407 | 0.8 | 2.7 | 0.314 | 2.6 | 3.9 | 0.674 | 0.9 | 3.4 | 2.8 | 0.5 | 1.7 | 2.2 | 2.3 | 12 |
| 25 | Metta World Peace | SF | 36 | 79 | 260 | 947276 | '00-'01 | FALSE | CHI | 76 | 74 | 31.1 | 4.3 | 10.7 | 0.401 | 0.6 | 1.9 | 0.291 | 2.8 | 3.7 | 0.75 | 0.8 | 3.1 | 3 | 0.6 | 2 | 3.3 | 2.1 | 11.9 |
| 25 | Metta World Peace | SF | 36 | 79 | 260 | 947276 | '01-'02 | FALSE | CHI | 27 | 26 | 30.5 | 5.6 | 13 | 0.433 | 1.3 | 3.4 | 0.396 | 3 | 4.8 | 0.628 | 1.5 | 3.4 | 2.9 | 0.9 | 2.8 | 4 | 2.6 | 15.6 |
| 25 | Metta World Peace | SF | 36 | 79 | 260 | 947276 | '01-'02 | FALSE | IND | 28 | 24 | 29.3 | 4.2 | 10.2 | 0.411 | 0.6 | 2.8 | 0.215 | 2 | 2.7 | 0.733 | 1.2 | 3.8 | 1.8 | 0.6 | 2.4 | 3.9 | 1.8 | 10.9 |
| 25 | Metta World Peace | SF | 36 | 79 | 260 | 947276 | '02-'03 | FALSE | IND | 69 | 67 | 33.6 | 5.2 | 12.3 | 0.428 | 1 | 3.1 | 0.336 | 4 | 5.4 | 0.736 | 1.5 | 3.8 | 2.9 | 0.7 | 2.3 | 3.5 | 2.1 | 15.5 |
| 25 | Metta World Peace | SF | 36 | 79 | 260 | 947276 | '03-'04 | FALSE | IND | 73 | 71 | 37.2 | 6.4 | 15.2 | 0.421 | 1 | 3.3 | 0.31 | 4.4 | 6 | 0.733 | 1.4 | 3.9 | 3.7 | 0.7 | 2.1 | 2.7 | 2.8 | 18.3 |
| 25 | Metta World Peace | SF | 36 | 79 | 260 | 947276 | '04-'05 | FALSE | IND | 7 | 7 | 41.6 | 8.4 | 17 | 0.496 | 1 | 2.4 | 0.412 | 6.7 | 7.3 | 0.922 | 1.1 | 5.3 | 3.1 | 0.9 | 1.7 | 3.9 | 2.4 | 24.6 |
| 25 | Metta World Peace | SF | 36 | 79 | 260 | 947276 | '05-'06 | FALSE | IND | 16 | 16 | 37.7 | 6.8 | 14.8 | 0.46 | 1.1 | 3.4 | 0.333 | 4.6 | 7.6 | 0.612 | 1.6 | 3.3 | 2.2 | 0.7 | 2.6 | 2.8 | 2.7 | 19.4 |
| 25 | Metta World Peace | SF | 36 | 79 | 260 | 947276 | '05-'06 | FALSE | SAC | 40 | 40 | 40.1 | 6 | 15.8 | 0.383 | 1.5 | 5 | 0.302 | 3.3 | 4.6 | 0.717 | 1.2 | 4 | 4.2 | 0.8 | 2 | 3 | 2.2 | 16.9 |
| 25 | Metta World Peace | SF | 36 | 79 | 260 | 947276 | '06-'07 | FALSE | SAC | 70 | 65 | 37.7 | 6.5 | 14.9 | 0.44 | 1.3 | 3.7 | 0.358 | 4.4 | 5.9 | 0.74 | 1.5 | 5 | 3.4 | 0.6 | 2.1 | 2.9 | 2.1 | 18.8 |
| 25 | Metta World Peace | SF | 36 | 79 | 260 | 947276 | '07-'08 | FALSE | SAC | 57 | 54 | 38.1 | 7.6 | 16.9 | 0.453 | 1.5 | 3.9 | 0.38 | 3.7 | 5.2 | 0.719 | 1.8 | 4 | 3.5 | 0.7 | 2.3 | 2.8 | 2.6 | 20.5 |
| 25 | Metta World Peace | SF | 36 | 79 | 260 | 947276 | '08-'09 | FALSE | HOU | 69 | 55 | 35.5 | 6 | 15 | 0.401 | 2.2 | 5.6 | 0.399 | 2.8 | 3.8 | 0.748 | 0.9 | 4.3 | 3.3 | 0.3 | 1.5 | 2.2 | 2 | 17.1 |
| 25 | Metta World Peace | SF | 36 | 79 | 260 | 947276 | '09-'10 | FALSE | LAL | 77 | 77 | 33.8 | 4 | 9.6 | 0.414 | 1.4 | 3.8 | 0.355 | 1.7 | 2.4 | 0.688 | 1.3 | 3 | 3 | 0.3 | 1.4 | 2.1 | 1.6 | 11 |
| 25 | Metta World Peace | SF | 36 | 79 | 260 | 947276 | '10-'11 | FALSE | LAL | 82 | 82 | 29.4 | 3.2 | 8 | 0.397 | 1 | 2.8 | 0.356 | 1.1 | 1.7 | 0.676 | 1.2 | 2 | 2.1 | 0.4 | 1.5 | 2.2 | 1.1 | 8.5 |
| 25 | Metta World Peace | SF | 36 | 79 | 260 | 947276 | '11-'12 | FALSE | LAL | 64 | 45 | 26.9 | 2.9 | 7.3 | 0.394 | 0.9 | 3 | 0.296 | 1.1 | 1.8 | 0.617 | 1.1 | 2.3 | 2.2 | 0.4 | 1.1 | 2.1 | 1.1 | 7.7 |
| 25 | Metta World Peace | SF | 36 | 79 | 260 | 947276 | '12-'13 | FALSE | LAL | 75 | 66 | 33.7 | 4.4 | 11 | 0.403 | 1.9 | 5.5 | 0.342 | 1.7 | 2.3 | 0.734 | 1.4 | 3.6 | 1.5 | 0.6 | 1.6 | 2.6 | 1.3 | 12.4 |
| 25 | Metta World Peace | SF | 36 | 79 | 260 | 947276 | '13-'14 | FALSE | NY | 29 | 1 | 13.4 | 1.9 | 4.9 | 0.397 | 0.6 | 1.9 | 0.315 | 0.3 | 0.6 | 0.625 | 0.6 | 1.4 | 0.6 | 0.3 | 0.8 | 1.5 | 0.7 | 4.8 |
| 25 | Metta World Peace | SF | 36 | 79 | 260 | 947276 | '15-'16 | FALSE | LAL | 35 | 5 | 16.9 | 1.6 | 5.1 | 0.311 | 0.7 | 2.4 | 0.31 | 1.1 | 1.6 | 0.702 | 0.5 | 2 | 0.8 | 0.3 | 0.6 | 1.9 | 0.4 | 5 |
| 25 | Metta World Peace | SF | 36 | 79 | 260 | 947276 | Career | FALSE | 966 | 838 | 32.4 | 4.8 | 11.6 | 0.415 | 1.2 | 3.5 | 0.34 | 2.7 | 3.7 | 0.716 | 1.2 | 3.4 | 2.7 | 0.5 | 1.8 | 2.7 | 1.8 | 13.5 | |
| 25 | Metta World Peace | SF | 36 | 79 | 260 | 947276 | '01-'02 | TRUE | IND | 5 | 5 | 33.4 | 4.4 | 10.8 | 0.407 | 1.2 | 2.6 | 0.462 | 1.8 | 2.6 | 0.692 | 1.2 | 4.8 |
Step by Step Solution
★★★★★
3.48 Rating (168 Votes ) There are 3 Steps involved in it
1 Expert Approved Answer
Step: 1 Unlock
First subset the NBA data to include only career statistics Season Career for regular season Postsea... View full answer
Question Has Been Solved by an Expert!
Get step-by-step solutions from verified subject matter experts
Step: 2 Unlock
Step: 3 Unlock
|
