In: Statistics and Probability
Data from the National Football League (NFL) from a recent season reported the number of yards gained by each of the league's wide receivers. The data in this Excel file nfl_receiver_yds_webassign shows the yards gained by each wide receiver in the NFL who gained 50 or more yards during the season. The number of yards gained is right-skewed and therefore a normal model is NOT a good model for the data. However, the square root of the number of yards gained can be approximated very well by a N(21.5, 8.3) model.
Question 1. Use the normal model to determine the probability that a wide receiver gained 270 yards or less during the season. (Use 4 decimal places).
Question 2. A particular wide receiver has a bonus clause in his contract that pays him a bonus of $1 million if his yards gained are in the top 14% of yards gained by wide receivers. How many yards does this receiver have to gain to get the bonus? (Round to nearest yard). yards
| NFL receivers with 50 or more receiving yards | ||
| Player | Yds | |
| Chad Johnson | 1369 | |
| Marvin Harrison | 1366 | |
| Reggie Wayne | 1310 | |
| Roy Williams | 1310 | |
| Donald Driver | 1295 | |
| Lee Evans | 1292 | |
| Anquan Boldin | 1203 | |
| Torry Holt | 1188 | |
| Terrell Owens | 1180 | |
| Steve Smith | 1166 | |
| Andre Johnson | 1147 | |
| Laveranues Coles | 1098 | |
| Isaac Bruce | 1098 | |
| Mike Furrey | 1086 | |
| Javon Walker | 1084 | |
| T.J. Houshmandzadeh | 1081 | |
| Joey Galloway | 1057 | |
| Terry Glenn | 1047 | |
| Marques Colston | 1038 | |
| Plaxico Burress | 988 | |
| Hines Ward | 975 | |
| Jerricho Cotchery | 961 | |
| Darrell Jackson | 956 | |
| Larry Fitzgerald | 946 | |
| Mark Clayton | 939 | |
| Braylon Edwards | 884 | |
| Muhsin Muhammad | 863 | |
| Eddie Kennison | 860 | |
| Santonio Holmes | 824 | |
| Reggie Brown | 816 | |
| Keyshawn Johnson | 815 | |
| Santana Moss | 790 | |
| Bernard Berrian | 775 | |
| Reche Caldwell | 760 | |
| Derrick Mason | 750 | |
| Marty Booker | 747 | |
| Devery Henderson | 745 | |
| Bryant Johnson | 740 | |
| Drew Bennett | 737 | |
| Antonio Bryant | 733 | |
| Ronald Curry | 727 | |
| Deion Branch | 725 | |
| Donte' Stallworth | 725 | |
| Wes Welker | 687 | |
| Arnaz Battle | 686 | |
| Joe Horn | 679 | |
| Chris Chambers | 677 | |
| Eric Parker | 659 | |
| Travis Taylor | 651 | |
| Matt Jones | 643 | |
| Greg Jennings | 632 | |
| Nate Washington | 624 | |
| Reggie Williams | 616 | |
| D.J. Hackett | 610 | |
| Chris Henry | 605 | |
| Samie Parker | 561 | |
| Eric Moulds | 557 | |
| Randy Moss | 553 | |
| Ernest Wilford | 524 | |
| Patrick Crayton | 516 | |
| Rod Smith | 512 | |
| Roddy White | 506 | |
| Cedrick Wilson | 504 | |
| Joe Jurevicius | 495 | |
| Kevin Curtis | 479 | |
| Hank Baskett | 464 | |
| Bobby Wade | 461 | |
| Troy Williamson | 455 | |
| Vincent Jackson | 453 | |
| Keenan McCardell | 437 | |
| Michael Jenkins | 436 | |
| Ashley Lelie | 430 | |
| Josh Reed | 410 | |
| Peerless Price | 402 | |
| Demetrius Williams | 396 | |
| Terrance Copper | 385 | |
| Troy Brown | 384 | |
| Brandon Jones | 384 | |
| Marcus Robinson | 381 | |
| Brandon Lloyd | 365 | |
| Amani Toomer | 360 | |
| Ruvell Martin | 358 | |
| Drew Carter | 357 | |
| Michael Clayton | 356 | |
| Antwaan Randle El | 351 | |
| Greg Lewis | 348 | |
| Justin McCareins | 347 | |
| Doug Gabriel | 344 | |
| Ike Hilliard | 339 | |
| Roscoe Parrish | 320 | |
| Brandon Marshall | 309 | |
| Billy McMullen | 307 | |
| Rashied Davis | 303 | |
| Alvis Whitted | 299 | |
| Bobby Engram | 290 | |
| Mark Bradley | 282 | |
| Tim Carter | 253 | |
| Dennis Northcutt | 228 | |
| Derek Hagan | 221 | |
| Malcom Floyd | 210 | |
| Troy Walters | 209 | |
| Dante Hall | 204 | |
| David Tyree | 197 | |
| Nate Burleson | 192 | |
| David Kircus | 187 | |
| Corey Bradford | 164 | |
| Kevin Walter | 160 | |
| Bethel Johnson | 156 | |
| Chad Jackson | 152 | |
| James Thrash | 151 | |
| Bryan Gilmore | 150 | |
| Az-Zahir Hakim | 147 | |
| John Madsen | 146 | |
| Jabar Gaffney | 142 | |
| Shaun McDonald | 136 | |
| Carlyle Holiday | 126 | |
| Roydell Williams | 121 | |
| Kelley Washington | 115 | |
| Tim Dwight | 112 | |
| Jamal Jones | 108 | |
| David Givens | 104 | |
| Maurice Stovall | 102 | |
| Mike Williams | 99 | |
| Josh Cribbs | 91 | |
| Koren Robinson | 89 | |
| Brandon Stokley | 85 | |
| Doug Gabriel | 84 | |
| Aaron Moorehead | 82 | |
| Tab Perry | 81 | |
| Sam Hurd | 75 | |
| Johnnie Morant | 70 | |
| Jason Avant | 68 | |
| Justin Gage | 68 | |
| Paris Warren | 63 | |
| Brad Smith | 61 | |
| Keary Colbert | 56 | |
1)
µ =    21.5      
   
σ =    8.3      
   
          
   
P(X<√270) = P( X ≤    16.4317 ) = P( (X-µ)/σ ≤
(16.4317-21.5) /8.3)      
=P(Z ≤   -0.61   ) =  
0.2707   (answer)
2)
µ=   21.5      
σ =    8.3      
P(X≤x) =   0.86      
          
z value at 0.86=   1.0803   (excel formula
=NORMSINV(0.86))  
z=(x-µ)/σ          
so, X=zσ+µ=   1.080  
*8.3+21.5  
X =   30.467  
required (answer) = 30.467^2 = 928.21 ≈
929