March 03, 2007
Probability Projections
In thinking about Michael Young's chances of continuing to post 200 hits a year, it struck me that one thing the various projection system don't tell me is the probability of the various stats they are predicting. So today I've been working on a probability distribution that should give us a clue to questions like, what is the probability of a batter reaching at least 500 AB in 2007?
The study looks at batters since 1901, excluding pitchers. Two distributions were developed. One asks for the probability of an at bat level given the players at bat in the previous season. The other asks for the the probability of an at bat level given the player's seasonal age. By at bat level, I perform an integer divide by ten on the number of at bats, basically putting 10 different values into the same bin. Bin 44 represents everyone with at bats in a season between 440 and 449.
To get the final probability, the two individual distributions are averaged together, weighted equally. It's a simple way of mixing the probabilities, but the results look pretty good:
Probability of Reaching at Least 500 At Bats in 2007
| Hitter | Prev. AB/10 | 2007 Age | Probability |
| Juan Pierre |
69 |
29 |
0.527 |
| Michael Young |
69 |
30 |
0.525 |
| Alfonso Soriano |
64 |
31 |
0.522 |
| Miguel Tejada |
64 |
31 |
0.522 |
| Ichiro Suzuki |
69 |
33 |
0.521 |
| Jimmy Rollins |
68 |
28 |
0.511 |
| Rafael Furcal |
65 |
29 |
0.502 |
| Chase Utley |
65 |
28 |
0.499 |
| Jose Reyes |
64 |
24 |
0.484 |
| Mark Loretta |
63 |
35 |
0.479 |
| Grady Sizemore |
65 |
24 |
0.474 |
| Carlos Lee |
62 |
31 |
0.473 |
| Vladimir Guerrero |
60 |
31 |
0.470 |
| Mark Teixeira |
62 |
27 |
0.468 |
| Chone Figgins |
60 |
29 |
0.468 |
| Jeff Francoeur |
65 |
23 |
0.468 |
| Adrian Beltre |
62 |
28 |
0.467 |
| Gary Matthews |
62 |
32 |
0.466 |
| Garrett Atkins |
60 |
27 |
0.465 |
| Matt Holliday |
60 |
27 |
0.465 |
| Hanley Ramirez |
63 |
23 |
0.464 |
| Orlando Cabrera |
60 |
32 |
0.462 |
| Pedro Feliz |
60 |
32 |
0.462 |
| Derek Jeter |
62 |
33 |
0.461 |
| Dan Uggla |
61 |
27 |
0.458 |
| Felipe Lopez |
61 |
27 |
0.458 |
| Vernon Wells |
61 |
28 |
0.457 |
| Edgar Renteria |
59 |
31 |
0.456 |
| Aramis Ramirez |
59 |
29 |
0.454 |
| Chad Tracy |
59 |
27 |
0.450 |
| Richie Sexson |
59 |
32 |
0.448 |
| Raul Ibanez |
62 |
35 |
0.445 |
| Melvin Mora |
62 |
35 |
0.445 |
| Carl Crawford |
60 |
25 |
0.445 |
| Lyle Overbay |
58 |
30 |
0.444 |
| Johnny Damon |
59 |
33 |
0.443 |
| Magglio Ordonez |
59 |
33 |
0.443 |
| Luis Castillo |
58 |
31 |
0.442 |
| Hank Blalock |
59 |
26 |
0.442 |
| Justin Morneau |
59 |
26 |
0.442 |
| Curtis Granderson |
59 |
26 |
0.442 |
| Freddy Sanchez |
58 |
29 |
0.440 |
| Ryan Howard |
58 |
27 |
0.437 |
| Brian Giles |
60 |
36 |
0.434 |
| Jose Lopez |
60 |
23 |
0.426 |
| Alex Rodriguez |
57 |
31 |
0.423 |
| Orlando Hudson |
57 |
29 |
0.421 |
| Jason Bay |
57 |
28 |
0.416 |
| Victor Martinez |
57 |
28 |
0.416 |
| Mike Lowell |
57 |
33 |
0.410 |
| Randy Winn |
57 |
33 |
0.410 |
| Ryan Zimmerman |
61 |
22 |
0.410 |
| David Wright |
58 |
24 |
0.405 |
| Andruw Jones |
56 |
30 |
0.398 |
| Adrian Gonzalez |
57 |
25 |
0.397 |
| Eric Byrnes |
56 |
31 |
0.396 |
| Paul Konerko |
56 |
31 |
0.396 |
| Brian Roberts |
56 |
29 |
0.394 |
| Adam Dunn |
56 |
27 |
0.391 |
| Kevin Youkilis |
56 |
28 |
0.390 |
| Luis Gonzalez |
58 |
39 |
0.387 |
| Torii Hunter |
55 |
31 |
0.387 |
| David Ortiz |
55 |
31 |
0.387 |
| Juan Encarnacion |
55 |
31 |
0.387 |
| Marcus Giles |
55 |
29 |
0.385 |
| Miguel Cabrera |
57 |
24 |
0.385 |
| Mike Cuddyer |
55 |
28 |
0.380 |
| Tadahito Iguchi |
55 |
32 |
0.379 |
| Jason Kendall |
55 |
33 |
0.375 |
| Nick Swisher |
55 |
26 |
0.374 |
| Jhonny Peralta |
56 |
25 |
0.371 |
| Troy Glaus |
54 |
30 |
0.368 |
| Craig Monroe |
54 |
30 |
0.368 |
| Brandon Inge |
54 |
30 |
0.368 |
| Carlos Guillen |
54 |
31 |
0.366 |
| Mike Cameron |
55 |
34 |
0.366 |
| Jay Payton |
55 |
34 |
0.366 |
| Jack Wilson |
54 |
29 |
0.364 |
| Joe Crede |
54 |
29 |
0.364 |
| Yuniesky Betancourt |
55 |
25 |
0.362 |
| Ron Belliard |
54 |
32 |
0.359 |
| Todd Helton |
54 |
33 |
0.355 |
| Bobby Abreu |
54 |
33 |
0.355 |
| Prince Fielder |
56 |
23 |
0.353 |
| Omar Vizquel |
57 |
40 |
0.351 |
| Shea Hillenbrand |
53 |
31 |
0.349 |
| Lance Berkman |
53 |
31 |
0.349 |
| Albert Pujols |
53 |
27 |
0.343 |
| Austin Kearns |
53 |
27 |
0.343 |
| Bill Hall |
53 |
27 |
0.343 |
| Jacque Jones |
53 |
32 |
0.343 |
| Aaron Hill |
54 |
25 |
0.341 |
| Jermaine Dye |
53 |
33 |
0.339 |
| Ivan Rodriguez |
54 |
35 |
0.338 |
| Garret Anderson |
54 |
35 |
0.338 |
| Brandon Phillips |
53 |
26 |
0.335 |
| Shawn Green |
53 |
34 |
0.328 |
| Scott Podsednik |
52 |
31 |
0.326 |
| Mark Grudzielanek |
54 |
37 |
0.322 |
| Adam Everett |
51 |
30 |
0.320 |
| Carlos Beltran |
51 |
30 |
0.320 |
| Scott Rolen |
52 |
32 |
0.319 |
| Emil Brown |
52 |
32 |
0.319 |
| Mark DeRosa |
52 |
32 |
0.319 |
| Ronny Cedeno |
53 |
24 |
0.312 |
| Josh Barfield |
53 |
24 |
0.312 |
| Jose Castillo |
51 |
26 |
0.304 |
| A.J. Pierzynski |
50 |
30 |
0.302 |
| Willy Taveras |
52 |
25 |
0.301 |
| Carlos Delgado |
52 |
35 |
0.298 |
| Kenji Johjima |
50 |
31 |
0.298 |
| Mark Kotsay |
50 |
31 |
0.298 |
| Ramon Hernandez |
50 |
31 |
0.298 |
| Josh Willingham |
50 |
28 |
0.292 |
| Nick Johnson |
50 |
28 |
0.292 |
| David Eckstein |
50 |
32 |
0.292 |
| Preston Wilson |
50 |
32 |
0.292 |
| Jason Michaels |
49 |
31 |
0.290 |
| J.D. Drew |
49 |
31 |
0.290 |
| Paul Lo Duca |
51 |
35 |
0.289 |
| Joe Mauer |
52 |
24 |
0.289 |
| David DeJesus |
49 |
27 |
0.286 |
| Adam LaRoche |
49 |
27 |
0.286 |
| Brad Hawpe |
49 |
28 |
0.284 |
| Craig Biggio |
54 |
41 |
0.282 |
| David Bell |
50 |
34 |
0.278 |
| Reed Johnson |
46 |
30 |
0.266 |
| Pat Burrell |
46 |
30 |
0.266 |
| Placido Polanco |
46 |
31 |
0.265 |
| Eric Chavez |
48 |
29 |
0.264 |
| Ray Durham |
49 |
35 |
0.262 |
| Dave Roberts |
49 |
35 |
0.262 |
| Corey Patterson |
46 |
27 |
0.259 |
| Juan Uribe |
46 |
27 |
0.259 |
| Geoff Jenkins |
48 |
32 |
0.259 |
| Xavier Nady |
46 |
28 |
0.258 |
| Jose Vidro |
46 |
32 |
0.257 |
| Jim Thome |
49 |
36 |
0.256 |
| Nomar Garciaparra |
46 |
33 |
0.252 |
| Jamey Carroll |
46 |
33 |
0.252 |
| Mike Jacobs |
46 |
26 |
0.251 |
| Nick Markakis |
49 |
23 |
0.247 |
| Conor Jackson |
48 |
25 |
0.242 |
| Angel Berroa |
47 |
29 |
0.237 |
| Jorge Posada |
46 |
35 |
0.237 |
| Aaron Miles |
42 |
30 |
0.233 |
| Ben Broussard |
43 |
30 |
0.233 |
| Clint Barmes |
47 |
28 |
0.233 |
| Travis Hafner |
45 |
30 |
0.231 |
| Aubrey Huff |
45 |
30 |
0.231 |
| Robinson Cano |
48 |
24 |
0.230 |
| Julio Lugo |
43 |
31 |
0.229 |
| Ryan Freel |
45 |
31 |
0.229 |
| Adam Kennedy |
45 |
31 |
0.229 |
| Nick Punto |
45 |
29 |
0.227 |
| Miguel Olivo |
43 |
28 |
0.224 |
| Bengie Molina |
43 |
32 |
0.224 |
| Mark Ellis |
44 |
30 |
0.223 |
| Aaron Rowand |
40 |
29 |
0.219 |
| Frank Catalanotto |
43 |
33 |
0.219 |
| Kevin Mench |
44 |
29 |
0.218 |
| Ty Wigginton |
44 |
29 |
0.218 |
| Juan Rivera |
44 |
28 |
0.215 |
| Alexis Rios |
45 |
26 |
0.215 |
| Melky Cabrera |
46 |
22 |
0.211 |
| Casey Blake |
40 |
33 |
0.210 |
| Frank Thomas |
46 |
39 |
0.210 |
| Jose Bautista |
40 |
26 |
0.208 |
| Ronny Paulino |
44 |
26 |
0.208 |
| Ian Kinsler |
42 |
25 |
0.207 |
| Matt Murton |
45 |
25 |
0.204 |
| Todd Walker |
44 |
34 |
0.203 |
| Kevin Millar |
43 |
35 |
0.203 |
| Alex Gonzalez |
38 |
30 |
0.202 |
| Morgan Ensberg |
38 |
31 |
0.201 |
| Mike Lamb |
38 |
31 |
0.201 |
| Tony Graffanino |
45 |
35 |
0.201 |
| Brian Schneider |
41 |
30 |
0.198 |
| Manny Ramirez |
44 |
35 |
0.197 |
| Rich Aurilia |
44 |
35 |
0.197 |
| Cory Sullivan |
38 |
27 |
0.197 |
| Johnny Estrada |
41 |
31 |
0.197 |
| Kenny Lofton |
46 |
40 |
0.193 |
| Trot Nixon |
38 |
33 |
0.192 |
| Coco Crisp |
41 |
27 |
0.191 |
| Khalil Greene |
41 |
27 |
0.191 |
| Ken Griffey |
42 |
37 |
0.190 |
| Sean Casey |
39 |
32 |
0.188 |
| Jason Giambi |
44 |
36 |
0.188 |
| Joey Gathright |
38 |
26 |
0.187 |
| Jonny Gomes |
38 |
26 |
0.187 |
| Jeff Conine |
48 |
41 |
0.187 |
| Bernie Williams |
42 |
38 |
0.186 |
| Royce Clayton |
45 |
37 |
0.185 |
| Scott Hatteberg |
45 |
37 |
0.185 |
| Marco Scutaro |
36 |
31 |
0.185 |
| Brad Ausmus |
43 |
38 |
0.184 |
| Edwin Encarnacion |
40 |
24 |
0.184 |
| Craig Wilson |
35 |
30 |
0.183 |
| Shane Victorino |
41 |
26 |
0.182 |
| Brian McCann |
44 |
23 |
0.180 |
| Chris Burke |
36 |
27 |
0.179 |
| Michael Barrett |
37 |
30 |
0.179 |
| Brady Clark |
41 |
34 |
0.178 |
| Milton Bradley |
35 |
29 |
0.178 |
| Endy Chavez |
35 |
29 |
0.178 |
| Hector Luna |
35 |
27 |
0.175 |
| Bobby Crosby |
35 |
27 |
0.175 |
| Jorge Cantu |
41 |
25 |
0.173 |
| Chris Shelton |
37 |
27 |
0.172 |
| Chipper Jones |
41 |
35 |
0.171 |
| Andre Ethier |
39 |
25 |
0.170 |
| Mark Teahen |
39 |
25 |
0.170 |
| Maicer Izturis |
35 |
26 |
0.167 |
| Jeff Kent |
40 |
39 |
0.166 |
| Brad Wilkerson |
32 |
30 |
0.165 |
| Jay Gibbons |
34 |
30 |
0.164 |
| Marcus Thames |
34 |
30 |
0.164 |
| John Buck |
37 |
26 |
0.163 |
| Jose Valentin |
38 |
37 |
0.162 |
| Abraham Nunez |
32 |
31 |
0.162 |
| Phil Nevin |
39 |
36 |
0.161 |
| Brian N. Anderson |
36 |
25 |
0.161 |
| Rocco Baldelli |
36 |
25 |
0.161 |
| Russell Martin |
41 |
24 |
0.161 |
| Yadier Molina |
41 |
24 |
0.161 |
| Rod Barajas |
34 |
31 |
0.160 |
| Aaron Boone |
35 |
34 |
0.160 |
| Jason Varitek |
36 |
35 |
0.159 |
| Travis Lee |
34 |
32 |
0.154 |
| Wilson Betemit |
37 |
25 |
0.152 |
| Mike Piazza |
39 |
38 |
0.150 |
| Bobby Kielty |
27 |
30 |
0.147 |
| Alfredo Amezaga |
33 |
29 |
0.147 |
| Jason Bartlett |
33 |
27 |
0.146 |
| Rickie Weeks |
35 |
24 |
0.144 |
| Toby Hall |
27 |
31 |
0.144 |
| Craig Counsell |
37 |
36 |
0.144 |
| Eric Hinske |
27 |
29 |
0.142 |
| Esteban German |
27 |
29 |
0.142 |
| Damon Hollins |
33 |
33 |
0.142 |
| Jim Edmonds |
35 |
37 |
0.139 |
| Rob Mackowiak |
25 |
31 |
0.139 |
| John McDonald |
26 |
32 |
0.137 |
| Willie Bloomquist |
25 |
29 |
0.137 |
| Chris Duffy |
31 |
27 |
0.137 |
| Ryan Langerhans |
31 |
27 |
0.137 |
| David Dellucci |
26 |
33 |
0.134 |
| Marlon Anderson |
27 |
33 |
0.134 |
| Chris Woodward |
22 |
31 |
0.133 |
| Mark Bellhorn |
25 |
32 |
0.133 |
| Matt Diaz |
29 |
29 |
0.133 |
| Cody Ross |
26 |
26 |
0.132 |
| Cliff Floyd |
33 |
34 |
0.132 |
| Doug Mientkiewicz |
31 |
33 |
0.132 |
| Javy Lopez |
34 |
36 |
0.131 |
| Yorvit Torrealba |
22 |
28 |
0.128 |
| Jose Molina |
22 |
32 |
0.128 |
| Jason Lane |
28 |
30 |
0.127 |
| Rondell White |
33 |
35 |
0.126 |
| Steve Finley |
42 |
42 |
0.126 |
| Brandon Fahey |
25 |
26 |
0.126 |
| Reggie Abercrombie |
25 |
26 |
0.126 |
| Russ Adams |
25 |
26 |
0.126 |
| Jeff Davanon |
22 |
33 |
0.125 |
| Jose Cruz |
22 |
33 |
0.125 |
| Miguel Cairo |
22 |
33 |
0.125 |
| Scott Spiezio |
27 |
34 |
0.124 |
| Geoff Blum |
27 |
34 |
0.124 |
| Mike Napoli |
26 |
25 |
0.122 |
| Corey Koskie |
25 |
34 |
0.120 |
| Jason Smith |
9 |
29 |
0.119 |
| Robb Quinlan |
23 |
30 |
0.119 |
| Lew Ford |
23 |
30 |
0.119 |
| Dan Johnson |
28 |
27 |
0.119 |
| Alex Cora |
23 |
31 |
0.119 |
| Nate McLouth |
27 |
25 |
0.118 |
| Wily Mo Pena |
27 |
25 |
0.118 |
| Alex Cintron |
28 |
28 |
0.118 |
| Eliezer Alfonzo |
28 |
28 |
0.118 |
| Greg Norton |
29 |
34 |
0.118 |
| Henry Mateo |
2 |
30 |
0.116 |
| Skip Schumaker |
5 |
27 |
0.115 |
| J.D. Closser |
9 |
27 |
0.115 |
| Nook Logan |
9 |
27 |
0.115 |
| Antonio Perez |
9 |
27 |
0.115 |
| Todd Hollandsworth |
22 |
34 |
0.115 |
| Jorge Piedra |
5 |
28 |
0.115 |
| Fernando Tatis |
5 |
32 |
0.114 |
| Chris Aguila |
9 |
28 |
0.114 |
| Eric Bruntlett |
11 |
29 |
0.113 |
| George Lombard |
2 |
31 |
0.113 |
| Jason Tyner |
21 |
30 |
0.113 |
| Chad Moeller |
9 |
32 |
0.113 |
| Juan Castro |
25 |
35 |
0.113 |
| Luis Rodriguez |
11 |
27 |
0.112 |
| Bernie Castro |
11 |
27 |
0.112 |
| Kelly Shoppach |
11 |
27 |
0.112 |
| Damian Miller |
33 |
37 |
0.112 |
| Marlon Byrd |
19 |
29 |
0.112 |
| Cesar Izturis |
19 |
27 |
0.112 |
| Chris Duncan |
28 |
26 |
0.111 |
| Nick Green |
11 |
28 |
0.111 |
| Lance Niekro |
19 |
28 |
0.111 |
| Ryan Church |
19 |
28 |
0.111 |
| Larry Bigbie |
2 |
29 |
0.110 |
| Joe Borchard |
23 |
28 |
0.110 |
| Darin Erstad |
9 |
33 |
0.109 |
| Eli Marrero |
9 |
33 |
0.109 |
| Neifi Perez |
30 |
34 |
0.109 |
| Omar Infante |
22 |
25 |
0.109 |
| Jason Kubel |
22 |
25 |
0.109 |
| Mike Rouse |
2 |
27 |
0.109 |
| Adam Stern |
2 |
27 |
0.109 |
| John Hattig |
2 |
27 |
0.109 |
| Humberto Quintero |
2 |
27 |
0.109 |
| Rob Bowen |
9 |
26 |
0.108 |
| Luke Scott |
21 |
29 |
0.108 |
| Damian Jackson |
11 |
33 |
0.108 |
| Jason LaRue |
19 |
33 |
0.108 |
| Jeff Baker |
5 |
26 |
0.108 |
| Jeff Salazar |
5 |
26 |
0.108 |
| Jason Botts |
5 |
26 |
0.108 |
| Randall Simon |
2 |
32 |
0.107 |
| Greg Dobbs |
2 |
28 |
0.107 |
| Eddie Rogers |
2 |
28 |
0.107 |
| Jason Phillips |
4 |
30 |
0.106 |
| Matt Stairs |
34 |
39 |
0.106 |
| Reggie Sanders |
32 |
39 |
0.105 |
| Jeff Cirillo |
26 |
37 |
0.105 |
| Dustan Mohr |
4 |
31 |
0.105 |
| Brandon Harper |
4 |
31 |
0.105 |
| Howie Kendrick |
26 |
23 |
0.105 |
| Dioner Navarro |
26 |
23 |
0.105 |
| Dallas McPherson |
11 |
26 |
0.104 |
| Gregg Zaun |
29 |
36 |
0.104 |
| So Taguchi |
31 |
37 |
0.103 |
| Chris Roberson |
4 |
27 |
0.103 |
| Luis Terrero |
4 |
27 |
0.103 |
| Mike Sweeney |
21 |
33 |
0.102 |
| Willie Harris |
4 |
29 |
0.102 |
| Jeremy Reed |
21 |
26 |
0.101 |
| Moises Alou |
34 |
40 |
0.101 |
| Shawn Riggans |
2 |
26 |
0.101 |
| Sean Burroughs |
2 |
26 |
0.101 |
| Mike Edwards |
1 |
30 |
0.100 |
| Josh Rabe |
4 |
28 |
0.100 |
| Terry Tiffee |
4 |
28 |
0.100 |
| Chris Coste |
19 |
34 |
0.100 |
| Jeromy Burnitz |
31 |
38 |
0.099 |
| Gabe Kapler |
13 |
31 |
0.099 |
| Carl Everett |
30 |
36 |
0.099 |
| Ryan Spilborghs |
16 |
27 |
0.098 |
| Mark Sweeney |
25 |
37 |
0.098 |
| Kevin Frandsen |
9 |
25 |
0.097 |
| Chris Snelling |
9 |
25 |
0.097 |
| Kevin Kouzmanoff |
5 |
25 |
0.097 |
| Shane Costa |
23 |
25 |
0.097 |
| Corey Hart |
23 |
25 |
0.097 |
| Mike Rose |
0 |
30 |
0.096 |
| Kevin Hooper |
0 |
30 |
0.096 |
| Robby Hammock |
0 |
30 |
0.096 |
| Kevin Barker |
1 |
31 |
0.096 |
| Hiram Bocachica |
1 |
31 |
0.096 |
| Raul Chavez |
2 |
34 |
0.096 |
| Freddie Bynum |
13 |
27 |
0.095 |
| Ryan Theriot |
13 |
27 |
0.095 |
| Bubba Crosby |
8 |
30 |
0.095 |
| Dave Ross |
24 |
30 |
0.094 |
| Andy Phillips |
24 |
30 |
0.094 |
| Jose Guillen |
24 |
31 |
0.094 |
| Wes Helms |
24 |
31 |
0.094 |
| Kazuo Matsui |
24 |
31 |
0.094 |
| Russell Branyan |
24 |
31 |
0.094 |
| Doug Clark |
0 |
31 |
0.093 |
| Corky Miller |
0 |
31 |
0.093 |
| Luis Ordaz |
0 |
31 |
0.093 |
| Paul Hoover |
0 |
31 |
0.093 |
| Matt LeCroy |
6 |
31 |
0.093 |
| Kevin Witt |
6 |
31 |
0.093 |
| Paul Phillips |
6 |
30 |
0.093 |
| Ramon Vazquez |
6 |
30 |
0.093 |
| Brendan Harris |
4 |
26 |
0.093 |
| Eric Reed |
4 |
26 |
0.093 |
| Ray Olmedo |
4 |
26 |
0.093 |
| Reggie Willits |
4 |
26 |
0.093 |
| Tony Pena |
4 |
26 |
0.093 |
| Luis Matos |
13 |
28 |
0.093 |
| Kevin Reese |
1 |
29 |
0.093 |
| Tomas de la Rosa |
1 |
29 |
0.093 |
| Mike Vento |
1 |
29 |
0.093 |
| Matt Cepicky |
1 |
29 |
0.093 |
| John Gall |
1 |
29 |
0.093 |
| Vinny Rottino |
1 |
27 |
0.092 |
| Jeremy Brown |
1 |
27 |
0.092 |
| Scott Hairston |
1 |
27 |
0.092 |
| T.J. Bohn |
1 |
27 |
0.092 |
| Joe Thurston |
1 |
27 |
0.092 |
| Justin Leone |
0 |
29 |
0.092 |
| Wil Nieves |
0 |
29 |
0.092 |
| Matt Treanor |
15 |
31 |
0.091 |
| Ross Gload |
15 |
31 |
0.091 |
| Josh Bard |
24 |
29 |
0.091 |
| Andy Green |
8 |
29 |
0.091 |
| Jason Ellison |
8 |
29 |
0.091 |
| Daryle Ward |
13 |
32 |
0.091 |
| Carlos Maldonado |
1 |
28 |
0.090 |
| Michael Restovich |
1 |
28 |
0.090 |
| Alexis Gomez |
10 |
28 |
0.090 |
| Humberto Cota |
10 |
28 |
0.090 |
| David Newhan |
13 |
33 |
0.090 |
| Brandon Watson |
2 |
25 |
0.090 |
| David Murphy |
2 |
25 |
0.090 |
| Terrmel Sledge |
7 |
30 |
0.090 |
| Chris Widger |
9 |
36 |
0.089 |
| Matt Lawton |
2 |
35 |
0.089 |
| J.R. House |
0 |
27 |
0.089 |
| Charlton Jimerson |
0 |
27 |
0.089 |
| Mike Rabelo |
0 |
27 |
0.089 |
| Jack Hannahan |
0 |
27 |
0.089 |
| Yurendell DeCaster |
0 |
27 |
0.089 |
| Jeremy Hermida |
30 |
23 |
0.089 |
| Terrence Long |
3 |
31 |
0.089 |
| Oscar Robles |
3 |
31 |
0.089 |
| Javier Valentin |
18 |
31 |
0.089 |
| Gerald Laird |
24 |
27 |
0.089 |
| Tomas Perez |
24 |
33 |
0.088 |
| Nelson Cruz |
13 |
26 |
0.088 |
| Jason Repko |
13 |
26 |
0.088 |
| Pablo Ozuna |
18 |
32 |
0.088 |
| Vinny Castilla |
27 |
39 |
0.087 |
| John Rodriguez |
18 |
29 |
0.087 |
| Danny Sandoval |
3 |
28 |
0.087 |
| Norris Hopper |
3 |
28 |
0.087 |
| Chris Barnwell |
3 |
28 |
0.087 |
| Jack Cust |
0 |
28 |
0.087 |
| Andy Cannizaro |
0 |
28 |
0.087 |
| Jon Knott |
0 |
28 |
0.087 |
| John Nelson |
0 |
28 |
0.087 |
| Michael Tucker |
5 |
36 |
0.087 |
| Mike Rivera |
14 |
30 |
0.087 |
| Alex Escobar |
8 |
28 |
0.086 |
| Ramon Santiago |
8 |
27 |
0.086 |
| Dewayne Wise |
3 |
29 |
0.085 |
| Carlos Pena |
3 |
29 |
0.085 |
| Miguel Ojeda |
8 |
32 |
0.085 |
| Chris Heintz |
0 |
32 |
0.085 |
| Pete Orr |
15 |
28 |
0.085 |
| Kerry Robinson |
6 |
33 |
0.085 |
| Kevin Thompson |
3 |
27 |
0.085 |
| Chris Denorfia |
10 |
26 |
0.085 |
| D'Angelo Jimenez |
7 |
29 |
0.084 |
| Jeff Mathis |
5 |
24 |
0.084 |
| Carlos Ruiz |
6 |
28 |
0.084 |
| Jeff Keppinger |
6 |
27 |
0.084 |
| Luis Figueroa |
0 |
33 |
0.084 |
| Howie Clark |
0 |
33 |
0.084 |
| Barry Bonds |
36 |
42 |
0.084 |
| Adrian Brown |
3 |
33 |
0.084 |
| Wiki Gonzalez |
3 |
33 |
0.084 |
| Joe Inglett |
20 |
29 |
0.083 |
| Timo Perez |
3 |
32 |
0.083 |
| Justin Knoedler |
0 |
26 |
0.083 |
| Freddy Guzman |
0 |
26 |
0.083 |
| Jerry Owens |
0 |
26 |
0.083 |
| Chad Santos |
0 |
26 |
0.083 |
| Drew Anderson |
0 |
26 |
0.083 |
| Eric Munson |
14 |
29 |
0.083 |
| John Mabry |
21 |
36 |
0.083 |
| Mike Morse |
4 |
25 |
0.083 |
| Brayan Pena |
4 |
25 |
0.083 |
| Josh Paul |
14 |
32 |
0.083 |
| Paul McAnulty |
1 |
26 |
0.083 |
| Dan Ortmeier |
1 |
26 |
0.083 |
| Fred Lewis |
1 |
26 |
0.083 |
| Ryan Roberts |
1 |
26 |
0.083 |
| Rajai Davis |
1 |
26 |
0.083 |
| Kendry Morales |
19 |
24 |
0.082 |
| Gabe Gross |
20 |
27 |
0.081 |
| Ryan Shealy |
20 |
27 |
0.081 |
| Aaron Guiel |
13 |
34 |
0.081 |
| Todd Linden |
7 |
27 |
0.081 |
| Tommy Murphy |
7 |
27 |
0.081 |
| Roberto Petagine |
2 |
36 |
0.080 |
| Ryan Garko |
18 |
26 |
0.080 |
| Chris Snyder |
18 |
26 |
0.080 |
| Ben Zobrist |
18 |
26 |
0.080 |
| Edgardo Alfonzo |
8 |
33 |
0.080 |
| Ricky Ledee |
8 |
33 |
0.080 |
| Laynce Nix |
6 |
26 |
0.080 |
| Rene Rivera |
9 |
23 |
0.080 |
| Henry Blanco |
24 |
35 |
0.080 |
| Kelly Stinnett |
9 |
37 |
0.080 |
| Quinton McCracken |
5 |
37 |
0.079 |
| Luis A. Gonzalez |
14 |
28 |
0.079 |
| Josh Fields |
2 |
24 |
0.078 |
| Geovany Soto |
2 |
24 |
0.078 |
| Ryan Doumit |
14 |
26 |
0.077 |
| Vance Wilson |
15 |
34 |
0.077 |
| Orlando Palmeiro |
11 |
38 |
0.076 |
| Mike Matheny |
16 |
36 |
0.076 |
| Joe McEwing |
0 |
34 |
0.076 |
| Einar Diaz |
0 |
34 |
0.076 |
| Andy Abad |
0 |
34 |
0.076 |
| Sal Fasano |
18 |
35 |
0.075 |
| Tony Clark |
13 |
35 |
0.074 |
| Alberto Callaspo |
4 |
24 |
0.073 |
| Robert Andino |
2 |
23 |
0.073 |
| Angel Sanchez |
2 |
23 |
0.073 |
| Travis Ishikawa |
2 |
23 |
0.073 |
| Drew Meyer |
1 |
25 |
0.073 |
| Melvin Dorta |
1 |
25 |
0.073 |
| Victor Diaz |
1 |
25 |
0.073 |
| Buck Coats |
1 |
25 |
0.073 |
| Mitch Maier |
1 |
25 |
0.073 |
| Chad Mottola |
1 |
35 |
0.073 |
| Chris Stewart |
0 |
25 |
0.072 |
| Delwyn Young |
0 |
25 |
0.072 |
| Guillermo Quiroz |
0 |
25 |
0.072 |
| Alvin Colina |
0 |
25 |
0.072 |
| Bill Mueller |
10 |
36 |
0.072 |
| Carlos Quentin |
16 |
24 |
0.072 |
| Omar Quintanilla |
3 |
25 |
0.072 |
| Curtis Pride |
2 |
38 |
0.072 |
| Mike Difelice |
2 |
38 |
0.072 |
| Tony Womack |
6 |
37 |
0.070 |
| Troy Tulowitzki |
9 |
22 |
0.070 |
| Derrek Lee |
17 |
31 |
0.070 |
| Jerry Hairston |
17 |
31 |
0.070 |
| Alex Gonzalez |
3 |
34 |
0.068 |
| Andy Marte |
16 |
23 |
0.068 |
| Lou Merloni |
1 |
36 |
0.067 |
| Adam Hyzdu |
0 |
35 |
0.067 |
| Manny Alexander |
3 |
36 |
0.067 |
| Choo Freeman |
17 |
27 |
0.067 |
| Franklin Gutierrez |
13 |
24 |
0.067 |
| Erick Aybar |
4 |
23 |
0.067 |
| Martin Prado |
4 |
23 |
0.067 |
| Eduardo Perez |
18 |
37 |
0.067 |
| Damion Easley |
18 |
37 |
0.067 |
| Gary Bennett |
15 |
35 |
0.066 |
| Paul Bako |
15 |
35 |
0.066 |
| Doug Mirabelli |
18 |
36 |
0.066 |
| Hideki Matsui |
17 |
33 |
0.066 |
| Dmitri Young |
17 |
33 |
0.066 |
| Tony Batista |
17 |
33 |
0.066 |
| Shannon Stewart |
17 |
33 |
0.066 |
| Willy Aybar |
24 |
24 |
0.066 |
| Tim Salmon |
21 |
38 |
0.065 |
| Chris Gomez |
13 |
36 |
0.065 |
| Mike Lieberthal |
20 |
35 |
0.064 |
| Adam Lind |
6 |
23 |
0.064 |
| Anderson Hernandez |
6 |
24 |
0.063 |
| Jason Wood |
1 |
37 |
0.063 |
| Tim Laker |
1 |
37 |
0.063 |
| Justin Huber |
1 |
24 |
0.063 |
| James Loney |
10 |
23 |
0.063 |
| Gary Sheffield |
15 |
38 |
0.063 |
| Ramon Castro |
12 |
31 |
0.062 |
| Shin-Soo Choo |
15 |
24 |
0.062 |
| Jose Hernandez |
15 |
37 |
0.061 |
| Jeff Fiorentino |
3 |
24 |
0.061 |
| Hector Gimenez |
0 |
24 |
0.061 |
| Jose Reyes |
0 |
24 |
0.061 |
| Michael Bourn |
0 |
24 |
0.061 |
| Andres Blanco |
8 |
23 |
0.061 |
| Dustin Pedroia |
8 |
23 |
0.061 |
| Stephen Drew |
20 |
24 |
0.060 |
| Miguel Montero |
1 |
23 |
0.060 |
| Brent Clevlen |
3 |
23 |
0.059 |
| Scott Moore |
3 |
23 |
0.059 |
| Todd Greene |
15 |
36 |
0.059 |
| Angel Pagan |
17 |
25 |
0.059 |
| Danny Ardoin |
12 |
32 |
0.059 |
| Ryan Klesko |
0 |
36 |
0.058 |
| Ken Huckaby |
0 |
36 |
0.058 |
| Casey Kotchman |
7 |
24 |
0.058 |
| Tony Gwynn |
7 |
24 |
0.058 |
| Chris Iannetta |
7 |
24 |
0.058 |
| Chris Young |
7 |
23 |
0.058 |
| J.T. Snow |
4 |
39 |
0.057 |
| Lastings Milledge |
16 |
22 |
0.057 |
| Robert Fick |
12 |
33 |
0.056 |
| Brian Jordan |
9 |
40 |
0.055 |
| Ramon Martinez |
17 |
34 |
0.055 |
| Joe Randa |
20 |
37 |
0.055 |
| Olmedo Saenz |
17 |
36 |
0.054 |
| Mike Redmond |
17 |
36 |
0.054 |
| Ben Johnson |
12 |
26 |
0.053 |
| Jose Vizcaino |
14 |
39 |
0.052 |
| Adam Melhuse |
12 |
35 |
0.052 |
| Ryan Sweeney |
3 |
22 |
0.050 |
| Scott Thorman |
12 |
25 |
0.049 |
| Joaquin Arias |
1 |
22 |
0.049 |
| Joel Guzman |
1 |
22 |
0.049 |
| Matt Kemp |
15 |
22 |
0.049 |
| Alexi Casilla |
0 |
22 |
0.047 |
| Oswaldo Navarro |
0 |
22 |
0.047 |
| Todd Pratt |
13 |
40 |
0.046 |
| Eric Young |
13 |
40 |
0.046 |
| B.J. Upton |
17 |
22 |
0.041 |
| J.J. Hardy |
12 |
24 |
0.041 |
| Adam Jones |
7 |
21 |
0.041 |
| Sandy Alomar |
10 |
41 |
0.037 |
| Ruben Sierra |
2 |
41 |
0.036 |
| Delmon Young |
12 |
21 |
0.030 |
| Julio Franco |
16 |
48 |
0.021 |
The top of the table is loaded with players who bat a lot every year. The bottom of the table has older journeymen and some young, unproven players. It's obviously not perfect. I might get better results if I play with the weights more. I might look at a three year weighted average of at bats. This is pretty simple, however, and I really like the order of the list. When you see a player projected to get at least 500 at bats this season, this gives you a way of validating that number.
I'm going to think about a way to make this part of the Day by Day Database. For example, you can use the data to figure out which players are most likely to gather between 200 and 300 at bats. And this should be appliciable to other stats as well. Stay tuned.
Baseball Musings is holding a pledge drive in March.
Howie Kendrick has only a 10.5% chance of getting to 500 AB? Is there no way to adjust for rookieness?
Interesting analysis. The sum of the probabilities in the table is 104.25 which would be the probabalistic number of batters reaching 500 AB. The actual totals for the past seven seasons are 121, 113, 120, 115, 109, 113, and 120 (going backward from '06) - all above the projection for '07. Perhaps an adjustment for "rookieness" would indeed make up for this difference. I'm guessing that there are a number of younger players who have not yet established that they can reach 500 AB at the Major League level, and therefore have a low probability by this calculation, who will in fact do so. Taking MLEs into consideration it seems would help, but it would add a lot of overhead for a small improvement in accuracy.
So Juan Pierre has the best shot at getting to 500AB? Is that good or not?
yea, but what are the chances of juan pierre getting 200 hits in fewer than 900 AB? 0.
Then subtract the number of times he is thrown out trying to steal (his stealing % is just awful) and he is down to about 150 slap singles in 750 plate apperances. That is why he sux.
Scott, I think part of the underestimation is that the probabilities go back to 1901. From 1901 to 1960, it was tougher to to get to 500 AB due to the short season.
I'm assuming that these are At Bats and not Plate Appearances? That's why Pierre, Sorano, Ichiro, etc., are all at the top of the list.