Baseball Musings
Baseball Musings
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
HitterPrev. AB/102007 AgeProbability
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.

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Posted by David Pinto at 10:10 PM | Predictions | TrackBack (0)
Comments

Howie Kendrick has only a 10.5% chance of getting to 500 AB? Is there no way to adjust for rookieness?

Posted by: Rob McMillin at March 3, 2007 11:01 PM

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.

Posted by: Scott Segrin at March 3, 2007 11:55 PM

So Juan Pierre has the best shot at getting to 500AB? Is that good or not?

Posted by: Frank at March 4, 2007 12:11 AM

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.

Posted by: chris at March 4, 2007 04:53 AM

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.

Posted by: David Pinto at March 4, 2007 09:09 AM

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.

Posted by: shawn at March 4, 2007 12:35 PM
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