April 24, 2005
RISP Confidence
Reading the Bill James article this morning made me wonder if there was a way to study the situational hitting issue in a different way. I have compiled a database from Retrosheet of every play from 1974 to 1992. (Those are the years Retrosheet has complete seasons.) I decided to look at the data to see if anyone hit significantly better or worse with runners in scoring position over that time.
First, I do not mean to say this is a clutch statistic. My opinion is that it is very difficult to define a clutch statistic. For every situation you name, I'll come up with a subset within it that's not clutch. As you eliminate more and more non-clutch situations, you end up with a very small sample size of real clutch situations for players. But runners in scoring position (RISP) is a nice proxy.
I decided to study the group of players during that time frame who had at least 1500 AB. At 1500 AB, we're getting a good handle on the ability of a hitter. Someone who hits .300 over 1500 AB has a 95% confidence interval of .277 to .323. In other words, it's very unlikely for a .300 hitter to hit .260 over 1500 AB.
So for each player with 1500 AB from 1974 to 1992, I record their AB, hits, RISP AB and RISP hits. I took hits/AB to represent the probability of that player getting a hit. I used that probability to calculate a 95% confidence interval for the expected number of RISP Hits given the number of RISP AB.
There were 567 players in the study. Now, my expectation would be that 95% of the playes would be within the 95% confidence interval. In other words, given 567 players, I would expect 14 hitters to be above the interval and 14 to below the interval.
Instead, the study only found 10 players to be above their hit expectation and 4 to be below.
So if 567 players studied, 553 all had hits with runners in scoring position within the 95% confidence interval! Players hit with runners in scoring position just as we'd expect them to hit.
Here's a list of the players who hit above their expected level with runners in scoring position. Pat Tabler appears to have deserved his reputation.
Players Above 95% Confidence Interval
| Player | At Bats | Hits | RISP AB | RISP Hits | Low End 95% CI | High End 95% CI | BA | RISP BA |
| Jay Bell | 2444 | 627 | 535 | 158 | 118 | 157 | 0.257 | 0.295 |
| Robin Ventura | 1736 | 470 | 432 | 137 | 99 | 135 | 0.271 | 0.317 |
| Greg Vaughn | 1538 | 360 | 417 | 117 | 81 | 115 | 0.234 | 0.281 |
| Mark McGwire | 3123 | 772 | 781 | 220 | 170 | 217 | 0.247 | 0.282 |
| Pat Tabler | 3911 | 1101 | 1096 | 347 | 280 | 338 | 0.282 | 0.317 |
| Scott Fletcher | 4411 | 1155 | 1058 | 314 | 249 | 305 | 0.262 | 0.297 |
| Larry Parrish | 6792 | 1789 | 1717 | 491 | 417 | 488 | 0.263 | 0.286 |
| John Ellis | 1573 | 409 | 394 | 124 | 86 | 120 | 0.260 | 0.315 |
| Rennie Stennett | 3532 | 966 | 800 | 248 | 194 | 244 | 0.273 | 0.310 |
| Frank Duffy | 1864 | 422 | 415 | 118 | 78 | 111 | 0.226 | 0.284 |
Here's the list of players who hit below expectations. Mickey Tettleton, one of my favorites, is on the list.
Players Below 95% Confidence Interval
| Player | At Bats | Hits | RISP AB | RISP Hits | Low End 95% CI | High End 95% CI | BA | RISP BA |
| Mickey Tettleton | 2873 | 693 | 707 | 147 | 148 | 193 | 0.241 | 0.208 |
| Dave Anderson | 2026 | 490 | 461 | 93 | 94 | 130 | 0.242 | 0.202 |
| Rick Schu | 1564 | 386 | 348 | 65 | 70 | 102 | 0.247 | 0.187 |
| Earl Williams | 1518 | 365 | 398 | 78 | 79 | 113 | 0.240 | 0.196 |
My conclusion is that there's no difference between a player's overall batting average and his batting average with runners in scoring position that can't be explained by luck. If you'd like to play with the data, here's a spreadsheet you can download. As always, I'm interested in your comments on this experiment.
I've put the table of all players in the study sorted by RISP BA in the extended entry. Notice how the good hitters tend to be good with runners in scoring position.
Update: I was not able to fit the entire table in the extended entry. You can see the rest by downloading the spreadsheet and manipulating the data.
Players with 1500 AB, 1974-1992, sorted by RISP BA
| Player | At Bats | Hits | RISP AB | RISP Hits | Low End 95% CI | High End 95% CI | BA | RISP BA |
| Wade Boggs | 6213 | 2098 | 1326 | 461 | 414 | 482 | 0.338 | 0.348 |
| Rod Carew | 5999 | 2005 | 1359 | 471 | 420 | 488 | 0.334 | 0.347 |
| Tony Gwynn | 5701 | 1864 | 1250 | 414 | 376 | 441 | 0.327 | 0.331 |
| Kirby Puckett | 5645 | 1812 | 1403 | 457 | 416 | 485 | 0.321 | 0.326 |
| Ken Griffey Jr. | 2165 | 652 | 560 | 179 | 148 | 190 | 0.301 | 0.320 |
| Al Oliver | 6279 | 1945 | 1696 | 542 | 488 | 563 | 0.310 | 0.320 |
| Lyman Bostock | 2004 | 624 | 529 | 169 | 144 | 186 | 0.311 | 0.319 |
| Robin Ventura | 1736 | 470 | 432 | 137 | 99 | 135 | 0.271 | 0.317 |
| Thurman Munson | 3324 | 987 | 922 | 292 | 247 | 301 | 0.297 | 0.317 |
| Pat Tabler | 3911 | 1101 | 1096 | 347 | 280 | 338 | 0.282 | 0.317 |
| Luis Polonia | 2740 | 818 | 604 | 191 | 158 | 203 | 0.299 | 0.316 |
| Will Clark | 3778 | 1139 | 964 | 304 | 263 | 319 | 0.301 | 0.315 |
| Dave Magadan | 2088 | 610 | 527 | 166 | 134 | 175 | 0.292 | 0.315 |
| Don Mattingly | 5643 | 1754 | 1451 | 457 | 417 | 486 | 0.311 | 0.315 |
| John Ellis | 1573 | 409 | 394 | 124 | 86 | 120 | 0.260 | 0.315 |
| Pete Rose | 7146 | 2104 | 1554 | 487 | 423 | 493 | 0.294 | 0.313 |
| George Brett | 9749 | 3000 | 2547 | 797 | 738 | 830 | 0.308 | 0.313 |
| Paul Molitor | 7520 | 2281 | 1533 | 478 | 430 | 500 | 0.303 | 0.312 |
| Tim Raines | 6465 | 1923 | 1316 | 410 | 359 | 424 | 0.297 | 0.312 |
| Dane Iorg | 1647 | 455 | 458 | 142 | 108 | 145 | 0.276 | 0.310 |
| Rennie Stennett | 3532 | 966 | 800 | 248 | 194 | 244 | 0.273 | 0.310 |
| Lou Piniella | 3291 | 971 | 827 | 256 | 219 | 270 | 0.295 | 0.310 |
| Barry Larkin | 3122 | 924 | 734 | 227 | 193 | 242 | 0.296 | 0.309 |
| Roberto Alomar | 2962 | 862 | 677 | 209 | 174 | 220 | 0.291 | 0.309 |
| Cecil Cooper | 7189 | 2151 | 1860 | 574 | 518 | 595 | 0.299 | 0.309 |
| Lamar Johnson | 2631 | 755 | 707 | 218 | 180 | 227 | 0.287 | 0.308 |
| Chris Brown | 1523 | 410 | 367 | 113 | 82 | 116 | 0.269 | 0.308 |
| Julio Franco | 5416 | 1630 | 1394 | 429 | 386 | 453 | 0.301 | 0.308 |
| Jim Rice | 8225 | 2452 | 2338 | 719 | 654 | 741 | 0.298 | 0.308 |
| Bill Madlock | 6517 | 1981 | 1619 | 496 | 456 | 529 | 0.304 | 0.306 |
| Tony Fernandez | 5132 | 1465 | 1079 | 330 | 279 | 337 | 0.285 | 0.306 |
| Felix Jose | 1566 | 449 | 433 | 132 | 106 | 143 | 0.287 | 0.305 |
| Mike Hargrove | 5564 | 1614 | 1338 | 407 | 356 | 421 | 0.290 | 0.304 |
| Wally Joyner | 3780 | 1079 | 987 | 299 | 254 | 310 | 0.285 | 0.303 |
| Steve Garvey | 7871 | 2337 | 2155 | 652 | 598 | 682 | 0.297 | 0.303 |
| John Castino | 2320 | 646 | 513 | 154 | 123 | 163 | 0.278 | 0.300 |
| Rudy Law | 2421 | 656 | 510 | 153 | 119 | 158 | 0.271 | 0.300 |
| Hal McRae | 6230 | 1845 | 1710 | 512 | 470 | 544 | 0.296 | 0.299 |
| Mark Grace | 2807 | 840 | 712 | 213 | 189 | 237 | 0.299 | 0.299 |
| Bip Roberts | 2091 | 626 | 379 | 113 | 96 | 131 | 0.299 | 0.298 |
| Pedro Guerrero | 5392 | 1618 | 1481 | 441 | 410 | 479 | 0.300 | 0.298 |
| Mike Ivie | 2677 | 716 | 763 | 227 | 180 | 228 | 0.267 | 0.298 |
| Scott Fletcher | 4411 | 1155 | 1058 | 314 | 249 | 305 | 0.262 | 0.297 |
| Larry Biittner | 2338 | 653 | 681 | 202 | 167 | 213 | 0.279 | 0.297 |
| Lenny Dykstra | 3219 | 916 | 585 | 173 | 145 | 188 | 0.285 | 0.296 |
| Ted Simmons | 6656 | 1872 | 1938 | 573 | 506 | 584 | 0.281 | 0.296 |
| Willie McGee | 5669 | 1689 | 1539 | 455 | 424 | 494 | 0.298 | 0.296 |
| Robin Yount | 10554 | 3025 | 2606 | 770 | 702 | 792 | 0.287 | 0.295 |
| Jay Bell | 2444 | 627 | 535 | 158 | 118 | 157 | 0.257 | 0.295 |
| Willie Stargell | 2732 | 771 | 766 | 226 | 192 | 241 | 0.282 | 0.295 |
| Willie Montanez | 4134 | 1169 | 1153 | 340 | 296 | 356 | 0.283 | 0.295 |
| Ozzie Guillen | 3841 | 1021 | 917 | 270 | 218 | 270 | 0.266 | 0.294 |
| Bob Watson | 4074 | 1206 | 1224 | 360 | 331 | 394 | 0.296 | 0.294 |
| Terry Pendleton | 4659 | 1274 | 1330 | 390 | 332 | 396 | 0.273 | 0.293 |
| Bake McBride | 3790 | 1134 | 936 | 274 | 253 | 308 | 0.299 | 0.293 |
| Lou Brock | 2853 | 829 | 632 | 185 | 161 | 206 | 0.291 | 0.293 |
| Dave Cash | 3944 | 1112 | 817 | 239 | 205 | 256 | 0.282 | 0.293 |
| Dave Winfield | 9906 | 2827 | 2742 | 802 | 736 | 829 | 0.285 | 0.292 |
| George Bell | 5713 | 1613 | 1597 | 467 | 416 | 486 | 0.282 | 0.292 |
| Larry Hisle | 2686 | 768 | 797 | 233 | 203 | 253 | 0.286 | 0.292 |
| Dave Parker | 9219 | 2672 | 2498 | 730 | 680 | 769 | 0.290 | 0.292 |
| Jose Cruz | 6870 | 1995 | 1920 | 561 | 519 | 597 | 0.290 | 0.292 |
| Manny Sanguillen | 2379 | 686 | 545 | 159 | 137 | 178 | 0.288 | 0.292 |
| Jeff Treadway | 1764 | 495 | 367 | 107 | 86 | 120 | 0.281 | 0.292 |
| Mike Easler | 3670 | 1078 | 940 | 274 | 249 | 304 | 0.294 | 0.291 |
| Jose Canseco | 3655 | 974 | 1020 | 297 | 244 | 300 | 0.266 | 0.291 |
| Mickey Rivers | 5044 | 1501 | 1075 | 313 | 291 | 349 | 0.298 | 0.291 |
| Keith Hernandez | 7370 | 2182 | 2051 | 597 | 567 | 648 | 0.296 | 0.291 |
| Ken Singleton | 5624 | 1596 | 1481 | 431 | 386 | 454 | 0.284 | 0.291 |
| Mike Vail | 1604 | 447 | 475 | 138 | 113 | 152 | 0.279 | 0.291 |
| B.J. Surhoff | 2783 | 745 | 713 | 207 | 168 | 214 | 0.268 | 0.290 |
| Eddie Murray | 9124 | 2646 | 2308 | 670 | 627 | 712 | 0.290 | 0.290 |
| Alan Trammell | 7179 | 2050 | 1758 | 510 | 465 | 539 | 0.286 | 0.290 |
| Gary Sheffield | 1667 | 471 | 407 | 118 | 97 | 133 | 0.283 | 0.290 |
| Richie Zisk | 4759 | 1359 | 1275 | 369 | 333 | 396 | 0.286 | 0.289 |
| Bill Buckner | 8012 | 2323 | 2112 | 611 | 572 | 653 | 0.290 | 0.289 |
| Danny Tartabull | 3340 | 950 | 944 | 273 | 242 | 296 | 0.284 | 0.289 |
| Shane Mack | 1712 | 514 | 412 | 119 | 106 | 142 | 0.300 | 0.289 |
| Brian Harper | 2363 | 697 | 644 | 186 | 167 | 213 | 0.295 | 0.289 |
| Carlos Baerga | 1562 | 457 | 419 | 121 | 105 | 141 | 0.293 | 0.289 |
| Ruben Sierra | 4144 | 1160 | 1129 | 326 | 287 | 346 | 0.280 | 0.289 |
| Mike Greenwell | 2980 | 912 | 897 | 259 | 248 | 302 | 0.306 | 0.289 |
| Bill Robinson | 2807 | 762 | 783 | 226 | 188 | 237 | 0.271 | 0.289 |
| Rick Leach | 1719 | 460 | 423 | 122 | 96 | 131 | 0.268 | 0.288 |
| Marty Barrett | 3378 | 938 | 791 | 228 | 195 | 245 | 0.278 | 0.288 |
| Kevin Seitzer | 3289 | 955 | 767 | 221 | 198 | 248 | 0.290 | 0.288 |
| Lonnie Smith | 4888 | 1414 | 1045 | 301 | 274 | 331 | 0.289 | 0.288 |
| Harold Baines | 6744 | 1930 | 1751 | 504 | 464 | 538 | 0.286 | 0.288 |
| Jeff Blauser | 1769 | 464 | 386 | 111 | 85 | 118 | 0.262 | 0.288 |
| Carney Lansford | 7158 | 2074 | 1784 | 513 | 480 | 555 | 0.290 | 0.288 |
| Rance Mulliniks | 3569 | 972 | 894 | 257 | 218 | 270 | 0.272 | 0.287 |
| Rick Miller | 3315 | 899 | 766 | 220 | 184 | 232 | 0.271 | 0.287 |
| Alvin Davis | 4240 | 1189 | 1090 | 313 | 277 | 335 | 0.280 | 0.287 |
| Alan Bannister | 3007 | 811 | 732 | 210 | 174 | 221 | 0.270 | 0.287 |
| Mickey Hatcher | 3377 | 946 | 821 | 235 | 205 | 255 | 0.280 | 0.286 |
| Larry Parrish | 6792 | 1789 | 1717 | 491 | 417 | 488 | 0.263 | 0.286 |
| Gerald Young | 1755 | 432 | 336 | 96 | 67 | 98 | 0.246 | 0.286 |
| Johnny Ray | 5188 | 1502 | 1323 | 378 | 351 | 416 | 0.290 | 0.286 |
| Joe Rudi | 3317 | 861 | 931 | 266 | 216 | 268 | 0.260 | 0.286 |
| Terry Steinbach | 2484 | 675 | 606 | 173 | 143 | 186 | 0.272 | 0.285 |
| Junior Ortiz | 1569 | 408 | 403 | 115 | 88 | 122 | 0.260 | 0.285 |
| Steve Henderson | 3484 | 976 | 916 | 261 | 230 | 283 | 0.280 | 0.285 |
| John Kruk | 2948 | 875 | 797 | 227 | 211 | 262 | 0.297 | 0.285 |
| Kal Daniels | 2338 | 666 | 576 | 164 | 143 | 186 | 0.285 | 0.285 |
| Frank Duffy | 1864 | 422 | 415 | 118 | 78 | 111 | 0.226 | 0.284 |
| Chris Chambliss | 6118 | 1703 | 1548 | 440 | 397 | 466 | 0.278 | 0.284 |
| Gary Ward | 4479 | 1236 | 1070 | 304 | 267 | 324 | 0.276 | 0.284 |
| Bruce Bochte | 5233 | 1478 | 1313 | 373 | 339 | 403 | 0.282 | 0.284 |
| Gene Richards | 3549 | 1028 | 697 | 198 | 179 | 226 | 0.290 | 0.284 |
| Amos Otis | 4849 | 1317 | 1275 | 362 | 315 | 378 | 0.272 | 0.284 |
| Steve Kemp | 4058 | 1128 | 1078 | 306 | 271 | 329 | 0.278 | 0.284 |
| Ryne Sandberg | 6705 | 1939 | 1516 | 430 | 404 | 473 | 0.289 | 0.284 |
| Willie Wilson | 7489 | 2145 | 1577 | 447 | 417 | 487 | 0.286 | 0.283 |
| Ken Griffey Sr. | 7143 | 2110 | 1778 | 503 | 488 | 563 | 0.295 | 0.283 |
| Kent Hrbek | 5526 | 1580 | 1454 | 411 | 382 | 450 | 0.286 | 0.283 |
| Eric Soderholm | 2432 | 667 | 598 | 169 | 143 | 186 | 0.274 | 0.283 |
| Lance Johnson | 2059 | 563 | 478 | 135 | 112 | 150 | 0.273 | 0.282 |
| Ellis Valentine | 3166 | 881 | 850 | 240 | 211 | 262 | 0.278 | 0.282 |
| Jason Thompson | 4802 | 1253 | 1353 | 382 | 322 | 385 | 0.261 | 0.282 |
| Ralph Garr | 3117 | 928 | 627 | 177 | 164 | 209 | 0.298 | 0.282 |
| Jerry Mumphrey | 4993 | 1442 | 1308 | 369 | 346 | 410 | 0.289 | 0.282 |
| Oscar Gamble | 3351 | 909 | 851 | 240 | 206 | 256 | 0.271 | 0.282 |
| Jay Johnstone | 2567 | 734 | 699 | 197 | 177 | 223 | 0.286 | 0.282 |
| Mark McGwire | 3123 | 772 | 781 | 220 | 170 | 217 | 0.247 | 0.282 |
| Al Bumbry | 4686 | 1298 | 942 | 265 | 234 | 288 | 0.277 | 0.281 |
| Bobby Bonilla | 3732 | 1040 | 1017 | 286 | 256 | 312 | 0.279 | 0.281 |
| Willie Aikens | 2492 | 675 | 690 | 194 | 164 | 210 | 0.271 | 0.281 |
| Marquis Grissom | 1573 | 422 | 370 | 104 | 83 | 116 | 0.268 | 0.281 |
| Brett Butler | 6169 | 1777 | 1160 | 326 | 304 | 365 | 0.288 | 0.281 |
| Eric Davis | 3124 | 828 | 840 | 236 | 198 | 248 | 0.265 | 0.281 |
| Gary Matthews | 6545 | 1831 | 1724 | 484 | 446 | 519 | 0.280 | 0.281 |
| Greg Vaughn | 1538 | 360 | 417 | 117 | 81 | 115 | 0.234 | 0.281 |
| Barry Bonds | 3584 | 984 | 802 | 225 | 196 | 245 | 0.275 | 0.281 |
| Hubie Brooks | 5745 | 1546 | 1547 | 434 | 382 | 451 | 0.269 | 0.281 |
| Delino DeShields | 1592 | 433 | 328 | 92 | 74 | 105 | 0.272 | 0.280 |
| Steve Sax | 6797 | 1915 | 1430 | 401 | 370 | 436 | 0.282 | 0.280 |
| Elliott Maddox | 1861 | 507 | 403 | 113 | 93 | 128 | 0.272 | 0.280 |
| Garry Templeton | 7721 | 2096 | 1780 | 499 | 447 | 520 | 0.271 | 0.280 |
| Bert Campaneris | 3076 | 792 | 721 | 202 | 163 | 209 | 0.257 | 0.280 |
| Rico Carty | 2476 | 718 | 614 | 172 | 156 | 200 | 0.290 | 0.280 |
| Thad Bosley | 1581 | 430 | 368 | 103 | 84 | 117 | 0.272 | 0.280 |
| Rusty Staub | 4273 | 1183 | 1212 | 339 | 305 | 366 | 0.277 | 0.280 |
| Mike LaValliere | 2134 | 574 | 569 | 159 | 133 | 174 | 0.269 | 0.279 |
| Kevin Bass | 4112 | 1108 | 1020 | 285 | 247 | 303 | 0.269 | 0.279 |
| George Hendrick | 6454 | 1813 | 1860 | 519 | 485 | 561 | 0.281 | 0.279 |
| Ivan Calderon | 3073 | 851 | 779 | 217 | 191 | 240 | 0.277 | 0.279 |
| Rob Wilfong | 2690 | 668 | 675 | 188 | 146 | 190 | 0.248 | 0.279 |
| Lenny Harris | 1585 | 443 | 334 | 93 | 78 | 110 | 0.279 | 0.278 |
| Roy Howell | 3791 | 991 | 884 | 246 | 206 | 257 | 0.261 | 0.278 |
| Al Cowens | 5534 | 1494 | 1556 | 433 | 386 | 455 | 0.270 | 0.278 |
| Mel Hall | 4212 | 1168 | 1097 | 305 | 275 | 333 | 0.277 | 0.278 |
| Jerry Browne | 2417 | 657 | 518 | 144 | 121 | 161 | 0.272 | 0.278 |
| Andre Dawson | 8890 | 2504 | 2403 | 668 | 634 | 720 | 0.282 | 0.278 |
| Larry Sheets | 2267 | 605 | 529 | 147 | 121 | 161 | 0.267 | 0.278 |
| Kevin McReynolds | 4892 | 1307 | 1303 | 362 | 317 | 380 | 0.267 | 0.278 |
| Jorge Orta | 5280 | 1481 | 1375 | 382 | 353 | 419 | 0.280 | 0.278 |
| Fred Lynn | 6925 | 1960 | 1692 | 470 | 443 | 515 | 0.283 | 0.278 |
| Andy VanSlyke | 4737 | 1308 | 1253 | 348 | 315 | 377 | 0.276 | 0.278 |
| Willie Horton | 3151 | 849 | 868 | 241 | 208 | 260 | 0.269 | 0.278 |
| Kelly Gruber | 3094 | 800 | 814 | 226 | 186 | 235 | 0.259 | 0.278 |
| Duane Kuiper | 3379 | 917 | 753 | 209 | 181 | 228 | 0.271 | 0.278 |
| Steve Finley | 1884 | 520 | 404 | 112 | 94 | 129 | 0.276 | 0.277 |
| George Vukovich | 1602 | 430 | 404 | 112 | 91 | 126 | 0.268 | 0.277 |
| Greg Walker | 2864 | 746 | 726 | 201 | 166 | 212 | 0.260 | 0.277 |
| Dwight Evans | 8657 | 2368 | 2201 | 609 | 561 | 643 | 0.274 | 0.277 |
| Rey Quinones | 1533 | 373 | 376 | 104 | 75 | 108 | 0.243 | 0.277 |
| Garry Maddox | 5286 | 1493 | 1360 | 376 | 352 | 417 | 0.282 | 0.276 |
| Willie Randolph | 8018 | 2210 | 1715 | 474 | 437 | 509 | 0.276 | 0.276 |
| Richie Hebner | 3940 | 1063 | 1075 | 297 | 262 | 319 | 0.270 | 0.276 |
| Ellis Burks | 2794 | 785 | 761 | 210 | 190 | 238 | 0.281 | 0.276 |
| Cliff Johnson | 3921 | 1009 | 1135 | 313 | 263 | 321 | 0.257 | 0.276 |
| Tony Phillips | 4331 | 1120 | 943 | 260 | 218 | 270 | 0.259 | 0.276 |
| Ricky Jordan | 1697 | 477 | 468 | 129 | 113 | 151 | 0.281 | 0.276 |
| Garth Iorg | 2450 | 633 | 592 | 163 | 132 | 174 | 0.258 | 0.275 |
| Dickie Thon | 4204 | 1110 | 948 | 261 | 224 | 277 | 0.264 | 0.275 |
| Cal Ripken | 6942 | 1922 | 1712 | 471 | 438 | 510 | 0.277 | 0.275 |
| Claud Washington | 6787 | 1884 | 1665 | 458 | 427 | 498 | 0.278 | 0.275 |
| Ken Reitz | 4273 | 1115 | 1167 | 321 | 275 | 334 | 0.261 | 0.275 |
| Harold Reynolds | 4090 | 1063 | 844 | 232 | 195 | 245 | 0.260 | 0.275 |
| Ben Oglivie | 5475 | 1512 | 1351 | 371 | 341 | 406 | 0.276 | 0.275 |
| Wally Backman | 3216 | 889 | 681 | 187 | 166 | 211 | 0.276 | 0.275 |
| John Wathan | 2505 | 656 | 663 | 182 | 152 | 196 | 0.262 | 0.275 |
| Donnie Hill | 2307 | 594 | 587 | 161 | 131 | 172 | 0.257 | 0.274 |
| Randy Ready | 1905 | 493 | 485 | 133 | 107 | 145 | 0.259 | 0.274 |
| Carl Yastrzemski | 4744 | 1307 | 1266 | 347 | 318 | 380 | 0.276 | 0.274 |
| George Foster | 6342 | 1763 | 1920 | 526 | 495 | 572 | 0.278 | 0.274 |
| Jeff Burroughs | 4752 | 1240 | 1267 | 347 | 300 | 361 | 0.261 | 0.274 |
| Denny Doyle | 1723 | 447 | 398 | 109 | 86 | 121 | 0.259 | 0.274 |
| Terry Francona | 1731 | 474 | 409 | 112 | 95 | 130 | 0.274 | 0.274 |
| Dave Collins | 4903 | 1334 | 1019 | 279 | 250 | 305 | 0.272 | 0.274 |
| Bob Horner | 3777 | 1047 | 1023 | 280 | 256 | 312 | 0.277 | 0.274 |
| Dale Sveum | 1951 | 462 | 512 | 140 | 103 | 140 | 0.237 | 0.273 |
| John Wockenfuss | 2072 | 543 | 538 | 147 | 121 | 161 | 0.262 | 0.273 |
| Ken Caminiti | 2492 | 639 | 678 | 185 | 152 | 196 | 0.256 | 0.273 |
| Dave Concepcion | 7425 | 2017 | 1954 | 533 | 492 | 570 | 0.272 | 0.273 |
| Rod Scott | 2132 | 504 | 528 | 144 | 106 | 144 | 0.236 | 0.273 |
| Chili Davis | 5698 | 1538 | 1464 | 399 | 362 | 429 | 0.270 | 0.273 |
| Dusty Baker | 5969 | 1641 | 1528 | 416 | 386 | 454 | 0.275 | 0.272 |
| Tom Paciorek | 3868 | 1096 | 992 | 270 | 253 | 309 | 0.283 | 0.272 |
| Gregg Jefferies | 2317 | 644 | 566 | 154 | 137 | 178 | 0.278 | 0.272 |
| Otto Velez | 1725 | 437 | 456 | 124 | 98 | 134 | 0.253 | 0.272 |
| Carlton Fisk | 7685 | 2072 | 2030 | 552 | 508 | 587 | 0.270 | 0.272 |
| Reggie Smith | 3253 | 956 | 846 | 230 | 223 | 275 | 0.294 | 0.272 |
| Keith Moreland | 4581 | 1279 | 1343 | 365 | 343 | 407 | 0.279 | 0.272 |
| Jose Cardenal | 2244 | 647 | 552 | 150 | 139 | 180 | 0.288 | 0.272 |
| Lou Whitaker | 7616 | 2088 | 1741 | 473 | 441 | 514 | 0.274 | 0.272 |
| Jody Reed | 2658 | 743 | 589 | 160 | 144 | 186 | 0.280 | 0.272 |
| Willie Davis | 1680 | 470 | 475 | 129 | 114 | 152 | 0.280 | 0.272 |
| Buddy Bell | 7898 | 2226 | 2040 | 554 | 535 | 615 | 0.282 | 0.272 |
| Don Money | 3774 | 1010 | 848 | 230 | 202 | 252 | 0.268 | 0.271 |
| Roberto Kelly | 2277 | 637 | 520 | 141 | 126 | 166 | 0.280 | 0.271 |
| Ron Cey | 6616 | 1734 | 1749 | 474 | 423 | 495 | 0.262 | 0.271 |
| Mike Schmidt | 7951 | 2155 | 2259 | 612 | 571 | 654 | 0.271 | 0.271 |
| Phil Garner | 6131 | 1594 | 1584 | 429 | 378 | 446 | 0.260 | 0.271 |
| Manuel Lee | 2152 | 547 | 528 | 143 | 115 | 154 | 0.254 | 0.271 |
| Tony Perez | 5086 | 1381 | 1573 | 426 | 393 | 462 | 0.272 | 0.271 |
| Ron Jackson | 2986 | 774 | 772 | 209 | 176 | 224 | 0.259 | 0.271 |
| Gary Carter | 7971 | 2092 | 2220 | 601 | 542 | 623 | 0.262 | 0.271 |
| Joe Carter | 5201 | 1370 | 1485 | 402 | 358 | 425 | 0.263 | 0.271 |
| Glenn Adams | 1617 | 452 | 499 | 135 | 120 | 159 | 0.280 | 0.271 |
| Hosken Powell | 1816 | 470 | 414 | 112 | 90 | 125 | 0.259 | 0.271 |
| Ron LeFlore | 4458 | 1283 | 817 | 221 | 210 | 261 | 0.288 | 0.271 |
| Toby Harrah | 6183 | 1649 | 1590 | 430 | 390 | 459 | 0.267 | 0.270 |
| Craig Biggio | 2280 | 624 | 503 | 136 | 118 | 157 | 0.274 | 0.270 |
| Damaso Garcia | 3914 | 1108 | 803 | 217 | 203 | 253 | 0.283 | 0.270 |
| Milt Thompson | 2982 | 838 | 644 | 174 | 159 | 204 | 0.281 | 0.270 |
| Ron Hassey | 3440 | 914 | 900 | 243 | 213 | 265 | 0.266 | 0.270 |
| Tom Grieve | 1526 | 384 | 415 | 112 | 87 | 122 | 0.252 | 0.270 |
| Kurt Stillwell | 2866 | 716 | 693 | 187 | 151 | 196 | 0.250 | 0.270 |
| Jay Buhner | 1599 | 393 | 404 | 109 | 83 | 116 | 0.246 | 0.270 |
| Lee May | 3627 | 936 | 1043 | 281 | 242 | 297 | 0.258 | 0.269 |
| Jeff Leonard | 5045 | 1342 | 1418 | 382 | 345 | 410 | 0.266 | 0.269 |
| Jerry Remy | 4451 | 1225 | 947 | 255 | 234 | 288 | 0.275 | 0.269 |
| Ray Knight | 4829 | 1311 | 1285 | 346 | 318 | 380 | 0.271 | 0.269 |
| Pete O'Brien | 5227 | 1367 | 1311 | 353 | 312 | 374 | 0.262 | 0.269 |
| Steve Lyons | 2139 | 542 | 546 | 147 | 119 | 158 | 0.253 | 0.269 |
| Chet Lemon | 6868 | 1875 | 1657 | 446 | 417 | 488 | 0.273 | 0.269 |
| Rickey Henderson | 6879 | 2000 | 1345 | 362 | 359 | 424 | 0.291 | 0.269 |
| Kevin Mitchell | 3109 | 859 | 878 | 236 | 217 | 269 | 0.276 | 0.269 |
| Sid Bream | 2770 | 726 | 759 | 204 | 175 | 223 | 0.262 | 0.269 |
| Alvaro Espinoza | 1523 | 387 | 309 | 83 | 64 | 94 | 0.254 | 0.269 |
| Joel Youngblood | 3659 | 969 | 942 | 253 | 223 | 276 | 0.265 | 0.269 |
| Leon Durham | 3587 | 992 | 879 | 236 | 217 | 269 | 0.277 | 0.268 |
| Butch Hobson | 2556 | 634 | 667 | 179 | 144 | 188 | 0.248 | 0.268 |
| Mario Guerrero | 2032 | 527 | 451 | 121 | 99 | 135 | 0.259 | 0.268 |
| Greg Gross | 3706 | 1064 | 880 | 236 | 227 | 279 | 0.287 | 0.268 |
| Cesar Cedeno | 5260 | 1469 | 1406 | 377 | 360 | 426 | 0.279 | 0.268 |
| Pete LaCock | 1707 | 437 | 455 | 122 | 98 | 135 | 0.256 | 0.268 |
| Rafael Palmeiro | 3270 | 968 | 795 | 213 | 210 | 261 | 0.296 | 0.268 |
| Bill Russell | 5568 | 1477 | 1326 | 355 | 320 | 383 | 0.265 | 0.268 |
| Gerald Perry | 2890 | 761 | 762 | 204 | 177 | 225 | 0.263 | 0.268 |
| Dale Murphy | 7918 | 2105 | 2044 | 547 | 504 | 583 | 0.266 | 0.268 |
| Leon Lacy | 4171 | 1212 | 953 | 255 | 250 | 305 | 0.291 | 0.268 |
| Don Baylor | 7450 | 1933 | 2078 | 556 | 500 | 579 | 0.259 | 0.268 |
| Terry Kennedy | 4979 | 1313 | 1287 | 344 | 309 | 371 | 0.264 | 0.267 |
| Jerry Morales | 3677 | 962 | 1085 | 290 | 256 | 312 | 0.262 | 0.267 |
| Brady Anderson | 1704 | 406 | 363 | 97 | 71 | 103 | 0.238 | 0.267 |
| Tony Armas | 5164 | 1302 | 1318 | 352 | 302 | 363 | 0.252 | 0.267 |
| Jerry Royster | 4189 | 1045 | 895 | 239 | 198 | 249 | 0.249 | 0.267 |
| George Scott | 3169 | 853 | 798 | 213 | 190 | 240 | 0.269 | 0.267 |
| Marvell Wynne | 2693 | 664 | 577 | 154 | 122 | 163 | 0.247 | 0.267 |
| Edgar Martinez | 1805 | 561 | 416 | 111 | 111 | 148 | 0.311 | 0.267 |
| Ivan DeJesus | 4602 | 1167 | 982 | 262 | 223 | 276 | 0.254 | 0.267 |
| Larry Bowa | 6196 | 1653 | 1414 | 377 | 345 | 410 | 0.267 | 0.267 |
| Joe Morgan | 4881 | 1329 | 1258 | 335 | 312 | 374 | 0.272 | 0.266 |
| Brian Downing | 7780 | 2086 | 1859 | 495 | 461 | 536 | 0.268 | 0.266 |
| Kirk Gibson | 4838 | 1298 | 1161 | 309 | 282 | 341 | 0.268 | 0.266 |
| Bobby Murcer | 3749 | 1016 | 1008 | 268 | 246 | 301 | 0.271 | 0.266 |
| Dave Henderson | 4550 | 1191 | 1170 | 311 | 277 | 336 | 0.262 | 0.266 |
| Lee Mazzilli | 4124 | 1068 | 1001 | 266 | 232 | 287 | 0.259 | 0.266 |
| Roy White | 2725 | 746 | 625 | 166 | 149 | 193 | 0.274 | 0.266 |
| Geno Petralli | 1741 | 469 | 418 | 111 | 95 | 131 | 0.269 | 0.266 |
| John Milner | 2605 | 658 | 708 | 188 | 156 | 202 | 0.253 | 0.266 |
| Mike Fitzgerald | 2316 | 545 | 603 | 160 | 122 | 163 | 0.235 | 0.265 |
| Dave Stapleton | 2028 | 550 | 509 | 135 | 119 | 158 | 0.271 | 0.265 |
| Ken Oberkfell | 4874 | 1354 | 1150 | 305 | 290 | 349 | 0.278 | 0.265 |
| Tony Scott | 2802 | 699 | 724 | 192 | 158 | 204 | 0.249 | 0.265 |
| Tom Herr | 5349 | 1450 | 1373 | 364 | 340 | 405 | 0.271 | 0.265 |
| Dan Ford | 4163 | 1123 | 1072 | 284 | 261 | 318 | 0.270 | 0.265 |
| Candy Maldonado | 3603 | 928 | 974 | 258 | 224 | 278 | 0.258 | 0.265 |
| Jack Clark | 6847 | 1826 | 1896 | 502 | 468 | 544 | 0.267 | 0.265 |
| Kurt Bevacqua | 1669 | 396 | 495 | 131 | 99 | 136 | 0.237 | 0.265 |
| Jose Lind | 2816 | 717 | 711 | 188 | 159 | 204 | 0.255 | 0.264 |
| Scott Bradley | 1648 | 424 | 420 | 111 | 91 | 126 | 0.257 | 0.264 |
| Pat Kelly | 2268 | 606 | 511 | 135 | 117 | 156 | 0.267 | 0.264 |
| Dion James | 2144 | 605 | 466 | 123 | 113 | 151 | 0.282 | 0.264 |
| Junior Felix | 1617 | 419 | 413 | 109 | 90 | 125 | 0.259 | 0.264 |
| Mike Marshall | 3593 | 971 | 944 | 249 | 229 | 282 | 0.270 | 0.264 |
| Greg Luzinski | 5220 | 1431 | 1509 | 398 | 380 | 448 | 0.274 | 0.264 |
| Jim Gantner | 6189 | 1696 | 1426 | 376 | 358 | 424 | 0.274 | 0.264 |
| Mike Phillips | 1615 | 387 | 376 | 99 | 74 | 107 | 0.240 | 0.263 |
| Freddie Patek | 3015 | 734 | 790 | 208 | 169 | 216 | 0.243 | 0.263 |
| Julio Cruz | 3859 | 916 | 790 | 208 | 164 | 211 | 0.237 | 0.263 |
| Cecil Fielder | 2297 | 590 | 642 | 169 | 143 | 187 | 0.257 | 0.263 |
| Nick Esasky | 2703 | 677 | 730 | 192 | 160 | 206 | 0.250 | 0.263 |
| Von Hayes | 5249 | 1402 | 1407 | 370 | 344 | 409 | 0.267 | 0.263 |
| Billy Hatcher | 3521 | 926 | 795 | 209 | 185 | 234 | 0.263 | 0.263 |
| Doug DeCinces | 5791 | 1503 | 1499 | 394 | 356 | 423 | 0.260 | 0.263 |
| Dan Gladden | 4145 | 1120 | 898 | 236 | 217 | 269 | 0.270 | 0.263 |
| Mookie Wilson | 5094 | 1397 | 1115 | 293 | 277 | 335 | 0.274 | 0.263 |
| Miguel Dilone | 2000 | 530 | 434 | 114 | 97 | 133 | 0.265 | 0.263 |
| Denny Walling | 2945 | 799 | 834 | 219 | 201 | 252 | 0.271 | 0.263 |
| Terry Puhl | 4855 | 1361 | 1044 | 274 | 264 | 321 | 0.280 | 0.262 |
| Billy Ripken | 2087 | 510 | 465 | 122 | 96 | 132 | 0.244 | 0.262 |
| Juan Beniquez | 4495 | 1233 | 1075 | 282 | 266 | 324 | 0.274 | 0.262 |
| R.J. Reynolds | 2270 | 605 | 629 | 165 | 146 | 190 | 0.267 | 0.262 |
| Jim Sundberg | 6021 | 1493 | 1487 | 390 | 336 | 402 | 0.248 | 0.262 |
| Glenn Braggs | 2336 | 601 | 599 | 157 | 133 | 175 | 0.257 | 0.262 |
| Chris Sabo | 2335 | 637 | 565 | 148 | 134 | 175 | 0.273 | 0.262 |
| Phil Bradley | 3695 | 1058 | 859 | 225 | 220 | 272 | 0.286 | 0.262 |
| Jim Spencer | 2782 | 693 | 676 | 177 | 147 | 191 | 0.249 | 0.262 |
| Bob Boone | 6673 | 1688 | 1784 | 467 | 416 | 487 | 0.253 | 0.262 |
| Bobby Bonds | 3563 | 925 | 894 | 234 | 207 | 258 | 0.260 | 0.262 |
| Gary Gaetti | 6031 | 1523 | 1563 | 409 | 361 | 429 | 0.253 | 0.262 |
| Mike Cubbage | 1951 | 503 | 539 | 141 | 119 | 159 | 0.258 | 0.262 |
| Milt May | 3141 | 819 | 807 | 211 | 186 | 235 | 0.261 | 0.261 |
| Darryl Strawberry | 4564 | 1196 | 1251 | 327 | 298 | 359 | 0.262 | 0.261 |
| Oddibe McDowell | 2646 | 667 | 513 | 134 | 110 | 149 | 0.252 | 0.261 |
| Howard Johnson | 4309 | 1092 | 1057 | 276 | 240 | 296 | 0.253 | 0.261 |
| Bruce Benedict | 2878 | 696 | 678 | 177 | 142 | 186 | 0.242 | 0.261 |
| Mike Tyson | 2453 | 593 | 613 | 160 | 128 | 169 | 0.242 | 0.261 |
| Ed Romero | 1912 | 473 | 483 | 126 | 101 | 138 | 0.247 | 0.261 |
| Rick Burleson | 5139 | 1401 | 1131 | 295 | 279 | 338 | 0.273 | 0.261 |
| Paul O'Neill | 2618 | 679 | 740 | 193 | 169 | 216 | 0.259 | 0.261 |
| Lloyd Moseby | 5815 | 1494 | 1438 | 375 | 337 | 402 | 0.257 | 0.261 |
| Warren Cromartie | 3927 | 1104 | 905 | 236 | 228 | 281 | 0.281 | 0.261 |
| Tim Wallach | 6529 | 1694 | 1784 | 465 | 427 | 499 | 0.259 | 0.261 |
| Jerry Turner | 1742 | 448 | 518 | 135 | 114 | 153 | 0.257 | 0.261 |
| Cesar Geronimo | 3074 | 810 | 802 | 209 | 187 | 236 | 0.264 | 0.261 |
| Mitch Webster | 3107 | 825 | 710 | 185 | 166 | 212 | 0.266 | 0.261 |
| Alan Ashby | 4094 | 1005 | 1060 | 276 | 233 | 288 | 0.245 | 0.260 |
| Dave Chalk | 2841 | 717 | 749 | 195 | 166 | 213 | 0.252 | 0.260 |
| Rowland Office | 2408 | 624 | 580 | 151 | 130 | 171 | 0.259 | 0.260 |
| Juan Samuel | 5146 | 1338 | 1233 | 321 | 291 | 351 | 0.260 | 0.260 |
| Jim Eisenreich | 2144 | 594 | 573 | 149 | 138 | 180 | 0.277 | 0.260 |
| Dave Martinez | 2555 | 688 | 577 | 150 | 135 | 176 | 0.269 | 0.260 |
| Tim Flannery | 2473 | 631 | 581 | 151 | 128 | 169 | 0.255 | 0.260 |
| John Moses | 1723 | 438 | 381 | 99 | 80 | 114 | 0.254 | 0.260 |
| Jim Dwyer | 2704 | 708 | 670 | 174 | 153 | 198 | 0.262 | 0.260 |
| Rick Monday | 3089 | 821 | 728 | 189 | 170 | 217 | 0.266 | 0.260 |
| Enos Cabell | 5900 | 1637 | 1530 | 397 | 390 | 459 | 0.277 | 0.259 |
| Jose Oquendo | 2780 | 726 | 652 | 169 | 149 | 192 | 0.261 | 0.259 |
| Bump Wills | 3030 | 807 | 714 | 185 | 167 | 214 | 0.266 | 0.259 |
| Len Randle | 3457 | 915 | 773 | 200 | 181 | 229 | 0.265 | 0.259 |
| Luis Salazar | 4101 | 1070 | 1013 | 262 | 237 | 292 | 0.261 | 0.259 |
| Glenn Wilson | 4137 | 1096 | 1084 | 280 | 259 | 316 | 0.265 | 0.258 |
| Ed Ott | 1792 | 465 | 457 | 118 | 100 | 137 | 0.259 | 0.258 |
| Dave Gallagher | 1555 | 422 | 368 | 95 | 83 | 117 | 0.271 | 0.258 |
| Brook Jacoby | 4520 | 1220 | 1066 | 275 | 260 | 316 | 0.270 | 0.258 |
| Tito Fuentes | 2133 | 588 | 473 | 122 | 112 | 150 | 0.276 | 0.258 |
| Danny Heep | 1961 | 503 | 512 | 132 | 112 | 151 | 0.257 | 0.258 |
| Barry Bonnell | 3068 | 833 | 772 | 199 | 186 | 234 | 0.272 | 0.258 |
| Graig Nettles | 6426 | 1602 | 1610 | 415 | 368 | 436 | 0.249 | 0.258 |
| Dwayne Murphy | 4347 | 1069 | 1129 | 291 | 250 | 306 | 0.246 | 0.258 |
| Mike Heath | 4212 | 1061 | 1017 | 262 | 229 | 284 | 0.252 | 0.258 |
| Bill Doran | 5071 | 1353 | 1149 | 296 | 277 | 336 | 0.267 | 0.258 |
| Mike Squires | 1580 | 411 | 400 | 103 | 87 | 121 | 0.260 | 0.258 |
| Randy Milligan | 1755 | 450 | 451 | 116 | 98 | 134 | 0.256 | 0.257 |
| Jim Essian | 1852 | 453 | 455 | 117 | 94 | 129 | 0.245 | 0.257 |
| Mike Devereaux | 2116 | 547 | 506 | 130 | 112 | 150 | 0.259 | 0.257 |
| Tony Pena | 5550 | 1481 | 1476 | 379 | 361 | 427 | 0.267 | 0.257 |
| Frank White | 7720 | 1975 | 2018 | 518 | 478 | 555 | 0.256 | 0.257 |
| Randy Bush | 3000 | 756 | 756 | 194 | 167 | 214 | 0.252 | 0.257 |
| Bob Bailor | 2937 | 775 | 643 | 165 | 148 | 192 | 0.264 | 0.257 |
| Reggie Jackson | 6613 | 1726 | 1789 | 459 | 431 | 504 | 0.261 | 0.257 |
| Greg Brock | 3202 | 794 | 881 | 226 | 194 | 244 | 0.248 | 0.257 |
| Charlie Moore | 4006 | 1047 | 1006 | 258 | 236 | 290 | 0.261 | 0.256 |
| Pat Sheridan | 2419 | 611 | 620 | 159 | 136 | 178 | 0.253 | 0.256 |
| Shawon Dunston | 3333 | 863 | 745 | 191 | 170 | 217 | 0.259 | 0.256 |
| Frank Taveras | 4040 | 1029 | 827 | 212 | 186 | 235 | 0.255 | 0.256 |
| Bo Diaz | 3274 | 834 | 870 | 223 | 197 | 247 | 0.255 | 0.256 |
| Gene Tenace | 3331 | 790 | 878 | 225 | 184 | 233 | 0.237 | 0.256 |
| Rick Cerone | 4069 | 998 | 1003 | 257 | 220 | 273 | 0.245 | 0.256 |
| Steve Ontiveros | 2160 | 592 | 566 | 145 | 135 | 176 | 0.274 | 0.256 |
| Don Slaught | 3071 | 859 | 777 | 199 | 193 | 242 | 0.280 | 0.256 |
| Bill Stein | 2721 | 728 | 723 | 185 | 170 | 217 | 0.268 | 0.256 |
| Larry Herndon | 4877 | 1334 | 1192 | 305 | 296 | 356 | 0.274 | 0.256 |
| Jose Uribe | 3011 | 725 | 684 | 175 | 143 | 187 | 0.241 | 0.256 |
| Bill North | 3203 | 829 | 649 | 166 | 146 | 190 | 0.259 | 0.256 |
| Ken Henderson | 2136 | 549 | 567 | 145 | 126 | 166 | 0.257 | 0.256 |
| Wayne Garrett | 1515 | 365 | 352 | 90 | 69 | 101 | 0.241 | 0.256 |
| Dale Berra | 2553 | 603 | 618 | 158 | 126 | 167 | 0.236 | 0.256 |
| Ernie Riles | 2361 | 610 | 587 | 150 | 131 | 173 | 0.258 | 0.256 |
| Vance Law | 3802 | 972 | 1002 | 256 | 229 | 283 | 0.256 | 0.255 |
| Tim Foli | 4750 | 1206 | 1175 | 300 | 269 | 328 | 0.254 | 0.255 |
| Glenn Hubbard | 4441 | 1084 | 1035 | 264 | 226 | 280 | 0.244 | 0.255 |
| Rafael Ramirez | 5494 | 1432 | 1341 | 342 | 318 | 381 | 0.261 | 0.255 |
| Manny Trillo | 5938 | 1559 | 1494 | 381 | 359 | 426 | 0.263 | 0.255 |
| Steve Buechele | 3337 | 816 | 847 | 216 | 183 | 232 | 0.245 | 0.255 |
| Glenn Davis | 3606 | 945 | 961 | 245 | 225 | 279 | 0.262 | 0.255 |
| Fred McGriff | 3003 | 839 | 734 | 187 | 181 | 229 | 0.279 | 0.255 |
| Joe Orsulak | 2935 | 817 | 632 | 161 | 154 | 198 | 0.278 | 0.255 |
| Andres Thomas | 2103 | 493 | 534 | 136 | 106 | 145 | 0.234 | 0.255 |
| Art Howe | 2626 | 682 | 699 | 178 | 159 | 204 | 0.260 | 0.255 |
| Von Joshua | 1951 | 539 | 381 | 97 | 88 | 123 | 0.276 | 0.255 |
| Jamie Quirk | 2266 | 544 | 562 | 143 | 115 | 155 | 0.240 | 0.254 |
| Willie McCovey | 2278 | 562 | 669 | 170 | 143 | 187 | 0.247 | 0.254 |
| Chris James | 2665 | 694 | 736 | 187 | 169 | 215 | 0.260 | 0.254 |
| Sixto Lezcano | 4134 | 1122 | 1091 | 277 | 268 | 325 | 0.271 | 0.254 |
| Mike Scioscia | 4373 | 1131 | 1040 | 264 | 242 | 297 | 0.259 | 0.254 |
| Rick Bosetti | 1543 | 385 | 327 | 83 | 67 | 97 | 0.250 | 0.254 |
| Andres Galarraga | 3407 | 909 | 922 | 234 | 220 | 273 | 0.267 | 0.254 |
| Ozzie Smith | 8087 | 2108 | 2007 | 509 | 485 | 562 | 0.261 | 0.254 |
| Vince Coleman | 4042 | 1071 | 832 | 211 | 196 | 246 | 0.265 | 0.254 |
| John Lowenstein | 2837 | 723 | 663 | 168 | 147 | 191 | 0.255 | 0.253 |
| Al Woods | 1986 | 538 | 458 | 116 | 106 | 143 | 0.271 | 0.253 |
| Mike Davis | 2999 | 778 | 707 | 179 | 161 | 206 | 0.259 | 0.253 |
| Darren Daulton | 2114 | 492 | 553 | 140 | 109 | 148 | 0.233 | 0.253 |
| Herm Winningham | 1888 | 452 | 411 | 104 | 82 | 116 | 0.239 | 0.253 |
| Dave Engle | 1643 | 431 | 431 | 109 | 95 | 131 | 0.262 | 0.253 |
| John Grubb | 3744 | 1025 | 886 | 224 | 217 | 269 | 0.274 | 0.253 |
| Tom Brookens | 3865 | 950 | 977 | 247 | 214 | 267 | 0.246 | 0.253 |
| Gary Roenicke | 2708 | 670 | 724 | 183 | 157 | 202 | 0.247 | 0.253 |
| Dan Driessen | 5113 | 1354 | 1397 | 353 | 338 | 402 | 0.265 | 0.253 |
| Davey Lopes | 5777 | 1515 | 1235 | 312 | 294 | 354 | 0.262 | 0.253 |
| Jim Presley | 3546 | 875 | 908 | 229 | 199 | 250 | 0.247 | 0.252 |
| Ken Landreaux | 4101 | 1099 | 1039 | 262 | 251 | 307 | 0.268 | 0.252 |
| Steve Braun | 2544 | 684 | 627 | 158 | 147 | 191 | 0.269 | 0.252 |
| Leroy Stanton | 1838 | 450 | 536 | 135 | 112 | 151 | 0.245 | 0.252 |
| U L Washington | 2797 | 703 | 727 | 183 | 160 | 206 | 0.251 | 0.252 |
| Henry Cotto | 1938 | 509 | 445 | 112 | 99 | 135 | 0.263 | 0.252 |
| Omar Vizquel | 1551 | 388 | 370 | 93 | 76 | 109 | 0.250 | 0.251 |
| Tom Foley | 2367 | 578 | 557 | 140 | 116 | 156 | 0.244 | 0.251 |
| Johnny Bench | 4214 | 1126 | 1329 | 334 | 324 | 387 | 0.267 | 0.251 |
| Dave Valle | 2079 | 479 | 554 | 139 | 108 | 147 | 0.230 | 0.251 |
| Terry Whitfield | 1913 | 537 | 451 | 113 | 108 | 145 | 0.281 | 0.251 |
| Felix Millan | 2039 | 558 | 451 | 113 | 105 | 142 | 0.274 | 0.251 |
| George Wright | 2160 | 529 | 475 | 119 | 98 | 135 | 0.245 | 0.251 |
| Tom Veryzer | 2828 | 681 | 667 | 167 | 139 | 182 | 0.241 | 0.250 |
| John Stearns | 2681 | 696 | 727 | 182 | 166 | 212 | 0.260 | 0.250 |
| Dave Bergman | 2679 | 690 | 640 | 160 | 143 | 187 | 0.258 | 0.250 |
| Dan Meyer | 3734 | 944 | 952 | 238 | 215 | 267 | 0.253 | 0.250 |
| Mike Felder | 1803 | 464 | 380 | 95 | 81 | 115 | 0.257 | 0.250 |
Posted by David Pinto at
05:32 PM
|
Statistics
|
TrackBack (2)
David,
If you google Andy Dolphin you'll find his article about clutch hitting. He's an astrophysics PhD who found a statistically significant effect for some hitters--but the likely effect over the course of a season might be a hit or two. That might have a Win Expectancy value on average of what--a quarter win or half a win. (Just a guess.)
For measuring "clutch", why not use Win Expectancy / Leveraged Index of Tango?
i remember someone doing a study like this like last year and he came up with the best clutch hitter in the past like 30 years being garth iorg
Ventura is one of my favorite players ever. I generally don't believe in clutch hitting but it is interesting to note the # of Grand Slams in his career. I believe he is in the top 3. The rest of the players around him in Career Grand Slams are all Hall of Fame #s. Perhaps Ventura was a clutch hitter.
Remember, too, that's only a small part of Ventura's career. This data goes from 1974 to 1992.
Nice study :-) The fact that RISP hits fall just outside the CI is probably further evidence to back your claim. And, I imagine the reason for so few hitters below expectation is that hitters who might have achieved that feat were sent back to the minors before they had a chance.
One problem that I have with clutch hitting studies is that they start with the assumption that a player's expected performance is a clutch situation is identical to the player's expected performance in all situations. That may not be the case. Bill James once noted that player performance "improved", as a whole, when comparing performance with no one on vs. performance with a runner on first, and there may very well be other such group norms when looking at other situations. If the group norm with RISP (for example) is for performance to decline 10%, then the fact that a player's performance did not change in RISP might very well be an indicator of true clutch performance.
Mike,
For the study, the batters listed hit .268 overall, .269 with runners in scoring position. My experience is that batters in general hit better with men on base, but it's not that big a difference.
Interestingly enough... if you look at the data and find a percentile value for each player - which I calculated as the point in their confidence interval in which their actual total falls - and call this PERCENTILE. And you divide RISPAB by total AB, which I call %RISPAB... you will find a significant correlation between PERCENTILE and %RISPAB (r=.145, p
Which says, in plain terms, that people who have more RISP AB's are more likely to perform above their average with RISP.
One the one hand, this could mean that these guys were deliberately put in as pinch hitters more than other people, due to their perceived tendency to be "clutch". However, the AB restrictions on this sample ensure that all players were pretty much regulars.
Perhaps this demonstrates a practice effect then? The more "crucial" AB's you get in the majors, the more "clutch" you perform.
Clutch simply does not exist.
I am not surprised to see Ventura at the top of the list. He has always been one hitter who I thought was really clutch. It seems like he has Grand Slams on tap and just orders one up whenever you need it.
your point may be correct, but your statistical method is not sound enough. A better method would be to get avg in risp and avg in non-risp and compare them. when we look at the table in this way, there are 13.6% of players whose average in risp is lower by .02 point (i.e. .260 (risp) and .280 (non-Risp), and 15.2% of players whose average in risp is higher by .02 point. I know the cutting point of .02 is somewhat arbitary, but it seems to me plausible.
Anyway, the top ten hitters are exactly identical. However, my method can show, for example, that the manager who enjoyed 8-game winning streak in April is one of top 20 clutch hitters in this list (.257 VS .294)
David,
With all the recent interest in the AL MVP race-down-to-the-wire this year, I was led to some postings about RISP-based stats. I found your posting most interesting and atypical in providing something concrete on which others could build.
Nice job. It really is interesting how similar these distributions are to each other. Your conclusions seem sound. It seems that additional conclusions are (a) contrary to popular belief, there is no such thing as a clutch hitter independent of simply being a good hitter, or (b) there may some other measure of clutch hitting which accurately reflects and validates popular notions about clutch hitting.
Just in case there is something really subtle, though, in RISP-based measures (e.g., RISP batting average minus overall batting average), it would be interesting to see how it correlates with subjective impressions of clutch hitting. I am a great believer in the ability of (knowledgable) individuals to come to somewhat accurate conclusions about complex situations. Of course, people can also be quite bad and even dangerously inaccurate. This makes comparison of subjective and "objective" assessments quite interesting and potentially illuminating.
If anyone is willing and able to do it, I would like to see some data collected on PERCEPTIONS of clutch hitters which could be compared to your data. This would require something like the following (the following is just an example for clarity):
(a) send your list of names, without the data, to a number of individuals in all baseball markets (I will leave it to the investigator to determine what is an appropriate number based on sampling theory);
(b) solicit responses about perceived clutch hitters from individuals who indicate that they were at least 18 years of age in 1974 and followed baseball somewhat closely from 1974 to 1992 (This is somewhat arbitrary. There certainly would be a problem with assessment of players whose careers did not overal well with this time period. Alternatives certainly would be okay, but should be as specific);
(c) solicit rankings from these individuals of a small number, say 5 or 10 players, who are perceived to the best and a similar number for the worst on your list;
(d) randomly select roughly equal numbers of respondents from all baseball markets (I will leave it to others to identify "baseball markets," adequate sample sizes, or alternative sampling methodologies.)
(e) one could compare the resulting data subset on perceived clutch hitters to your data on a putative RISP-based measure of clutch hitters (e.g. RISP BA - Overall BA)
(f) there are any number of statistical procedures which could be used for to assess the concordance between the data sets.
Additional statistics on data posted by David:
SUN 10/02/05 10:14:08 AM
SYSTAT VERSION 7.0.1
COPYRIGHT (C) 1997, SPSS INC.
------------------------------------------
BA RISPBA
N of cases 567 567
Minimum 0.210 0.187
Maximum 0.338 0.348
Median 0.262 0.264
Mean 0.264 0.265
95% CI Upper 0.266 0.267
95% CI Lower 0.262 0.263
Std. Error 0.001 0.001
Standard Dev 0.019 0.024
Skewness(G1) 0.253 0.027
SE Skewness 0.103 0.103
Kurtosis(G2) 0.338 0.634
SE Kurtosis 0.205 0.205
--------------------------------------------------
Kolmogorov-Smirnov One Sample Test using Normal(0.00,1.00) distribution
Variable N-of-Cases MaxDif Probability (2-tail)
BA 567.000 0.585 0.000
RISPBA 567.000 0.575 0.000
-------------------------------------------------------
Pearson correlation matrix
BA RISPBA
BA 1.000
RISPBA 0.779 1.000
Number of observations: 567
---------------------------------------------
Paired samples t test on BA vs RISPBA with 567 cases
Mean BA = 0.264
Mean RISPBA = 0.265
Mean Difference = -0.001 95.00% CI = -0.002 to 0.000
SD Difference = 0.015 t = -1.214
df = 566 Prob = 0.225
----------------------------------------------
Wilcoxon Signed Ranks Test Results
Counts of differences (row variable greater than column)
BA RISPBA
BA 0 274
RISPBA 293 0
Z = (Sum of signed ranks)/square root(sum of squared ranks)
BA RISPBA
BA 0.0
RISPBA 1.074 0.0
Two-sided probabilities using normal approximation
BA RISPBA
BA 1.000
RISPBA 0.283 1.000
--------------------------------------------
Sign test results
Counts of differences (row variable greater than column)
BA RISPBA
BA 0 274
RISPBA 293 0
--------------------------------------------