Rankings of Negro League players should consider that Negro League data is not complete. Research is still ongoing and we’ll continue to publish updates as more information becomes available. Negro Leagues Data: Frequently Asked Questions

Major League Batting Leaders

Wins Above Replacement--all

<strong>Wins Above Replacement</strong><br>A single number that presents the number of wins the player added<br>to the team above what a replacement player (think AAA or AAAA) would add.<br>Scale for a single-season: 8+ MVP Quality, 5+ All-Star Quality, 2+ Starter,<br>0-2 Reserve, < 0 Replacement Level <br>Developed by Sean Smith of BaseballProjection.com

1. HornsbySTL 10.1
2. RoganKCM 9.0
3. DonohueCIN 7.0
4. HeilmannDET 6.9
5. CuylerPIT 6.8
6. LuqueCIN 6.8
7. JohnsonWSH 6.7
8. SimmonsPHA 6.5
9. StearnesDS 6.5
10. SpeakerCLE 6.5

WAR Position Players

<strong>Wins Above Replacement for position players</strong><br>A single number that presents the number of wins the player added<br>to the team above what a replacement player (think AAA or AAAA) would add.<br>Scale: 8+ MVP Quality, 5+ All-Star Quality, 2+ Starter,<br>0-2 Reserve, < 0 Replacement Level <br> Developed by Sean Smith of BaseballProjection.com

1. HornsbySTL 10.1
2. HeilmannDET 6.9
3. CuylerPIT 6.8
4. SimmonsPHA 6.5
5. StearnesDS 6.5
6. SpeakerCLE 6.5
7. GoslinWSH 6.4
8. CharlestonHBG 6.2
9. CobbDET 5.6
10. BottomleySTL 5.5
FournierBRO 5.5

Offensive WAR

<strong>Offensive Wins Above Replacement (everything but Fielding)</strong><br>The same statistic as Wins Above Replacement for Position<br>Players (WAR), but with the fielding value excluded.<br>oWAR + dWAR does not equal WAR.<br>Adding would count positions twice.<br>Contains the factor for batting stats, baserunning, a positional adjustment, and the replacement player adjustment.<br> Factors developed by Sean Smith of BaseballProjection.com

1. HornsbySTL 10.2
2. HeilmannDET 7.1
3. CuylerPIT 6.5
4. SpeakerCLE 6.3
5. FournierBRO 6.2
6. SimmonsPHA 6.1
7. CobbDET 5.8
8. BottomleySTL 5.6
9. CollinsCHW 5.5
10. CharlestonHBG 5.5

Defensive WAR

<strong>Defensive Wins Above Replacement for position players</strong><br>A defensive measure of wins above replacement, but given<br>only the defensive stats of the player and his position adjustment. For this calculation, we use a<br>replacement level on defense is the league average.<br>Based on Baseball Info Solutions defensive runs saved from 2003 on<br>and total zone rating developed by Sean Smith of BaseballProjection.com previously

1. CritzCIN 2.5
2. AdamsCHC 2.3
WrightPIT 2.3
4. RigginsDS 1.7
5. MooreKCM 1.7
6. CaveneyCIN 1.7
7. SchalkCHW 1.6
8. BancroftBSN 1.6
9. PinelliCIN 1.6
10. SewellCLE 1.4

Batting Average

<strong>Hits/At Bats</strong><br>For recent years, leaders need 3.1 PA<br>per team game played<br>Bold indicates either highest BA using current stats<br>or awarded title at end of year.

1. CharlestonHBG .419
2. HornsbySTL .403
3. WesleyDS .402
4. BeckwithBBS .396
5. HeilmannDET .393
6. SpeakerCLE .389
7. SimmonsPHA .387
8. CannadyHBG .384
9. RedusSLS .381
10. CobbDET .378

On-Base%

<strong>(H + BB + HBP)/(At Bats + BB + HBP + SF)</strong><br>For recent years, leaders need 3.1 PA<br>per team game played

1. CharlestonHBG .522
2. HornsbySTL .489
3. SpeakerCLE .479
4. BeckwithBBS .470
5. CobbDET .468
6. RedusSLS .467
7. BoboSLS .464
8. CollinsCHW .461
9. WesleyDS .458
10. HeilmannDET .457

Slugging %

Total Bases/At Bats or
(1B + 2*2B + 3*3B + 4*HR)/AB

For recent years, leaders need 3.1 PA
per team game played

1. CharlestonHBG .773
2. HornsbySTL .756
3. BeckwithBBS .724
4. WesleyDS .712
5. StearnesDS .669
6. RedusSLS .646
7. CarrHIL .621
8. BoboSLS .617
9. WilliamsSLB .613
10. CannadyHBG .605

On-Base Plus Slugging

<strong>On-Base + Slugging Percentages </strong><br>For recent years, leaders need 3.1 PA<br>per team game played

1. CharlestonHBG 1.295
2. HornsbySTL 1.245
3. BeckwithBBS 1.194
4. WesleyDS 1.170
5. RedusSLS 1.113
6. StearnesDS 1.112
7. BoboSLS 1.081
8. CobbDET 1.066
9. SpeakerCLE 1.057
10. CarrHIL 1.050

Games Played

Games Played or Pitched

1. MeuselNYY 156
2. SewellCLE 155
3. FalkCHW 154
McManusSLB 154
RobertsonSLB 154
6. BrownBRO 153
MostilCHW 153
SheelyCHW 153
SimmonsPHA 153
CuylerPIT 153
WrightPIT 153
BellSTL 153
BottomleySTL 153

At Bats

At Bats

1. SimmonsPHA 654
2. SislerSLB 649
RiceWSH 649
4. AdamsCHC 627
5. MeuselNYY 624
6. BottomleySTL 619
7. BrownBRO 618
8. CuylerPIT 617
9. WheatBRO 616
10. StockBRO 615

Plate Appearances

<strong>Plate Appearances</strong><br>When available, we use actual plate appearances from play-by-play game accounts<br>Otherwise estimated using AB + BB + HBP + SF + SH,<br>which excludes catcher interferences.<br>When <span class=tooltip>this color</span> click for a summary of each PA.

1. MostilCHW 716
2. RiceWSH 710
3. CuylerPIT 701
4. SheelyCHW 700
5. SewellCLE 699
6. MeuselNYY 697
SimmonsPHA 697
8. SislerSLB 689
9. AdamsCHC 687
10. BottomleySTL 682

Runs Scored

Runs Scored/Allowed

1. CuylerPIT 144
2. MostilCHW 135
3. HornsbySTL 133
4. WheatBRO 125
5. SimmonsPHA 122
6. CombsNYY 117
7. GoslinWSH 116
8. TraynorPIT 114
9. BladesSTL 112
10. RiceWSH 111

Hits

Hits/Hits Allowed

1. SimmonsPHA 253
2. BottomleySTL 227
RiceWSH 227
4. HeilmannDET 225
5. SislerSLB 224
6. WheatBRO 221
7. CuylerPIT 220
8. SewellCLE 204
9. CombsNYY 203
HornsbySTL 203

Total Bases

<strong>Total Bases</strong><br>Singles + 2 x Doubles + 3 x Triples + 4 x Home Runs.

1. SimmonsPHA 392
2. HornsbySTL 381
3. CuylerPIT 369
4. BottomleySTL 358
5. MeuselNYY 338
6. WheatBRO 333
7. GoslinWSH 329
8. HeilmannDET 326
9. SislerSLB 311
10. FournierBRO 310

Doubles

Doubles Hit/Allowed

1. McManusSLB 44
BottomleySTL 44
3. SheelyCHW 43
SimmonsPHA 43
CuylerPIT 43
6. WheatBRO 42
7. BurrusBSN 41
BurnsCLE 41
HornsbySTL 41
10. HeilmannDET 40
O'RourkeDET 40

Triples

Triples Hit/Allowed

1. CuylerPIT 26
2. GoslinWSH 20
3. FournierBRO 16
MostilCHW 16
RoushCIN 16
WalkerCIN 16
7. SislerSLB 15
8. WheatBRO 14
StearnesDS 14
TraynorPIT 14

Home Runs

Home Runs Hit/Allowed

1. HornsbySTL 39
2. MeuselNYY 33
3. RuthNYY 25
WilliamsSLB 25
5. HartnettCHC 24
SimmonsPHA 24
7. FournierBRO 22
8. MeuselNYG 21
BottomleySTL 21
10. CharlestonHBG 20
KellyNYG 20
GehrigNYY 20

Runs Batted In

Runs Batted In

1. HornsbySTL 143
2. HeilmannDET 134
MeuselNYY 134
4. FournierBRO 130
5. SimmonsPHA 129
6. BottomleySTL 128
7. WrightPIT 121
8. BarnhartPIT 114
9. GoslinWSH 113
10. SheelyCHW 111
MeuselNYG 111

Bases on Balls

Bases on Balls/Walks

1. KammCHW 90
MostilCHW 90
3. CollinsCHW 87
BishopPHA 87
5. FournierBRO 86
6. BlueDET 83
HornsbySTL 83
8. RobertsonSLB 81
9. BasslerDET 74
10. MoorePIT 73
McManusSLB 73

Strikeouts

Strikeouts

1. HartnettCHC 77
2. McManusSLB 69
3. RuthNYY 68
4. SandPHI 65
5. TavenerDET 60
6. DavisCHW 58
7. Friberg2TM 57
8. CuylerPIT 56
BluegeWSH 56
10. MeuselNYY 55

Stolen Bases

Stolen Bases

1. CareyPIT 46
2. MostilCHW 43
3. BellSLS 42
4. CuylerPIT 41
5. GoslinWSH 27
6. AdamsCHC 26
RigginsDS 26
RiceWSH 26
9. MalarcherCAG 24
10. CarrHIL 23

Singles

Singles Hit/Allowed

1. RiceWSH 182
2. SislerSLB 176
3. SimmonsPHA 174
4. StockBRO 164
5. HeilmannDET 161
6. SewellCLE 159
7. LamarPHA 152
8. WheatBRO 151
CombsNYY 151
10. BurrusBSN 150
BottomleySTL 150

Adjusted OPS+

<strong>OPS+</strong><br>100*[OBP/lg OBP + SLG/lg SLG - 1]<br>Adjusted to the player&#x2019;s ballpark(s)

1. CharlestonHBG 231
2. HornsbySTL 210
3. WesleyDS 207
4. BeckwithBBS 205
5. RedusSLS 194
6. StearnesDS 192
7. BoboSLS 186
8. CobbDET 171
9. CarrHIL 169
10. CannadyHBG 167

Runs Created

<strong>Runs Created</strong><br>A set of formulas developed by Bill James and others<br>that estimates a player&#x2019;s total contributions<br>to a team&#x2019;s runs total.<br>This is computed with the "technical" formula when possible.<br>If SB or CS data is missing, the "basic" formula is used.<br>If HBP, IBB, SH, SF, or GIDP data is missing, the "stolen base" version of the formula is used. <br>Team Runs Created is the sum of player Runs Created.

1. HornsbySTL 185
2. SimmonsPHA 157
3. CuylerPIT 154
4. HeilmannDET 147
5. BottomleySTL 146
6. FournierBRO 134
WheatBRO 134
8. GoslinWSH 129
9. SpeakerCLE 118
10. CareyPIT 115

Adj. Batting Runs

<strong>Adjusted Batting Runs</strong><br>A set of formulas developed by Gary Gillette, Pete Palmer and others<br>that estimates a player&#x2019;s total contributions<br>to a team&#x2019;s runs total via linear weights.<br>0.0 is an avg performance, <0 is worse than avg and >0 is better than avg

1. HornsbySTL 88
2. HeilmannDET 55
3. CharlestonHBG 54
4. FournierBRO 53
5. StearnesDS 48
6. SpeakerCLE 48
7. CuylerPIT 48
8. CobbDET 48
9. SimmonsPHA 45
10. BottomleySTL 44

Adj. Batting Wins

<strong>Adjusted Batting Wins</strong><br>A set of formulas developed by Gary Gillette, Pete Palmer and others<br>that estimates a player&#x2019;s total contributions<br>to a team&#x2019;s wins with his bat.<br>0.0 is an avg performance, <0 is worse than avg and >0 is better than avg

1. HornsbySTL 7.9
2. HeilmannDET 5.1
3. CharlestonHBG 4.9
4. FournierBRO 4.9
5. StearnesDS 4.5
6. CuylerPIT 4.4
7. SpeakerCLE 4.4
8. CobbDET 4.4
9. SimmonsPHA 4.2
10. BottomleySTL 4.1

Extra Base Hits

<strong>Extra Base Hits</strong><br>Doubles + Triples + Home Runs

1. HornsbySTL 90
2. CuylerPIT 87
3. MeuselNYY 79
SimmonsPHA 79
5. BottomleySTL 77
6. GoslinWSH 72
7. WheatBRO 70
8. McManusSLB 65
9. HeilmannDET 64
MeuselNYG 64

Times On Base

<strong>Times on Base</strong><br>Hits + Bases on Balls + Hit By Pitch<br>Does not include Reached on Error or Catcher Interference.

1. HeilmannDET 293
2. CuylerPIT 291
3. SimmonsPHA 289
4. HornsbySTL 288
5. FournierBRO 285
6. MostilCHW 283
7. BottomleySTL 276
8. SewellCLE 272
CombsNYY 272
10. RiceWSH 268

Offensive Win %

<strong>Offensive Winning Percentage</strong><br>The percentage of games a team with nine of this player<br>batting would win. Assumes average pitching and defense.<br>This uses the Pythagorean win pct formula with the player's RC/G for runs scored and the league's R/9 as runs allowed.

1. CharlestonHBG .910
2. WesleyDS .884
3. HornsbySTL .883
4. BeckwithBBS .876
5. RedusSLS .856
6. StearnesDS .853
7. BoboSLS .842
8. SpeakerCLE .810
9. CobbDET .805
10. CannadyHBG .805

Hit By Pitch

Times Hit by a Pitch.

1. CuylerPIT 13
2. MostilCHW 12
3. O'RourkeDET 11
4. TodtBOS 10
5. RedusSLS 9
HarrisWSH 9
McNeelyWSH 9
8. FournierBRO 8
WelshBSN 8
TorrienteCAG 8
JohnsonHIL 8
DykesPHA 8
MillerPHA 8
HenlinePHI 8

Sacrifice Hits

Sacrifice Hits (Sacrifice Bunts)

1. HarrisWSH 41
2. DavisCHW 40
3. KammCHW 37
4. PinelliCIN 34
BlueDET 34
6. O'RourkeDET 29
7. SheelyCHW 26
8. TavenerDET 25
9. BrownBRO 24
GallowayPHA 24
BluegeWSH 24

Intentional Bases on Balls

<strong>Intentional Bases on Balls</strong><br>First tracked in 1955.

1. TaylorBRO 9
SnyderNYG 9
3. BasslerDET 8
SmithPIT 8
HornsbySTL 8
6. HargraveCIN 6
HartleyNYG 6
SimmonsPHA 6
GoochPIT 6
RobertsonSLB 6
BottomleySTL 6

Caught Stealing

Caught Stealing

1. MostilCHW 20
RoushCIN 20
3. PinelliCIN 19
4. JamiesonCLE 18
5. McNeelyWSH 16
6. BluegeWSH 15
7. DavisCHW 14
MeuselNYY 14
SimmonsPHA 14
10. KammCHW 13
CritzCIN 13
WingoDET 13
SouthworthNYG 13
CombsNYY 13
CuylerPIT 13

Power-Speed #

<strong>Power/Speed Number</strong><br>2 x (Home Runs x Stolen Bases)/(Stolen Bases + Home Runs)<br>The harmonic mean of HR and SB.<br>To do well you need a lot of both.<br>Developed by Bill James.

1. CuylerPIT 25.0
2. GoslinWSH 21.6
3. CharlestonHBG 18.9
4. MeuselNYY 18.7
5. BellSLS 16.2
6. CreacySLS 15.8
7. BoboSLS 14.9
8. FrischNYG 14.4
9. WilliamsSLB 14.3
10. CarrHIL 13.9

AB per SO

<strong>At Bats Per Strikeout</strong><br>For career marks this only includes AB&#x2019;s for seasons where SO&#x2019;s were tracked.

1. SewellCLE 152.0
2. RiceWSH 64.9
3. BasslerDET 57.3
4. CollinsCHW 53.1
5. High2TM 47.7
6. SouthworthNYG 43.0
7. AdamsCHC 41.8
8. RoushCIN 38.6
9. FrischNYG 35.9
10. SpeakerCLE 35.8

AB per HR

<strong>At Bats Per Home Run</strong>

1. BeckwithBBS 12.8
2. HornsbySTL 12.9
3. CharlestonHBG 13.0
4. WesleyDS 13.5
5. WilliamsSLB 16.4
6. HartnettCHC 16.6
7. MeuselNYY 18.9
8. StearnesDS 19.3
9. RedusSLS 20.0
10. OmsCSE 20.4

Outs Made

<strong>Outs Made</strong><br>(At Bats - Hits) + Double Plays Grounded Into <br>+ Sac. Flies + Sac. Hits + Caught Stealing.

1. DavisCHW 481
2. MeuselNYY 474
3. AdamsCHC 468
4. BrownBRO 457
5. MostilCHW 453
6. RiceWSH 452
7. SislerSLB 449
8. FalkCHW 448
9. WrightPIT 447
10. HarrisWSH 446

Base-Out Runs Added (RE24)

<strong>Base-Out Runs Added</strong><br>Given the bases occupied/out situation, how many runs did the batter<br> or baserunner add in the resulting play.<br>Compared to average, so 0 is average, and above 0 is better than average

1. HornsbySTL 89.94
2. FournierBRO 77.48
3. SpeakerCLE 65.31
4. CobbDET 60.96
5. SimmonsPHA 59.37
6. CuylerPIT 58.73
7. GoslinWSH 52.27
8. WheatBRO 45.19
9. CollinsCHW 42.70
10. MeuselNYY 38.16

Win Probability Added (WPA)

<strong>Win Probability Added for Offensive Player</strong><br>Given average teams, this is the change in probability<br>caused by this batter during the game.<br>A change of +/- 1 would indicate one win added or lost.

1. FournierBRO 6.9
2. HornsbySTL 6.3
3. CobbDET 6.0
4. SimmonsPHA 5.7
5. SpeakerCLE 5.1
6. CuylerPIT 5.0
7. GoslinWSH 4.9
8. MeuselNYY 4.8
9. MeuselNYG 4.6
10. BottomleySTL 4.5

Situ. Wins Added (WPA/LI)

<strong>Situational Wins (WPA/LI)</strong><br>It is the sum of WPA divided by the leverage index for each play.<br>WPA depends greatly on the context of the at bats.<br>This stat does not.

1. HornsbySTL 6.9
2. FournierBRO 5.8
3. SpeakerCLE 5.7
4. CobbDET 5.0
5. SimmonsPHA 4.7
6. GoslinWSH 4.7
7. CuylerPIT 4.5
8. BladesSTL 3.5
9. WheatBRO 3.1
10. BottomleySTL 3.0

Championship WPA (cWPA)

<strong>Championship Win Probability Added for Offensive Player</strong><br>Given average teams, this is the change in probability, displayed in percentage points.<br>A change of +/- 100% would indicate one world series win added or lost.

1. SimmonsPHA 15.0
2. GoslinWSH 12.1
3. CuylerPIT 11.6
4. MeuselNYG 10.2
5. FournierBRO 7.2
6. KellyNYG 7.1
7. WrightPIT 6.6
8. CochranePHA 5.6
9. TerryNYG 5.3
10. JudgeWSH 4.9

Base-Out Wins Added (REW)

<strong>Base-Out Wins Added (REW)</strong><br>This is the number of wins above average the player was worth by their performance measured by the 24 <br>base-out situations across every play in the game.

1. HornsbySTL 8.1
2. FournierBRO 7.2
3. SpeakerCLE 5.9
4. CobbDET 5.6
5. SimmonsPHA 5.3
6. CuylerPIT 5.2
7. GoslinWSH 4.8
8. WheatBRO 4.2
9. CollinsCHW 4.0
10. MeuselNYY 3.6

rOBA

rOBA
A measure of a player's offensive contributions, weighted in proportion to each event's actual run value

1. CharlestonHBG .564
2. HornsbySTL .534
3. BeckwithBBS .517
4. WesleyDS .510
5. SpeakerCLE .489
6. RedusSLS .488
7. StearnesDS .483
8. CobbDET .483
9. BoboSLS .479
10. HeilmannDET .470

Rbat+

Rbat+
Batting runs as computed for WAR, but indexed to the environment the player played in, where 100 is league average.

1. CharlestonHBG 227
2. HornsbySTL 224
3. WesleyDS 204
4. BeckwithBBS 203
5. RedusSLS 193
6. StearnesDS 189
7. BoboSLS 186
8. CobbDET 183
9. SpeakerCLE 182
10. HeilmannDET 176