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. GehrigNYY 10.0
2. DeanSTL 9.5
3. GehringerDET 8.8
4. JonesPS 8.7
5. DavisPHI 8.6
6. FoxxPHA 8.3
7. GomezNYY 7.9
8. HarderCLE 7.7
9. VaughanPIT 7.3
10. HubbellNYG 7.2

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. GehrigNYY 10.0
2. GehringerDET 8.8
3. FoxxPHA 8.3
4. VaughanPIT 7.3
5. OttNYG 7.2
6. AverillCLE 6.8
7. CollinsSTL 6.4
8. GreenbergDET 6.3
9. TerryNYG 6.1
10. WanerPIT 6.0

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. GehrigNYY 9.8
2. GehringerDET 7.9
3. FoxxPHA 7.7
4. VaughanPIT 7.6
5. OttNYG 6.9
6. AverillCLE 6.5
7. WanerPIT 6.1
8. CollinsSTL 6.1
9. GreenbergDET 6.1
10. TroskyCLE 5.8

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. CritzNYG 2.7
2. RogellDET 2.2
3. JacksonNYG 2.1
4. CroninWSH 1.5
5. GehringerDET 1.5
6. McNairPHA 1.4
7. BartellPHI 1.4
8. WarstlerPHA 1.4
9. SeayPS 1.4
10. RyanNYG 1.3

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. BurbageND .427
2. DandridgeND .424
3. JohnsonND .411
4. SnowNEG .373
5. GehrigNYY .363
6. WanerPIT .362
7. GehringerDET .356
8. TerryNYG .354
9. WilsonPS .350
10. ManushWSH .349

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. BurbageND .500
2. GehrigNYY .465
3. JohnsonND .455
4. DandridgeND .455
5. GehringerDET .450
6. FoxxPHA .449
7. RuthNYY .448
8. VaughanPIT .431
9. WanerPIT .429
10. WilsonPS .428

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. GehrigNYY .706
2. FoxxPHA .653
3. CollinsSTL .615
4. GibsonPC .604
5. GreenbergDET .600
6. TroskyCLE .598
7. StearnesCAG .595
8. DandridgeND .592
9. OttNYG .591
10. BurbageND .590

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. GehrigNYY 1.172
2. FoxxPHA 1.102
3. BurbageND 1.090
4. DandridgeND 1.047
5. JohnsonND 1.044
6. CollinsSTL 1.008
7. OttNYG 1.006
8. GreenbergDET 1.005
9. StearnesCAG 1.000
10. GibsonPC .992

Games Played

Games Played or Pitched

1. AverillCLE 154
TroskyCLE 154
GehringerDET 154
OwenDET 154
RogellDET 154
GehrigNYY 154
BurnsSLB 154
CollinsSTL 154
RothrockSTL 154
10. GreenbergDET 153
OttNYG 153
TerryNYG 153
CramerPHA 153

At Bats

At Bats

1. CramerPHA 649
2. RothrockSTL 647
3. KoenigCIN 633
4. TroskyCLE 625
5. WerberBOS 623
6. MedwickSTL 620
7. BergerBSN 615
8. GoslinDET 614
9. BurnsSLB 612
10. WanerPIT 611

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. WerberBOS 716
2. RothrockSTL 709
3. GehringerDET 708
4. AverillCLE 705
5. CramerPHA 703
6. GehrigNYY 690
7. BurnsSLB 688
8. GoslinDET 686
BartellPHI 686
10. TroskyCLE 685

Runs Scored

Runs Scored/Allowed

1. GehringerDET 135
2. WerberBOS 129
3. AverillCLE 128
GehrigNYY 128
5. WanerPIT 122
6. FoxxPHA 120
7. OttNYG 119
8. GreenbergDET 118
9. TroskyCLE 117
10. CollinsSTL 116

Hits

Hits/Hits Allowed

1. WanerPIT 217
2. GehringerDET 214
3. TerryNYG 213
4. GehrigNYY 210
5. TroskyCLE 206
6. CramerPHA 202
7. GreenbergDET 201
8. WerberBOS 200
CollinsSTL 200
10. MedwickSTL 198

Total Bases

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

1. GehrigNYY 409
2. TroskyCLE 374
3. CollinsSTL 369
4. GreenbergDET 356
5. FoxxPHA 352
6. OttNYG 344
7. AverillCLE 340
8. BergerBSN 336
9. MedwickSTL 328
10. WanerPIT 323

Doubles

Doubles Hit/Allowed

1. GreenbergDET 63
2. GehringerDET 50
3. AverillCLE 48
4. TroskyCLE 45
5. HaleCLE 44
6. JohnsonBOS 43
7. CuylerCHC 42
AllenPHI 42
ManushWSH 42
10. WerberBOS 41
VaughanPIT 41

Triples

Triples Hit/Allowed

1. MedwickSTL 18
2. WanerPIT 16
3. ChapmanNYY 13
SuhrPIT 13
5. CollinsSTL 12
6. BottomleyCIN 11
VaughanPIT 11
MartinSTL 11
ManushWSH 11
10. JohnsonBOS 10
WerberBOS 10
BoyleBRO 10
OttNYG 10
CrosettiNYY 10
TraynorPIT 10
CliftSLB 10
WestSLB 10

Home Runs

Home Runs Hit/Allowed

1. GehrigNYY 49
2. FoxxPHA 44
3. TroskyCLE 35
OttNYG 35
CollinsSTL 35
6. BergerBSN 34
JohnsonPHA 34
8. AverillCLE 31
9. BonuraCHW 27
10. GreenbergDET 26

Runs Batted In

Runs Batted In

1. GehrigNYY 166
2. TroskyCLE 142
3. GreenbergDET 139
4. OttNYG 135
5. FoxxPHA 130
6. CollinsSTL 128
7. GehringerDET 127
8. BergerBSN 121
9. JohnsonBOS 119
10. AverillCLE 113

Bases on Balls

Bases on Balls/Walks

1. FoxxPHA 111
2. GehrigNYY 109
3. RuthNYY 104
4. MyerWSH 102
5. AverillCLE 99
GehringerDET 99
7. VaughanPIT 94
8. OttNYG 85
9. CliftSLB 84
10. BishopBOS 82

Strikeouts

Strikeouts

1. CliftSLB 100
2. Camilli2TM 94
3. GreenbergDET 93
4. MedwickSTL 83
5. FoxxPHA 75
6. HermanCHC 71
JacksonNYG 71
8. HigginsPHA 70
9. RyanNYG 68
ChapmanNYY 68

Stolen Bases

Stolen Bases

1. WerberBOS 40
2. WhiteDET 28
3. ChapmanNYY 26
4. FoxDET 25
5. MartinSTL 23
6. WalkerDET 20
7. CuylerCHC 15
8. BellPC 14
9. RogellDET 13
BartellPHI 13

Singles

Singles Hit/Allowed

1. TerryNYG 169
2. CramerPHA 158
3. WanerPIT 155
4. BartellPHI 153
5. KnickerbockerCLE 147
6. GehringerDET 146
7. ChapmanNYY 142
8. KoenigCIN 139
WanerPIT 139
10. WerberBOS 138

Adjusted OPS+

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

1. GehrigNYY 207
2. BurbageND 206
3. DandridgeND 193
4. JohnsonND 192
5. FoxxPHA 186
6. StearnesCAG 179
7. GibsonPC 176
8. OttNYG 168
9. RuthNYY 160
10. CollinsSTL 158

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. GehrigNYY 189
2. FoxxPHA 159
3. TroskyCLE 144
4. GreenbergDET 143
CollinsSTL 143
6. OttNYG 140
7. AverillCLE 139
8. GehringerDET 138
WanerPIT 138
10. VaughanPIT 123

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. GehrigNYY 93
2. FoxxPHA 71
3. OttNYG 58
4. GehringerDET 50
5. GreenbergDET 49
6. CollinsSTL 49
7. WanerPIT 48
8. AverillCLE 47
9. VaughanPIT 44
10. TroskyCLE 43

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. GehrigNYY 8.5
2. FoxxPHA 6.5
3. OttNYG 5.5
4. CollinsSTL 4.7
5. GehringerDET 4.6
6. WanerPIT 4.6
7. GreenbergDET 4.5
8. AverillCLE 4.3
9. VaughanPIT 4.2
10. TroskyCLE 4.0

Extra Base Hits

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

1. GreenbergDET 96
2. GehrigNYY 95
3. TroskyCLE 89
4. CollinsSTL 87
5. AverillCLE 85
6. FoxxPHA 78
7. BergerBSN 77
8. MedwickSTL 76
9. OttNYG 74
10. GehringerDET 68

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. GehrigNYY 321
2. GehringerDET 316
3. FoxxPHA 292
4. AverillCLE 290
5. WanerPIT 287
6. VaughanPIT 282
7. WerberBOS 278
OttNYG 278
9. TerryNYG 275
10. TroskyCLE 266
GreenbergDET 266

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. BurbageND .884
2. DandridgeND .867
3. GehrigNYY .859
4. JohnsonND .858
5. FoxxPHA .825
6. StearnesCAG .808
7. GibsonPC .785
8. OttNYG .775
9. CollinsSTL .772
10. WilsonPS .768

Hit By Pitch

Times Hit by a Pitch.

1. BartellPHI 9
2. PoolCIN 7
3. HoganBSN 6
PietCIN 6
WatkinsNYG 6
ChiozzaPHI 6
7. FreyBRO 5
UrbanskiBSN 5
PytlakCLE 5
MooreNYG 5
CrosettiNYY 5

Sacrifice Hits

Sacrifice Hits (Sacrifice Bunts)

1. HaasCHW 24
2. CritzNYG 22
3. TerryNYG 19
4. AllenPHI 16
5. WerberBOS 15
SladeCIN 15
WilliamsPC 15
WarstlerPHA 15
Lary2TM 15
10. LopezBRO 14
JacksonNYG 14

Intentional Bases on Balls

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

1. FoxxPHA 17
2. SimmonsCHW 14
3. OttNYG 13
GehrigNYY 13
5. TroskyCLE 12
6. LopezBRO 11
7. LombardiCIN 10
8. GehringerDET 9
9. HartnettCHC 8
10. BergerBSN 7
HafeyCIN 7
MooreNYG 7
PaddenPIT 7

Double Plays Grounded Into

<strong>Double Plays Grounded Into</strong><br>Only includes standard 6-4-3, 4-3, etc. double plays.<br>First tracked in 1933.<br>For gamelogs only in seasons we have play-by-play, we include triple plays as well.<br>All official seasonal totals do not include GITP's.

1. LombardiCIN 24
2. TraynorPIT 23
3. KoenigCIN 17
FrischSTL 17
5. HoganBSN 16
AllenPHI 16
DurocherSTL 16
8. LopezBRO 15
HartnettCHC 15
JacksonNYG 15
ThevenowPIT 15
WanerPIT 15
MedwickSTL 15

Caught Stealing

Caught Stealing

1. ChapmanNYY 16
2. WerberBOS 15
3. BartellPHI 14
4. KoeneckeBRO 12
HaleCLE 12
RothrockSTL 12
7. HermanCHC 11
8. FoxDET 10
9. WalkerDET 9
Fullis2TM 9

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. JohnsonPHA 17.7
2. FoxxPHA 17.6
3. WerberBOS 17.3
4. GehrigNYY 15.2
5. GreenbergDET 13.4
6. LazzeriNYY 12.3
7. HigginsPHA 11.5
8. GehringerDET 11.0
9. VaughanPIT 10.9
10. BurnsSLB 10.6

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. FrischSTL 55.0
2. WanerPIT 50.9
3. VosmikCLE 40.5
4. MooreBSN 26.4
KoenigCIN 26.4
6. JordanBSN 25.7
7. MooreNYG 25.2
8. Moore2TM 25.0
9. WanerPIT 25.0
10. ManushWSH 24.2

AB per HR

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

1. GehrigNYY 11.8
2. FoxxPHA 12.3
3. JohnsonPHA 16.1
4. GibsonPC 16.3
5. RuthNYY 16.6
6. OttNYG 16.6
7. CollinsSTL 17.1
8. TroskyCLE 17.9
9. BergerBSN 18.1
10. BonuraCHW 18.9

Outs Made

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

1. KoenigCIN 495
2. RothrockSTL 492
3. BurnsSLB 470
4. CritzNYG 469
5. CramerPHA 464
6. WerberBOS 453
7. UrbanskiBSN 451
BartellPHI 451
9. BergerBSN 449
10. McNairPHA 447
WanerPIT 447

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. GehrigNYY 98.39
2. OttNYG 78.06
3. FoxxPHA 75.44
4. GehringerDET 70.96
5. TroskyCLE 58.45
6. AverillCLE 58.21
7. CollinsSTL 57.42
8. WanerPIT 48.59
9. RuthNYY 46.26
10. TerryNYG 45.82

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>See <a href='https://www.baseball-reference.com/about/wpa.shtml'>Win Expectancy explainer</a> for details.

1. GehrigNYY 8.9
2. FoxxPHA 8.2
3. GehringerDET 6.7
4. CollinsSTL 5.3
5. OttNYG 5.2
6. TerryNYG 5.1
7. GreenbergDET 5.1
8. AverillCLE 4.9
9. TroskyCLE 4.3
10. LeslieBRO 3.9

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. GehrigNYY 8.5
2. FoxxPHA 6.1
3. OttNYG 5.9
4. CollinsSTL 5.3
5. GehringerDET 5.3
6. AverillCLE 4.7
7. TroskyCLE 4.6
8. GreenbergDET 4.4
9. WanerPIT 4.3
10. RuthNYY 4.0

Championship WPA (cWPA)

<strong>Championship Win Probability Added for Offensive Player</strong><br>Given average teams, this is the change in probability of winning the World Series, displayed in percentage points.<br>See <a href='https://www.baseball-reference.com/about/wpa.shtml'>Win Expectancy explainer</a> for details.

1. GehrigNYY 23.5
2. OttNYG 16.9
3. GehringerDET 16.8
4. TerryNYG 15.2
5. GreenbergDET 12.5
6. CochraneDET 12.3
7. OwenDET 11.2
8. CollinsSTL 10.6
9. GoslinDET 8.8
10. RuthNYY 8.7

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. GehrigNYY 9.2
2. OttNYG 7.5
3. FoxxPHA 7.1
4. GehringerDET 6.5
5. TroskyCLE 5.4
6. AverillCLE 5.4
7. CollinsSTL 5.3
8. WanerPIT 4.6
9. TerryNYG 4.4
10. RuthNYY 4.4

rOBA

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

1. GehrigNYY .509
2. BurbageND .503
3. DandridgeND .484
4. JohnsonND .483
5. FoxxPHA .480
6. StearnesCAG .457
7. GibsonPC .448
8. RuthNYY .443
9. GehringerDET .442
10. GreenbergDET .441

Rbat+

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

1. GehrigNYY 212
2. BurbageND 207
3. DandridgeND 192
4. JohnsonND 192
5. FoxxPHA 189
6. OttNYG 177
7. StearnesCAG 175
8. GibsonPC 171
9. RuthNYY 169
10. CollinsSTL 168