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. RuthNYY 12.5
2. GehrigNYY 11.8
3. HornsbyNYG 10.2
4. FrischSTL 9.3
5. LyonsCHW 7.9
6. ThomasCHW 7.9
7. WellsSLS 7.6
8. VanceBRO 7.5
9. FosterCAG 7.3
10. CombsNYY 7.1

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. RuthNYY 12.5
2. GehrigNYY 11.8
3. HornsbyNYG 10.2
4. FrischSTL 9.3
5. WellsSLS 7.6
6. CombsNYY 7.1
7. WanerPIT 7.1
8. HeilmannDET 7.0
9. LazzeriNYY 6.4
10. WilsonCHC 6.3

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. RuthNYY 11.3
2. GehrigNYY 11.3
3. HornsbyNYG 9.0
4. HeilmannDET 7.6
5. WellsSLS 7.0
6. WanerPIT 6.6
7. WilsonCHC 6.3
8. CombsNYY 6.3
9. SimmonsPHA 5.7
10. FrischSTL 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. FrischSTL 4.4
2. LazzeriNYY 2.0
3. JacksonNYG 2.0
4. DayHBG 1.9
5. AdamsCHC 1.9
6. BluegeWSH 1.8
7. HornsbyNYG 1.8
8. LundyAC 1.6
9. KoenigNYY 1.5
10. DressenCIN 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. Wilson2TM .429
2. ParnellBBB .419
3. HeilmannDET .398
4. CharlestonHBG .392
5. SimmonsPHA .392
6. DavisCAG .391
7. RileDS .385
8. JohnsonHBG .381
9. WanerPIT .380
10. EgglestonBBS .374

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 .500
2. Wilson2TM .498
3. RuthNYY .486
4. HeilmannDET .475
5. GehrigNYY .474
6. ParnellBBB .465
7. JohnsonHBG .459
8. WellsSLS .455
9. EgglestonBBS .451
10. HornsbyNYG .448

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. RuthNYY .772
2. GehrigNYY .765
3. Wilson2TM .705
4. WellsSLS .690
5. CharlestonHBG .678
6. StearnesDS .663
7. ParnellBBB .654
8. RileDS .648
9. SimmonsPHA .645
10. RedusSLS .621

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. RuthNYY 1.258
2. GehrigNYY 1.240
3. Wilson2TM 1.203
4. CharlestonHBG 1.178
5. WellsSLS 1.145
6. ParnellBBB 1.119
7. RileDS 1.092
8. HeilmannDET 1.091
9. StearnesDS 1.090
10. SimmonsPHA 1.081

Games Played

Games Played or Pitched

1. BrownBSN 155
HornsbyNYG 155
GehrigNYY 155
WanerPIT 155
5. SewellCLE 153
LazzeriNYY 153
ThompsonPHI 153
FrischSTL 153
9. StephensonCHC 152
CombsNYY 152
BottomleySTL 152
Farrell2TM 152

At Bats

At Bats

1. CombsNYY 648
2. AdamsCHC 647
3. WanerPIT 629
4. WanerPIT 623
5. FrischSTL 617
6. SislerSLB 614
7. RiceWSH 603
8. ThompsonPHI 597
9. ManushDET 593
10. GehrigNYY 584

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. CombsNYY 726
2. GehrigNYY 717
3. WanerPIT 709
4. AdamsCHC 705
5. FrischSTL 693
6. RuthNYY 691
7. HornsbyNYG 684
8. WanerPIT 683
9. BottomleySTL 679
10. StephensonCHC 668

Runs Scored

Runs Scored/Allowed

1. RuthNYY 158
2. GehrigNYY 149
3. CombsNYY 137
4. HornsbyNYG 133
WanerPIT 133
6. WilsonCHC 119
7. WanerPIT 114
8. FrischSTL 112
9. GehringerDET 110
10. LindstromNYG 107

Hits

Hits/Hits Allowed

1. WanerPIT 237
2. CombsNYY 231
3. WanerPIT 223
4. GehrigNYY 218
5. FrischSTL 208
6. HornsbyNYG 205
7. HeilmannDET 201
SislerSLB 201
9. StephensonCHC 199
10. TraynorPIT 196

Total Bases

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

1. GehrigNYY 447
2. RuthNYY 417
3. WanerPIT 342
4. HornsbyNYG 333
5. CombsNYY 331
6. WilsonCHC 319
7. HeilmannDET 311
8. TerryNYG 307
9. GoslinWSH 300
10. BottomleySTL 292

Doubles

Doubles Hit/Allowed

1. GehrigNYY 52
2. BurnsCLE 51
3. HeilmannDET 50
4. SewellCLE 48
5. MeuselNYY 47
6. StephensonCHC 46
7. SpeakerWSH 43
8. WanerPIT 42
9. SummaCLE 41
10. FothergillDET 38

Triples

Triples Hit/Allowed

1. CombsNYY 23
2. ManushDET 18
GehrigNYY 18
WanerPIT 18
5. BottomleySTL 15
GoslinWSH 15
7. ThompsonPHI 14
RiceWSH 14
9. KammCHW 13
TerryNYG 13

Home Runs

Home Runs Hit/Allowed

1. RuthNYY 60
2. GehrigNYY 47
3. WilsonCHC 30
WilliamsPHI 30
5. WellsSLS 29
6. HornsbyNYG 26
7. StearnesDS 20
TerryNYG 20
9. BottomleySTL 19
10. LazzeriNYY 18
RedusSLS 18
HafeySTL 18

Runs Batted In

Runs Batted In

1. GehrigNYY 173
2. RuthNYY 165
3. WanerPIT 131
4. WilsonCHC 129
5. HornsbyNYG 125
6. BottomleySTL 124
7. TerryNYG 121
8. HeilmannDET 120
GoslinWSH 120
10. FothergillDET 114

Bases on Balls

Bases on Balls/Walks

1. RuthNYY 137
2. GehrigNYY 109
3. BishopPHA 105
4. HornsbyNYG 86
5. HarperNYG 84
6. GranthamPIT 74
BottomleySTL 74
8. HeilmannDET 72
9. WilsonCHC 71
DressenCIN 71
BlueDET 71

Strikeouts

Strikeouts

1. RuthNYY 89
2. GehrigNYY 84
3. LazzeriNYY 82
4. WilsonCHC 70
5. BellSTL 63
6. SandPHI 59
7. MeuselNYY 58
8. WilliamsPHI 57
9. WardCHW 56
10. TerryNYG 53
ReevesWSH 53

Stolen Bases

Stolen Bases

1. FrischSTL 48
2. CareyBRO 32
3. HendrickBRO 29
4. SislerSLB 27
5. AdamsCHC 26
6. BellSLS 25
7. JohnsonBBS 24
RichbourgBSN 24
MeuselNYY 24
10. ParnellBBB 22
NeunDET 22
CharlestonHBG 22
JenkinsHBG 22
LazzeriNYY 22
CobbPHA 22

Singles

Singles Hit/Allowed

1. WanerPIT 198
2. WanerPIT 168
3. CombsNYY 166
4. AdamsCHC 165
5. SislerSLB 156
FrischSTL 156
7. TraynorPIT 150
8. Farrell2TM 149
9. HornsbyNYG 138
10. StephensonCHC 137

Adjusted OPS+

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

1. RuthNYY 225
2. GehrigNYY 220
3. Wilson2TM 211
4. CharlestonHBG 205
5. WellsSLS 205
6. ParnellBBB 198
7. RileDS 191
8. StearnesDS 190
9. HeilmannDET 180
10. HornsbyNYG 175

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 207
2. RuthNYY 201
3. HornsbyNYG 147
WanerPIT 147
5. HeilmannDET 144
6. CombsNYY 138
7. WilsonCHC 127
8. StephensonCHC 115
GoslinWSH 115
10. SimmonsPHA 114
FrischSTL 114

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 105
2. RuthNYY 104
3. HornsbyNYG 64
4. HeilmannDET 64
5. WellsSLS 55
6. WanerPIT 50
7. ParnellBBB 47
8. WilsonCHC 45
9. StearnesDS 44
10. Wilson2TM 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 9.7
2. RuthNYY 9.7
3. HornsbyNYG 6.2
4. HeilmannDET 6.0
5. WellsSLS 5.2
6. WanerPIT 4.9
7. ParnellBBB 4.4
8. WilsonCHC 4.4
9. StearnesDS 4.1
10. SimmonsPHA 4.0

Extra Base Hits

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

1. GehrigNYY 117
2. RuthNYY 97
3. HeilmannDET 73
4. WilsonCHC 72
5. WanerPIT 69
6. HornsbyNYG 67
7. TerryNYG 65
CombsNYY 65
BottomleySTL 65
GoslinWSH 65

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 330
2. RuthNYY 329
3. WanerPIT 300
4. HornsbyNYG 295
CombsNYY 295
6. HeilmannDET 275
7. StephensonCHC 270
8. WanerPIT 266
9. FrischSTL 258
10. BottomleySTL 253

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. Wilson2TM .896
2. RuthNYY .884
3. CharlestonHBG .880
4. ParnellBBB .877
5. GehrigNYY .875
6. WellsSLS .866
7. RileDS .852
8. HeilmannDET .833
9. StearnesDS .833
10. SimmonsPHA .826

Hit By Pitch

Times Hit by a Pitch.

1. O'RourkeSLB 12
2. FlagsteadBOS 9
MetzlerCHW 9
SewellCLE 9
WilliamsPHI 9
MillerSLB 9
Miller2TM 9
Robinson2TM 9
Ward2TM 9
10. WelshBSN 8
CrespoCSE 8
LeachPHI 8

Sacrifice Hits

Sacrifice Hits (Sacrifice Bunts)

1. TraynorPIT 35
2. HarrisWSH 30
3. WelshBSN 28
HalePHA 28
SandPHI 28
6. WalkerCIN 27
SummaCLE 27
8. GrimmCHC 26
BarrettCHW 26
HornsbyNYG 26
BottomleySTL 26
FrischSTL 26

Intentional Bases on Balls

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

1. GehrigNYY 9
SmithPIT 9
3. HartnettCHC 8
HarrisPIT 8
GoslinWSH 8
6. HarperNYG 7
HornsbyNYG 7
FribergPHI 7
9. HenlineBRO 6
FournierBSN 6
WilsonCHC 6
SewellCLE 6
DeVormerNYG 6
ThevenowSTL 6
Taylor2TM 6

Caught Stealing

Caught Stealing

1. RoushNYG 21
2. CobbPHA 19
3. SewellCLE 18
4. AdamsCHC 17
FothergillDET 17
6. ThompsonPHI 15
Myer2TM 15
8. RichbourgBSN 14
ManushDET 14
LazzeriNYY 14
MeuselNYY 14
FrischSTL 14

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. LazzeriNYY 19.8
2. WilsonCHC 18.1
3. WellsSLS 18.0
4. StearnesDS 17.1
5. FrischSTL 16.6
6. GehrigNYY 16.5
7. CharlestonHBG 16.3
8. GoslinWSH 16.1
9. ParnellBBB 15.5
10. HafeySTL 14.4

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 81.3
2. SpeakerWSH 65.4
3. CochranePHA 61.7
4. FrischSTL 61.7
5. RiceWSH 54.8
6. TraynorPIT 52.1
7. WanerPIT 44.5
8. TobinBOS 41.6
9. SislerSLB 40.9
10. CobbPHA 40.8

AB per HR

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

1. RuthNYY 9.0
2. GehrigNYY 12.4
3. WellsSLS 12.6
4. DihigoCSE 15.9
5. WilliamsPHI 16.4
6. StearnesDS 17.4
7. WilsonCHC 18.4
8. HafeySTL 19.2
9. CharlestonHBG 19.6
10. RedusSLS 20.8

Outs Made

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

1. AdamsCHC 491
2. ThompsonPHI 449
FrischSTL 449
4. PartridgeBRO 448
5. RiceWSH 446
6. ManushDET 445
7. SummaCLE 444
8. SislerSLB 440
9. BarrettCHW 435
RoushNYG 435

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 112.95
2. RuthNYY 111.44
3. HornsbyNYG 79.04
4. HeilmannDET 70.85
5. WanerPIT 67.47
6. TerryNYG 57.88
7. WilsonCHC 57.46
8. SimmonsPHA 51.22
9. CombsNYY 50.01
10. CobbPHA 46.95

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. RuthNYY 8.6
3. WilsonCHC 7.3
4. HornsbyNYG 7.0
5. WanerPIT 6.1
6. TerryNYG 5.9
7. HeilmannDET 5.8
8. StephensonCHC 4.5
9. CombsNYY 4.4
10. HarperNYG 4.2

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. RuthNYY 10.2
2. GehrigNYY 9.6
3. HornsbyNYG 6.0
4. HeilmannDET 5.9
5. WilsonCHC 5.3
6. SimmonsPHA 4.6
7. WanerPIT 4.5
8. CombsNYY 4.2
9. TerryNYG 3.8
10. CobbPHA 3.5

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. WanerPIT 18.2
2. WilsonCHC 16.0
3. GehrigNYY 13.8
4. RuthNYY 11.7
5. StephensonCHC 10.4
6. SchulteSTL 9.7
7. HornsbyNYG 9.0
8. TerryNYG 8.7
9. HarrisPIT 8.4
10. GranthamPIT 7.9

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. GehrigNYY 10.6
2. RuthNYY 10.4
3. HornsbyNYG 7.6
4. HeilmannDET 6.6
5. WanerPIT 6.3
6. TerryNYG 5.6
7. WilsonCHC 5.5
8. CombsNYY 4.8
9. SimmonsPHA 4.7
10. CobbPHA 4.3

rOBA

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

1. RuthNYY .542
2. Wilson2TM .542
3. GehrigNYY .533
4. CharlestonHBG .530
5. ParnellBBB .506
6. WellsSLS .503
7. HeilmannDET .492
8. SimmonsPHA .488
9. RileDS .483
10. StearnesDS .481

Rbat+

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

1. RuthNYY 227
2. GehrigNYY 225
3. Wilson2TM 210
4. WellsSLS 208
5. ParnellBBB 205
6. CharlestonHBG 204
7. RileDS 196
8. HeilmannDET 195
9. StearnesDS 192
10. HornsbyNYG 190