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

Negro American 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. McDanielKCM 3.3
2. BremerCBE 2.9
3. RobinsonKCM 2.3
4. WilliamsKCM 2.1
5. JessupCAG 1.8
6. SteeleBBB 1.5
7. LaMarqueKCM 1.5
8. PenningtonCAG 1.5
9. SmithKCM 1.2
10. SmithCAG 1.2

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. RobinsonKCM 2.3
2. WilliamsKCM 2.1
3. SteeleBBB 1.5
4. PenningtonCAG 1.5
5. JethroeCBE 1.2
6. CañizaresCBE 1.2
7. WilsonBBB 1.1
8. RobinsonMRS 1.1
SouellKCM 1.1
10. DavisBBB 1.0

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. RobinsonKCM 2.2
2. WilliamsKCM 1.6
3. SteeleBBB 1.5
4. PenningtonCAG 1.4
5. SouellKCM 1.1
6. RobinsonMRS 1.0
7. JethroeCBE 1.0
8. SmithCAG 1.0
9. DavisBBB 1.0
10. CañizaresCBE 0.9

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. WilliamsKCM 0.6
2. CañizaresCBE 0.4
3. WilsonBBB 0.4
4. DouglasCAG 0.3
5. ArmourCBE 0.3
DrakeCC 0.3
RobinsonKCM 0.3
8. RadcliffCC 0.2
JethroeCBE 0.2
10. Renfroe2TM 0.2

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. SteeleBBB .385
2. RobinsonKCM .376
3. DavisBBB .361
4. CañizaresCBE .352
5. RobinsonMRS .344
6. WilsonBBB .342
7. SmithCAG .338
8. MoodyKCM .330
9. PenningtonCAG .328
10. SouellKCM .314

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. RobinsonKCM .447
2. SteeleBBB .439
3. PenningtonCAG .430
4. DavisBBB .415
5. RobinsonMRS .404
6. CañizaresCBE .400
7. WilsonBBB .390
8. WilliamsKCM .378
9. SmithCAG .375
10. ThomasKCM .359

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. SteeleBBB .644
2. RobinsonKCM .586
3. RobinsonMRS .544
4. DavisBBB .495
5. PenningtonCAG .477
6. CañizaresCBE .466
7. SmithCAG .464
8. SouellKCM .424
9. MoodyKCM .410
10. WilliamsKCM .400

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. SteeleBBB 1.083
2. RobinsonKCM 1.033
3. RobinsonMRS .948
4. DavisBBB .910
5. PenningtonCAG .907
6. CañizaresCBE .866
7. SmithCAG .839
8. WilsonBBB .785
9. SouellKCM .782
10. WilliamsKCM .778

Games Played

Games Played or Pitched

1. ScottKCM 52
2. ThomasKCM 51
WilliamsKCM 51
4. MoodyKCM 48
SouellKCM 48
6. Renfroe2TM 43
7. CrutchfieldCAG 38
SmithCAG 38
9. RobinsonKCM 37
10. PenningtonCAG 35
WyattCAG 35

At Bats

At Bats

1. ScottKCM 206
2. WilliamsKCM 200
3. SouellKCM 191
4. ThomasKCM 190
5. MoodyKCM 188
6. SmithCAG 151
7. Renfroe2TM 147
8. CrutchfieldCAG 146
9. WyattCAG 133
RobinsonKCM 133

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. WilliamsKCM 230
2. ScottKCM 220
3. ThomasKCM 210
4. SouellKCM 208
5. MoodyKCM 200
6. Renfroe2TM 165
7. SmithCAG 161
8. CrutchfieldCAG 160
9. PenningtonCAG 151
RobinsonKCM 151

Runs Scored

Runs Scored/Allowed

1. WilliamsKCM 51
2. SouellKCM 39
3. ScottKCM 31
4. BissantCAG 30
MoodyKCM 30
ThomasKCM 30
7. RobinsonKCM 28
8. WyattCAG 25
9. SmithCAG 24
10. DouglasCAG 23
PenningtonCAG 23

Hits

Hits/Hits Allowed

1. MoodyKCM 62
2. SouellKCM 60
WilliamsKCM 60
4. ThomasKCM 58
5. SmithCAG 51
ScottKCM 51
7. RobinsonKCM 50
8. PenningtonCAG 42
9. SteeleBBB 40
DouglasCAG 40

Total Bases

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

1. SouellKCM 81
2. WilliamsKCM 80
3. RobinsonKCM 78
4. MoodyKCM 77
5. ThomasKCM 74
6. ScottKCM 72
7. SmithCAG 70
8. SteeleBBB 67
9. PenningtonCAG 61
10. WyattCAG 51

Doubles

Doubles Hit/Allowed

1. RobinsonKCM 14
2. WilliamsKCM 10
MoodyKCM 10
4. SouellKCM 8
5. CañizaresCBE 7
BissantCAG 7
7. ScottKCM 6
CrutchfieldCAG 6
WilsonBBB 6
RobinsonMRS 6
PenningtonCAG 6
JonesMRS 6

Triples

Triples Hit/Allowed

1. SteeleBBB 8
2. ScottKCM 6
3. JethroeCBE 5
SouellKCM 5
5. HydeMRS 4
KingCAG 4
SmithCAG 4
ThomasKCM 4
9. VázquezCC 3
WyattCAG 3

Home Runs

Home Runs Hit/Allowed

1. RobinsonKCM 4
RobinsonMRS 4
3. PenningtonCAG 3
JonesMRS 3
5. WilliamsKCM 2
WyattCAG 2
SmithCAG 2
SteeleBBB 2
DavisBBB 2
10. DouglasCAG 1
NelsonCAG 1
CañizaresCBE 1
JethroeCBE 1
TrouppeCBE 1
DrakeCC 1
NavarroCC 1
RadcliffCC 1
VázquezCC 1
MoodyKCM 1
ScottKCM 1
SouellKCM 1
ThomasKCM 1
FordMRS 1
BassettBBB 1
Felder2TM 1

Runs Batted In

Runs Batted In

1. ScottKCM 34
SouellKCM 34
3. SmithCAG 33
4. RobinsonKCM 31
5. MoodyKCM 27
6. PenningtonCAG 26
7. ThomasKCM 23
8. WyattCAG 22
9. RobinsonMRS 21
10. JethroeCBE 20

Bases on Balls

Bases on Balls/Walks

1. PenningtonCAG 23
WilliamsKCM 23
3. RobinsonKCM 17
4. BissantCAG 14
5. CrutchfieldCAG 13
NelsonCAG 13
ScottKCM 13
ThomasKCM 13
9. WyattCAG 11
Renfroe2TM 11

Stolen Bases

Stolen Bases

1. WilliamsKCM 12
2. PenningtonCAG 7
3. RobinsonKCM 6
ScottKCM 6
WoodsCBE 6
6. SouellKCM 5
ThomasKCM 5
DouglasCAG 5
JethroeCBE 5
CañizaresCBE 5

Singles

Singles Hit/Allowed

1. MoodyKCM 50
2. ThomasKCM 48
3. SouellKCM 46
WilliamsKCM 46
5. SmithCAG 40
6. ScottKCM 38
7. DouglasCAG 36
8. WilsonBBB 33
9. WyattCAG 32
10. PenningtonCAG 31
RobinsonKCM 31
Renfroe2TM 31

Adjusted OPS+

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

1. SteeleBBB 214
2. RobinsonKCM 201
3. RobinsonMRS 176
4. DavisBBB 165
5. PenningtonCAG 165
6. CañizaresCBE 153
7. SmithCAG 144
8. WilsonBBB 130
9. SouellKCM 128
10. WilliamsKCM 128

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. RobinsonKCM 35
2. WilliamsKCM 30
3. SteeleBBB 29
4. MoodyKCM 28
SouellKCM 28
6. PenningtonCAG 26
SmithCAG 26
ThomasKCM 26
9. ScottKCM 21
10. DavisBBB 20

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. RobinsonKCM 18
2. SteeleBBB 14
3. PenningtonCAG 12
4. RobinsonMRS 9
5. WilliamsKCM 8
6. JethroeCBE 8
7. DavisBBB 8
8. SmithCAG 8
9. SouellKCM 6
10. CañizaresCBE 6

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. RobinsonKCM 1.8
2. SteeleBBB 1.4
3. PenningtonCAG 1.2
4. RobinsonMRS 0.9
5. WilliamsKCM 0.8
6. JethroeCBE 0.8
DavisBBB 0.8
8. SmithCAG 0.8
9. SouellKCM 0.7
10. CañizaresCBE 0.6

Extra Base Hits

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

1. RobinsonKCM 19
2. SteeleBBB 15
3. WilliamsKCM 14
SouellKCM 14
5. ScottKCM 13
6. MoodyKCM 12
7. SmithCAG 11
JethroeCBE 11
PenningtonCAG 11
10. RobinsonMRS 10
ThomasKCM 10

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. WilliamsKCM 85
2. ThomasKCM 74
3. SouellKCM 73
4. MoodyKCM 70
5. RobinsonKCM 67
6. PenningtonCAG 65
7. ScottKCM 64
8. SmithCAG 60
9. SteeleBBB 50
DouglasCAG 50

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. SteeleBBB .864
2. RobinsonKCM .858
3. RobinsonMRS .791
4. DavisBBB .782
5. PenningtonCAG .772
6. CañizaresCBE .741
7. SmithCAG .716
8. WilsonBBB .655
9. MoodyKCM .644
10. SouellKCM .629

Hit By Pitch

Times Hit by a Pitch.

1. ThomasKCM 3
SouellKCM 3
WoodsCBE 3
4. SteeleBBB 2
RobinsonMRS 2
JethroeCBE 2
BankheadMRS 2
WilliamsKCM 2
9. WilsonBBB 1
BarnhillCAG 1
CrutchfieldCAG 1
NelsonCAG 1
RadcliffCC 1
HaynesKCM 1
MatchettKCM 1
JohnsonMRS 1
WellsMRS 1
LockettBBB 1
Renfroe2TM 1

Sacrifice Hits

Sacrifice Hits (Sacrifice Bunts)

1. Renfroe2TM 6
2. WilliamsKCM 5
3. Ray3TM 4
MoodyKCM 4
ThomasKCM 4
SouellKCM 4
SteeleBBB 4
WoodsCBE 4
LongleyMRS 4
10. WyattCAG 3
JonesMRS 3
MathisMRS 3
BellBBB 3
MerchantCC 3
LockettBBB 3

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. RobinsonKCM 4.8
2. PenningtonCAG 4.2
3. WilliamsKCM 3.4
4. SteeleBBB 2.0
DavisBBB 2.0
6. ScottKCM 1.7
7. DouglasCAG 1.7
CañizaresCBE 1.7
JethroeCBE 1.7
ThomasKCM 1.7
SouellKCM 1.7

AB per HR

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

1. RobinsonMRS 22.5
2. RobinsonKCM 33.3
3. PenningtonCAG 42.7
4. DavisBBB 48.5
5. SteeleBBB 52.0
6. WyattCAG 66.5
7. SmithCAG 75.5
8. CañizaresCBE 88.0
9. WilliamsKCM 100.0
10. NelsonCAG 103.0

Outs Made

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

1. ScottKCM 156
2. WilliamsKCM 145
3. ThomasKCM 136
4. SouellKCM 135
5. MoodyKCM 130
6. Renfroe2TM 117
7. CrutchfieldCAG 112
8. SmithCAG 101
9. WyattCAG 98
10. DouglasCAG 92

rOBA

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

1. SteeleBBB .489
2. RobinsonKCM .477
3. RobinsonMRS .437
4. PenningtonCAG .431
5. DavisBBB .423
6. CañizaresCBE .413
7. SmithCAG .390
8. WilliamsKCM .378
9. WilsonBBB .374
10. SouellKCM .366

Rbat+

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

1. SteeleBBB 204
2. RobinsonKCM 193
3. RobinsonMRS 171
4. PenningtonCAG 165
5. DavisBBB 164
6. CañizaresCBE 153
7. SmithCAG 144
8. WilsonBBB 135
9. WilliamsKCM 133
10. SouellKCM 130

More 1945 Negro American League Pages