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. SmithKCM 4.0
2. BankheadBBB 2.8
3. StrongKCM 2.5
4. BrownKCM 2.1
5. PaigeKCM 1.9
6. McKinnisBBB 1.5
7. SmithKCM 1.3
8. BostockBBB 1.3
9. GreeneKCM 1.1
10. HydeMRS 1.0

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. StrongKCM 2.5
2. BrownKCM 2.1
3. BostockBBB 1.3
4. GreeneKCM 1.1
5. HydeMRS 1.0
6. ClevelandJRC 1.0
7. WilliamsKCM 0.8
8. LockettBBB 0.7
9. SampsonBBB 0.7
10. WilsonSNS 0.6

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. StrongKCM 2.3
2. BrownKCM 2.3
3. BostockBBB 1.2
4. GreeneKCM 0.9
5. ClevelandJRC 0.7
6. HydeMRS 0.7
7. LockettBBB 0.7
8. WilliamsKCM 0.7
9. FordSNS 0.7
10. SmithKCM 0.6

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. HorneCAG 0.3
2. BankheadMRS 0.3
WilliamsKCM 0.3
BrownMRS 0.3
5. SampsonBBB 0.3
6. ArmourSNS 0.3
DuncanKCM 0.3
8. GreeneKCM 0.2
9. WilsonSNS 0.2
10. ClevelandJRC 0.2
HydeMRS 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. BostockBBB .453
2. HydeMRS .373
3. BrownKCM .344
4. StrongKCM .336
5. LockettBBB .333
6. YoungCAG .324
7. CarterMRS .296
8. SampsonBBB .295
9. MayweatherSNS .295
10. RobinsonMRS .292

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. StrongKCM .491
2. BostockBBB .481
3. BrownKCM .409
4. HydeMRS .408
5. RobinsonMRS .403
6. LockettBBB .380
7. YoungCAG .370
8. GreeneKCM .359
9. WilsonSNS .351
10. HardyBBB .343

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. BostockBBB .587
2. BrownKCM .583
3. StrongKCM .576
4. HydeMRS .507
5. YoungCAG .471
6. GreeneKCM .448
7. LockettBBB .419
8. RobinsonMRS .415
9. MayweatherSNS .410
10. HardyBBB .403

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. BostockBBB 1.068
2. StrongKCM 1.067
3. BrownKCM .992
4. HydeMRS .916
5. YoungCAG .840
6. RobinsonMRS .818
7. GreeneKCM .807
8. LockettBBB .799
9. MayweatherSNS .748
10. HardyBBB .747

Games Played

Games Played or Pitched

1. BibbsKCM 43
BrownKCM 43
3. SimmsKCM 42
4. O'NeilKCM 41
WilliamsKCM 41
6. AllenKCM 39
7. StrongKCM 38
8. GreeneKCM 33
9. DouglasBBB 26
LockettBBB 26
SampsonBBB 26

At Bats

At Bats

1. O'NeilKCM 166
2. BibbsKCM 165
3. BrownKCM 163
4. SimmsKCM 160
5. AllenKCM 148
6. WilliamsKCM 138
7. StrongKCM 125
8. GreeneKCM 105
9. DouglasBBB 96
10. LockettBBB 93

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. BibbsKCM 183
2. SimmsKCM 182
3. BrownKCM 181
4. O'NeilKCM 180
5. AllenKCM 166
6. StrongKCM 165
7. WilliamsKCM 158
8. GreeneKCM 118
9. DouglasBBB 105
10. LockettBBB 101

Runs Scored

Runs Scored/Allowed

1. BrownKCM 38
2. StrongKCM 34
3. SimmsKCM 28
4. AllenKCM 27
5. LockettBBB 22
6. O'NeilKCM 21
WilliamsKCM 21
8. BibbsKCM 19
9. GreeneKCM 18
10. WilsonSNS 17

Hits

Hits/Hits Allowed

1. BrownKCM 56
2. StrongKCM 42
3. BibbsKCM 38
4. O'NeilKCM 37
5. AllenKCM 36
WilliamsKCM 36
7. BostockBBB 34
SimmsKCM 34
9. LockettBBB 31
10. GreeneKCM 30

Total Bases

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

1. BrownKCM 95
2. StrongKCM 72
3. GreeneKCM 47
O'NeilKCM 47
5. SimmsKCM 46
WilliamsKCM 46
7. BostockBBB 44
AllenKCM 44
9. BibbsKCM 43
10. LockettBBB 39

Doubles

Doubles Hit/Allowed

1. BrownKCM 10
2. StrongKCM 6
AllenKCM 6
4. SmithKCM 5
BibbsKCM 5
GreeneKCM 5
7. BostockBBB 4
CarterMRS 4
RobinsonMRS 4
WilliamsKCM 4
RogersMRS 4
O'NeilKCM 4

Triples

Triples Hit/Allowed

1. GreeneKCM 6
2. BrownKCM 4
3. BostockBBB 3
O'NeilKCM 3
SimmsKCM 3
ClevelandJRC 3
StrongKCM 3
WilliamsKCM 3
HydeMRS 3
FordSNS 3
SampsonBBB 3
MayweatherSNS 3
RiddleSNS 3

Home Runs

Home Runs Hit/Allowed

1. BrownKCM 7
2. StrongKCM 6
3. YoungCAG 2
BennettSNS 2
5. HardyBBB 1
LockettBBB 1
HendersonCAG 1
HudsonCAG 1
SimmsKCM 1
LongleyMRS 1
BrutonSNS 1
McAllisterSNS 1
Lyles2TM 1
Nixon2TM 1
Radcliffe2TM 1

Runs Batted In

Runs Batted In

1. BrownKCM 37
2. StrongKCM 27
GreeneKCM 27
4. WilliamsKCM 21
5. BibbsKCM 20
6. SampsonBBB 18
7. SimmsKCM 17
8. YoungCAG 16
9. BostockBBB 15
10. AllenKCM 13
MayweatherSNS 13
CarterMRS 13

Bases on Balls

Bases on Balls/Walks

1. StrongKCM 28
2. SimmsKCM 21
3. BrownKCM 17
4. AllenKCM 14
5. WilliamsKCM 13
6. GreeneKCM 12
7. RobinsonMRS 11
8. BibbsKCM 10
9. O'NeilKCM 9
FordSNS 9
LongleyMRS 9

Stolen Bases

Stolen Bases

1. BrownKCM 14
2. ArmourSNS 10
3. SimmsKCM 8
4. WilsonSNS 6
O'NeilKCM 6
6. Lyles2TM 5
CrutchfieldCAG 5
HydeMRS 5
9. WilliamsKCM 4
HendersonCAG 4
RiddleSNS 4
AllenKCM 4

Singles

Singles Hit/Allowed

1. BrownKCM 35
2. BibbsKCM 33
3. O'NeilKCM 30
4. AllenKCM 29
WilliamsKCM 29
6. BostockBBB 27
SimmsKCM 27
StrongKCM 27
9. LockettBBB 26
10. DouglasBBB 20
SampsonBBB 20
CrutchfieldCAG 20
WilsonSNS 20

Adjusted OPS+

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

1. BostockBBB 216
2. StrongKCM 216
3. BrownKCM 193
4. HydeMRS 171
5. YoungCAG 149
6. RobinsonMRS 143
7. GreeneKCM 139
8. LockettBBB 137
9. MayweatherSNS 121
10. HardyBBB 121

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. BrownKCM 39
2. StrongKCM 33
3. BostockBBB 21
4. GreeneKCM 17
5. WilliamsKCM 15
6. HydeMRS 14
SimmsKCM 14
LockettBBB 14
AllenKCM 14
10. ClevelandJRC 13

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. StrongKCM 21
2. BrownKCM 18
3. BostockBBB 10
4. ClevelandJRC 7
5. HydeMRS 5
6. GreeneKCM 5
7. FordSNS 5
8. LockettBBB 4
9. RobinsonMRS 4
10. YoungCAG 4

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. StrongKCM 2.2
2. BrownKCM 1.9
3. BostockBBB 1.1
4. ClevelandJRC 0.7
5. HydeMRS 0.6
6. GreeneKCM 0.5
7. FordSNS 0.5
8. LockettBBB 0.4
9. RobinsonMRS 0.4
10. YoungCAG 0.4

Extra Base Hits

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

1. BrownKCM 21
2. StrongKCM 15
3. GreeneKCM 11
4. AllenKCM 7
BostockBBB 7
WilliamsKCM 7
O'NeilKCM 7
SimmsKCM 7
9. HydeMRS 6
SampsonBBB 6
MayweatherSNS 6
RobinsonMRS 6

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. StrongKCM 80
2. BrownKCM 74
3. SimmsKCM 56
4. WilliamsKCM 52
5. AllenKCM 50
BibbsKCM 50
7. O'NeilKCM 46
8. GreeneKCM 42
9. BostockBBB 38
LockettBBB 38

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. BostockBBB .883
2. StrongKCM .848
3. BrownKCM .833
4. HydeMRS .795
5. YoungCAG .730
6. RobinsonMRS .697
7. GreeneKCM .671
8. LockettBBB .668
9. HardyBBB .625
10. MayweatherSNS .601

Hit By Pitch

Times Hit by a Pitch.

1. StrongKCM 10
2. WilliamsKCM 3
WilsonSNS 3
ByasMRS 3
5. LockettBBB 2
BankheadMRS 2
BibbsKCM 2
8. PaigeKCM 1
DouglasBBB 1
BrownKCM 1
WoodsJRC 1
TurnerJRC 1
SampsonJRC 1
RobinsonJRC 1
RayJRC 1
MitchellJRC 1
YoungCAG 1
HorneCAG 1
WilsonBBB 1
WalkerBBB 1
BankheadBBB 1
SneadKCM 1
Scott2TM 1
Nixon2TM 1
Lyles2TM 1
James2TM 1
Davenport2TM 1
SmithSNS 1
SimmsKCM 1
RobinsonMRS 1
BrownMRS 1
YoungKCM 1
RogersMRS 1

Sacrifice Hits

Sacrifice Hits (Sacrifice Bunts)

1. BibbsKCM 6
2. BostockBBB 5
O'NeilKCM 5
BankheadMRS 5
SampsonBBB 5
6. AllenKCM 4
WilliamsKCM 4
BankheadBBB 4
9. MayweatherSNS 3
WarrenSNS 3
BrownMRS 3
CorneliusCAG 3
GipsonBBB 3
DouglasBBB 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. BrownKCM 9.3
2. StrongKCM 3.0
3. SimmsKCM 1.8
4. Lyles2TM 1.7
5. HendersonCAG 1.6
6. LockettBBB 1.3
YoungCAG 1.3
McAllisterSNS 1.3
9. HardyBBB 1.0
HudsonCAG 1.0
LongleyMRS 1.0
Radcliffe2TM 1.0

AB per HR

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

1. StrongKCM 20.8
2. BrownKCM 23.3
3. YoungCAG 34.0
4. HardyBBB 62.0
5. Lyles2TM 69.0
6. LockettBBB 93.0
7. SimmsKCM 160.0

Outs Made

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

1. O'NeilKCM 134
2. BibbsKCM 133
3. SimmsKCM 126
4. AllenKCM 116
5. BrownKCM 107
6. WilliamsKCM 106
7. StrongKCM 85
8. GreeneKCM 76
9. DouglasBBB 74
10. SampsonBBB 67

rOBA

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

1. BostockBBB .497
2. StrongKCM .496
3. BrownKCM .468
4. HydeMRS .437
5. YoungCAG .394
6. RobinsonMRS .393
7. LockettBBB .380
8. GreeneKCM .378
9. HardyBBB .352
10. MayweatherSNS .352

Rbat+

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

1. BostockBBB 217
2. StrongKCM 210
3. BrownKCM 185
4. HydeMRS 169
5. YoungCAG 147
6. RobinsonMRS 146
7. LockettBBB 139
8. GreeneKCM 136
9. HardyBBB 122
10. MayweatherSNS 121

More 1941 Negro American League Pages