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. WalkerKCM 2.6
2. WilliamsKCM 2.3
3. BremerMRS 1.8
4. MayweatherSNS 1.6
5. RobinsonMRS 1.6
6. HutchinsonMRS 1.5
7. WrightTC 1.4
8. SmithKCM 1.3
9. BankheadBBB 1.3
10. ArmourSNS 1.3

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. WilliamsKCM 2.3
2. MayweatherSNS 1.6
3. RobinsonMRS 1.6
4. ArmourSNS 1.3
5. GreeneKCM 1.2
StearnesKCM 1.2
7. SampsonBBB 1.1
8. BankheadMRS 1.0
SouellKCM 1.0
10. GreenSNS 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. WilliamsKCM 1.8
2. MayweatherSNS 1.5
3. StearnesKCM 1.2
4. RobinsonMRS 1.1
5. GreeneKCM 1.0
6. SouellKCM 1.0
7. ArmourSNS 0.9
8. SampsonBBB 0.9
9. ClevelandCBR 0.9
10. GreenSNS 0.8

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. WilliamsKCM 0.7
2. RobinsonMRS 0.4
3. BankheadMRS 0.4
4. ArmourSNS 0.3
5. DouglasKCM 0.3
6. TurnerTC 0.3
MickeyBBB 0.3
8. CarterMRS 0.3
9. MathisMRS 0.3
10. SampsonBBB 0.3

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. MayweatherSNS .368
2. WilliamsKCM .368
3. Bibbs2TM .341
4. SampsonBBB .337
5. ClevelandCBR .333
6. ArmourSNS .327
7. SouellKCM .311
8. RobinsonMRS .309
9. FordSNS .295
10. NixonBBB .281

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. MayweatherSNS .513
2. ClevelandCBR .424
3. WilliamsKCM .423
4. RayCBR .402
5. RobinsonMRS .402
6. Bibbs2TM .400
GreenSNS .400
8. SouellKCM .396
9. SampsonBBB .378
10. ArmourSNS .373

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. GreeneKCM .495
2. MayweatherSNS .494
3. RobinsonMRS .485
4. WilliamsKCM .478
5. StearnesKCM .474
6. NixonBBB .461
7. Bibbs2TM .439
8. ArmourSNS .436
9. SampsonBBB .433
10. ClevelandCBR .382

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. MayweatherSNS 1.008
2. WilliamsKCM .901
3. RobinsonMRS .886
4. GreeneKCM .862
5. StearnesKCM .840
6. Bibbs2TM .839
7. NixonBBB .833
8. SampsonBBB .811
9. ArmourSNS .809
10. ClevelandCBR .806

Games Played

Games Played or Pitched

1. BrownMRS 49
2. TaylorMRS 48
3. BankheadMRS 47
4. BrownMRS 44
LongleyMRS 44
6. CarterMRS 43
MathisMRS 43
8. O'NeilKCM 40
WilliamsKCM 40
10. StearnesKCM 38

At Bats

At Bats

1. BankheadMRS 166
2. BrownMRS 157
3. TaylorMRS 155
4. CarterMRS 153
5. O'NeilKCM 145
6. LongleyMRS 138
7. WilliamsKCM 136
BrownMRS 136
9. StearnesKCM 133
10. MiltonKCM 126

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. BankheadMRS 191
2. TaylorMRS 183
3. BrownMRS 175
4. CarterMRS 171
5. LongleyMRS 162
6. BrownMRS 159
7. O'NeilKCM 154
StearnesKCM 154
WilliamsKCM 154
10. MiltonKCM 144

Runs Scored

Runs Scored/Allowed

1. BankheadMRS 40
2. GreenSNS 27
3. GreeneKCM 26
4. ClevelandCBR 24
O'NeilKCM 24
StearnesKCM 24
WilliamsKCM 24
8. MiltonKCM 23
TaylorMRS 23
10. ArmourSNS 21
LylesSNS 21
MayweatherSNS 21

Hits

Hits/Hits Allowed

1. WilliamsKCM 50
2. BrownMRS 41
CarterMRS 41
4. O'NeilKCM 40
BankheadMRS 40
6. TaylorMRS 39
7. SouellKCM 38
8. StearnesKCM 36
BrownMRS 36
ArmourSNS 36

Total Bases

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

1. WilliamsKCM 65
2. StearnesKCM 63
3. O'NeilKCM 55
4. CarterMRS 53
5. BankheadMRS 52
BrownMRS 52
7. TaylorMRS 51
8. ArmourSNS 48
9. RobinsonMRS 47
10. SampsonBBB 45
GreeneKCM 45
SouellKCM 45

Doubles

Doubles Hit/Allowed

1. BrownMRS 11
2. LongleyMRS 8
ArmourSNS 8
4. GreeneKCM 7
5. BrownMRS 6
WilliamsKCM 6
StearnesKCM 6
NixonBBB 6
MayweatherSNS 6
O'NeilKCM 6

Triples

Triples Hit/Allowed

1. CarterMRS 4
GreeneKCM 4
3. WilliamsKCM 3
Woods2TM 3
Bibbs2TM 3
RiddleSNS 3
StearnesKCM 3
O'NeilKCM 3
BondCAG 3
SampsonBBB 3

Home Runs

Home Runs Hit/Allowed

1. StearnesKCM 5
2. ReevesCAG 4
RobinsonMRS 4
4. AndrewsBBB 3
5. NixonBBB 2
GreeneKCM 2
7. WilliamsKCM 1
BurtonBBB 1
O'NeilKCM 1
MiltonKCM 1
DecuirKCM 1
BradleyKCM 1
LamarCBR 1
ColesCBR 1
YoungCAG 1
SparksCAG 1
SimmsCAG 1
SneadBBB 1
McBrideBBB 1
BankheadMRS 1
Owens2TM 1
SpencerTC 1
RhoneTC 1
HendersonTC 1
ClarksonTC 1
RiddleSNS 1
MayweatherSNS 1
GreenSNS 1
TaylorMRS 1
MathisMRS 1
Woods2TM 1
DumasMRS 1

Runs Batted In

Runs Batted In

1. StearnesKCM 34
2. WilliamsKCM 28
3. O'NeilKCM 26
4. ReevesCAG 24
5. GreeneKCM 22
6. RobinsonMRS 21
7. MayweatherSNS 19
8. AndrewsBBB 18
TurnerCBR 18
ArmourSNS 18

Bases on Balls

Bases on Balls/Walks

1. GreenSNS 25
2. MayweatherSNS 24
3. BrownMRS 21
LongleyMRS 21
5. RayCBR 20
BankheadMRS 20
7. StearnesKCM 19
8. TaylorMRS 18
9. TurnerCBR 17
10. SampsonCBR 16
SouellKCM 16

Stolen Bases

Stolen Bases

1. GreenSNS 13
2. MiltonKCM 9
3. BankheadMRS 8
SouellKCM 8
O'NeilKCM 8
6. TaylorMRS 7
ClevelandCBR 7
8. HendersonTC 6
LylesSNS 6
10. Woods2TM 5
DouglasKCM 5
GreeneKCM 5
RobinsonMRS 5
ArmourSNS 5
WilliamsKCM 5

Singles

Singles Hit/Allowed

1. WilliamsKCM 40
2. CarterMRS 33
3. SouellKCM 32
BankheadMRS 32
5. TaylorMRS 31
6. O'NeilKCM 30
BrownMRS 30
BrownMRS 30
9. ClevelandCBR 29
10. SampsonBBB 28
MiltonKCM 28

Adjusted OPS+

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

1. MayweatherSNS 204
2. WilliamsKCM 172
3. RobinsonMRS 167
4. GreeneKCM 160
5. StearnesKCM 153
6. Bibbs2TM 153
7. NixonBBB 151
8. SampsonBBB 145
9. ArmourSNS 144
10. ClevelandCBR 143

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. WilliamsKCM 27
2. StearnesKCM 23
3. MayweatherSNS 22
4. RobinsonMRS 19
5. SouellKCM 18
ArmourSNS 18
7. SampsonBBB 17
GreeneKCM 17
O'NeilKCM 17
BankheadMRS 17
CarterMRS 17
TaylorMRS 17

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. MayweatherSNS 14
2. WilliamsKCM 12
3. StearnesKCM 8
4. RobinsonMRS 8
5. GreeneKCM 6
6. ClevelandCBR 6
7. NixonBBB 6
8. ArmourSNS 6
9. RiddleSNS 5
10. SouellKCM 5
ReevesCAG 5

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. MayweatherSNS 1.5
2. WilliamsKCM 1.2
3. StearnesKCM 0.9
4. RobinsonMRS 0.9
5. GreeneKCM 0.7
6. ClevelandCBR 0.7
7. NixonBBB 0.6
ArmourSNS 0.6
9. SouellKCM 0.6
RiddleSNS 0.6
ReevesCAG 0.6

Extra Base Hits

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

1. StearnesKCM 14
2. GreeneKCM 13
3. BrownMRS 11
4. O'NeilKCM 10
ArmourSNS 10
NixonBBB 10
WilliamsKCM 10
8. LongleyMRS 9
9. MayweatherSNS 8
ReevesCAG 8
TaylorMRS 8
RobinsonMRS 8
CarterMRS 8
BankheadMRS 8

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 63
BankheadMRS 63
3. BrownMRS 58
MayweatherSNS 58
5. TaylorMRS 57
6. StearnesKCM 56
7. SouellKCM 55
CarterMRS 55
LongleyMRS 55
10. GreenSNS 54

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. MayweatherSNS .862
2. WilliamsKCM .789
3. RobinsonMRS .774
4. Bibbs2TM .732
5. GreeneKCM .727
6. SampsonBBB .721
7. ArmourSNS .717
8. StearnesKCM .709
9. ClevelandCBR .693
10. NixonBBB .685

Hit By Pitch

Times Hit by a Pitch.

1. McDanielKCM 4
2. BankheadMRS 3
RayCBR 3
MiltonKCM 3
5. WilliamsCBR 2
DouglasKCM 2
FrazierCBR 2
GreenSNS 2
MayweatherSNS 2
RobinsonSNS 2
BellTC 2
WilsonBBB 2
SampsonBBB 2
WilliamsKCM 2

Sacrifice Hits

Sacrifice Hits (Sacrifice Bunts)

1. TaylorMRS 10
2. BondCAG 7
3. BrownMRS 6
4. WilliamsKCM 5
MiltonKCM 5
6. CarterMRS 4
NixonBBB 4
LylesSNS 4
SampsonCBR 4
MorneyCAG 4

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. RobinsonMRS 4.4
StearnesKCM 4.4
3. GreeneKCM 2.9
4. AndrewsBBB 2.4
5. GreenSNS 1.9
6. MiltonKCM 1.8
7. BankheadMRS 1.8
O'NeilKCM 1.8
9. TaylorMRS 1.8
10. HendersonTC 1.7

AB per HR

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

1. RobinsonMRS 24.3
2. StearnesKCM 26.6
3. AndrewsBBB 33.0
4. NixonBBB 44.5
5. GreeneKCM 45.5
6. MayweatherSNS 87.0
7. LamarCBR 90.0
8. BurtonBBB 92.0
9. GreenSNS 108.0
10. Woods2TM 111.0

Outs Made

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

1. BankheadMRS 128
2. TaylorMRS 126
3. BrownMRS 122
4. CarterMRS 116
5. LongleyMRS 107
6. O'NeilKCM 106
7. BrownMRS 101
8. MiltonKCM 98
StearnesKCM 98
10. MathisMRS 94

rOBA

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

1. MayweatherSNS .490
2. WilliamsKCM .433
3. RobinsonMRS .428
4. GreeneKCM .413
5. ClevelandCBR .408
6. Bibbs2TM .407
7. StearnesKCM .400
8. NixonBBB .400
9. ArmourSNS .393
10. SampsonBBB .390

Rbat+

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

1. MayweatherSNS 200
2. WilliamsKCM 168
3. RobinsonMRS 161
4. GreeneKCM 152
5. Bibbs2TM 150
6. ClevelandCBR 148
7. NixonBBB 147
8. StearnesKCM 147
9. SampsonBBB 141
10. ArmourSNS 140

More 1940 Negro American League Pages

1940 NAL Season

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