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 5.0
2. CorneliusCAG 4.3
3. BrownKCM 2.7
4. HowardBCA 2.1
5. JohnsonCAG 2.0
6. MiltonKCM 1.9
7. Evans3TM 1.9
8. ReevesBCA 1.7
9. DixonBCA 1.7
10. Strong3TM 1.6

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. BrownKCM 2.7
2. MiltonKCM 1.9
3. ReevesBCA 1.7
4. Strong2TM 1.6
5. RobinsonMRS 1.5
6. Bibbs2TM 1.5
7. Whatley2TM 1.4
8. MooreBCA 1.2
9. SmithKCM 1.1
10. ElseKCM 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. BrownKCM 2.3
2. MiltonKCM 1.9
3. ReevesBCA 1.6
4. Strong2TM 1.4
5. RobinsonMRS 1.3
6. SmithKCM 1.1
7. MooreBCA 1.1
8. Whatley2TM 1.0
9. Stearnes2TM 0.9
10. DavenportMRS 0.9
TrouppeAB3 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. Bibbs2TM 0.7
2. HydeMRS 0.6
3. ButtsBCA 0.6
4. PelhamBCA 0.5
ElseKCM 0.5
Duncan2TM 0.5
7. RadcliffCAG 0.4
8. RobinsonMRS 0.4
9. AllenKCM 0.4
10. LockettBBB 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. Whatley2TM .396
2. ReevesBCA .386
3. RogersMRS .353
4. BrownKCM .352
5. MooreBCA .346
6. MiltonKCM .342
7. DavenportMRS .325
8. RobinsonMRS .314
9. RedusCAG .306
10. McCallBBB .304

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. Whatley2TM .439
2. ReevesBCA .434
3. MooreBCA .414
4. RobinsonMRS .403
5. MiltonKCM .395
6. DavenportMRS .392
7. BrownKCM .387
8. GreeneBCA .383
9. RedusCAG .374
10. RogersMRS .371

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. BrownKCM .606
2. ReevesBCA .583
3. RogersMRS .520
4. MiltonKCM .508
5. Whatley2TM .491
6. MayweatherKCM .471
7. Stearnes2TM .456
8. RobinsonMRS .446
9. MooreBCA .438
10. McCallBBB .435

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. ReevesBCA 1.017
2. BrownKCM .993
3. Whatley2TM .929
4. MiltonKCM .903
5. RogersMRS .891
6. MooreBCA .852
7. RobinsonMRS .849
8. MayweatherKCM .816
9. DavenportMRS .811
10. Stearnes2TM .807

Games Played

Games Played or Pitched

1. BrownKCM 50
2. Bibbs2TM 49
3. MiltonKCM 48
O'NeilKCM 48
5. PelhamBCA 43
6. JohnsonKCM 42
7. DavisBCA 41
ReevesBCA 41
9. MooreBCA 40
AllenKCM 40

At Bats

At Bats

1. BrownKCM 193
MiltonKCM 193
3. Bibbs2TM 187
4. O'NeilKCM 163
5. PelhamBCA 159
6. DavisBCA 155
7. RadcliffCAG 152
8. AllenKCM 151
9. RedusCAG 147
10. Stearnes2TM 136

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. MiltonKCM 213
2. Bibbs2TM 208
3. BrownKCM 204
4. O'NeilKCM 185
5. PelhamBCA 169
6. DavisBCA 167
7. RedusCAG 166
AllenKCM 166
9. RadcliffCAG 162
10. Stearnes2TM 153

Runs Scored

Runs Scored/Allowed

1. MiltonKCM 53
2. BrownKCM 39
3. O'NeilKCM 31
4. Bibbs2TM 30
5. ReevesBCA 28
AllenKCM 28
7. Stearnes2TM 27
8. CooperBCA 26
DavisBCA 26
Kemp2TM 26

Hits

Hits/Hits Allowed

1. BrownKCM 68
2. MiltonKCM 66
3. Bibbs2TM 55
4. ReevesBCA 51
5. DavisBCA 46
6. MooreBCA 45
RedusCAG 45
8. O'NeilKCM 42
Whatley2TM 42
10. AllenKCM 41

Total Bases

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

1. BrownKCM 117
2. MiltonKCM 98
3. ReevesBCA 77
4. DavisBCA 67
5. O'NeilKCM 66
6. RedusCAG 63
Bibbs2TM 63
8. Stearnes2TM 62
9. RadcliffCAG 59
10. MooreBCA 57

Doubles

Doubles Hit/Allowed

1. BrownKCM 17
2. DavisBCA 11
MiltonKCM 11
4. O'NeilKCM 9
5. AllenKCM 8
MayweatherKCM 8
7. DavenportMRS 7
RadcliffCAG 7
ByasCAG 7
Stearnes2TM 7
PelhamBCA 7
RobinsonMRS 7

Triples

Triples Hit/Allowed

1. MiltonKCM 6
2. RadcliffCAG 5
CoxKCM 5
DavisBCA 5
5. GreeneBCA 4
BrownKCM 4
JohnsonKCM 4
ReevesBCA 4
PelhamBCA 4
MayweatherKCM 4
HydeMRS 4
Stearnes2TM 4
Strong2TM 4

Home Runs

Home Runs Hit/Allowed

1. BrownKCM 8
2. ReevesBCA 5
3. Strong2TM 4
4. Stearnes2TM 3
SmithKCM 3
O'NeilKCM 3
MiltonKCM 3
RedusCAG 3
9. TrouppeAB3 2
Duncan2TM 2
RogersMRS 2
JeffersonMRS 2
YoungCAG 2
MooreBCA 2
SparksCAG 2

Runs Batted In

Runs Batted In

1. BrownKCM 51
2. ReevesBCA 35
3. Stearnes2TM 30
4. MiltonKCM 28
5. DavisBCA 26
MooreBCA 26
7. PelhamBCA 25
8. O'NeilKCM 24
Bibbs2TM 24
10. Strong2TM 23

Bases on Balls

Bases on Balls/Walks

1. O'NeilKCM 19
2. MiltonKCM 17
3. CooperBCA 16
Bibbs2TM 16
Duncan2TM 16
6. MooreBCA 15
RedusCAG 15
CoxKCM 15
RobinsonMRS 15
10. Stearnes2TM 14

Stolen Bases

Stolen Bases

1. MiltonKCM 26
2. BrownKCM 20
3. Bibbs2TM 11
O'NeilKCM 11
5. HydeMRS 9
6. Stearnes2TM 8
7. ReevesBCA 7
Strong2TM 7
Kemp2TM 7
DavenportMRS 7

Singles

Singles Hit/Allowed

1. Bibbs2TM 48
2. MiltonKCM 46
3. ReevesBCA 39
BrownKCM 39
5. MooreBCA 38
6. TaylorMRS 36
7. RedusCAG 35
8. Whatley2TM 34
9. HydeMRS 32
10. AllenKCM 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. ReevesBCA 190
2. BrownKCM 182
3. Whatley2TM 166
4. MiltonKCM 157
5. RogersMRS 153
6. MooreBCA 144
7. RobinsonMRS 143
8. MayweatherKCM 132
9. DavenportMRS 132
10. Stearnes2TM 130

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 45
2. MiltonKCM 39
3. ReevesBCA 33
4. Strong2TM 25
5. MooreBCA 24
6. DavisBCA 23
RedusCAG 23
Whatley2TM 23
9. O'NeilKCM 22
Bibbs2TM 22
Stearnes2TM 22

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. BrownKCM 19
2. ReevesBCA 15
3. MiltonKCM 14
4. Strong2TM 13
5. Whatley2TM 9
6. TrouppeAB3 9
7. MooreBCA 8
8. RobinsonMRS 8
9. RogersMRS 6
10. SmithKCM 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. BrownKCM 1.9
2. ReevesBCA 1.5
3. MiltonKCM 1.4
4. Strong2TM 1.3
5. Whatley2TM 0.9
6. TrouppeAB3 0.9
7. MooreBCA 0.8
8. RobinsonMRS 0.8
9. RogersMRS 0.6
10. SmithKCM 0.6

Extra Base Hits

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

1. BrownKCM 29
2. MiltonKCM 20
3. DavisBCA 16
4. O'NeilKCM 15
5. Stearnes2TM 14
6. RadcliffCAG 13
MayweatherKCM 13
Strong2TM 13
9. PelhamBCA 12
ReevesBCA 12

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. MiltonKCM 83
2. BrownKCM 79
3. Bibbs2TM 73
4. ReevesBCA 62
5. RedusCAG 61
O'NeilKCM 61
7. MooreBCA 60
8. DavisBCA 57
9. RobinsonMRS 56
10. AllenKCM 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. ReevesBCA .847
2. BrownKCM .815
3. Whatley2TM .810
4. MiltonKCM .760
5. RogersMRS .753
6. MooreBCA .710
7. RobinsonMRS .698
8. DavenportMRS .668
9. MayweatherKCM .654
10. Stearnes2TM .641

Hit By Pitch

Times Hit by a Pitch.

1. TrouppeAB3 3
BrownMRS 3
Duncan2TM 3
RobinsonMRS 3
5. YoungCAG 2
CoxKCM 2
ElseKCM 2
JohnsonBBB 2
Bibbs2TM 2
GreeneBCA 2
Bankhead2TM 2

Sacrifice Hits

Sacrifice Hits (Sacrifice Bunts)

1. MooreBCA 7
2. MaxwellMRS 5
Duncan2TM 5
DunlapCAG 5
BarnesBBB 5
JohnsonKCM 5
7. CoxKCM 4
JacksonBCA 4
TaylorMRS 4
10. ArmourAB3 3
Davis2TM 3
FrazierJRC 3
RedusCAG 3
HorneCAG 3
Bibbs2TM 3
Sims2TM 3
Howard2TM 3
O'NeilKCM 3
Kemp2TM 3
CooperBCA 3
MiltonKCM 3
Simms2TM 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 11.4
2. ReevesBCA 5.8
3. MiltonKCM 5.4
4. Strong2TM 5.1
5. O'NeilKCM 4.7
6. Stearnes2TM 4.4
7. RedusCAG 4.0
8. Duncan2TM 2.4
9. RogersMRS 2.0
10. Kemp2TM 1.8

AB per HR

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

1. BrownKCM 24.1
2. ReevesBCA 26.4
3. Stearnes2TM 45.3
4. RedusCAG 49.0
5. RogersMRS 51.0
YoungCAG 51.0
7. O'NeilKCM 54.3
8. Duncan2TM 57.0
9. MiltonKCM 64.3
10. MooreBCA 65.0

Outs Made

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

1. Bibbs2TM 135
2. MiltonKCM 130
3. BrownKCM 125
4. O'NeilKCM 124
5. PelhamBCA 123
6. RadcliffCAG 113
7. AllenKCM 112
8. DavisBCA 110
9. JohnsonKCM 108
10. RedusCAG 105

rOBA

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

1. ReevesBCA .464
2. BrownKCM .454
3. Whatley2TM .432
4. MiltonKCM .425
5. RogersMRS .402
6. RobinsonMRS .400
7. MooreBCA .400
8. DavenportMRS .387
9. GreeneBCA .378
10. RedusCAG .376

Rbat+

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

1. ReevesBCA 182
2. BrownKCM 172
3. Whatley2TM 165
4. MiltonKCM 155
5. RogersMRS 150
6. MooreBCA 149
7. RobinsonMRS 145
8. DavenportMRS 136
9. GreeneBCA 134
10. RedusCAG 133

More 1938 Negro American League Pages