Monday, June 8, 2026

With Murakami on the injured list, its a good time to look at how no other team has been hurt by losing HR leaders as much as the White Sox

Murakami was tied for the AL HR lead when he got hurt. Bill Melton led the AL in HRs in 1971 for the White Sox yet played only 57 games the next year because he got hurt. Then Dick Allen led the AL in HRs in 1972. He got hurt and only played 72 games the next year.

The table below shows what % of a team's games HR leaders played the year after they led. I sorted them from lowest to highest. The table shows the lowest 20 (I only looked at the years 1946-2025). All data generated by bases.chat, an AI baseball program created by Ted Ingram. I did not, of course, check last year's leaders since this year is not over yet. Cal Raleigh could make the list.

Notice that both Bill Melton and Dick Allen are in the lowest 8 (I will make some comments about the guys ahead of them after the table). They are the only teammates in consecutive years (or any years close to each other) in the lowest 20. No other team has been snake bitten like they were.

The White Sox lost a close divisional race to the A's in 1972. They were in first place as late as Aug. 28 and even with 17 games left they were only 2 games out. Melton played his last game on June 23 and his performance was plagued all year by an ailing back (he only managed 7 HRs). He played only 37% of the White Sox games that year.

In 1973, Allen go hurt on June 28. The White Sox were only 1 game out. He played 3 games later in the season but only had a total of 5 PAs. He had also been the AL MVP in 1972 while having a 199 OPS+. He had a 176 OPS+ in 1973. That was higher than the league leader Reggie Jackson who had 161. Allen did not have enough PAs to qualify. He played only 44% of the White Sox games that year. CFer Ken Henderson also got hurt in May (he was hitting .311 at the time) and ended up playing only 73 games.

Player

Lead Yr

% of Games

Fernando Tatis

2021

0.00%

Marcell Ozuna

2020

29.81%

Bill Melton

1971

37.01%

Ryan Braun

2012

37.65%

Chris Carter

2016

38.27%

Jose Canseco

1988

40.12%

Luke Voit

2020

41.98%

Dick Allen

1972

44.44%

Giancarlo Stanton

2014

45.68%

Joe DiMaggio

1948

49.03%

Ken Griffey

1994

49.66%

Dave Kingman

1979

50.00%

Matt Williams

1994

52.78%

Mark McGwire

1999

54.94%

Jose Bautista

2011

56.79%

Ted Williams

1949

57.79%

Harmon Killebrew

1967

61.73%

Dave Kingman

1982

61.73%

Howard Johnson

1991

61.73%

Tony Armas

1984

63.19%

Tatis was hurt in 2022. But he got supsended on Aug. 12 for 80 games for PED use. Even without the suspension, his % would be very low.

Ozuna and Voit were leaders in the Covid year and their leadership is not on a par with other hitters. The season was only 60 games.

Ryan Braun got suspended for PED use on July 22, 2013.

Carter became a free agent and signed with the Yankees, leaving the Brewers. He had a poor season and that was his last year in MLB 

Saturday, April 11, 2026

Players who hit 3 HRs in a game including a walk off HR

Here are the guys who hit 3 HRs in a game including a walk off HR that I found in the Stathead data base

Max Muncy LAD (he did this last nite)
Jack Suwinski
Brendan Rodgers
Eddie Rosario
Manny Machado
Albert Pujols
Todd Hollandsworth
Jack Clark
Otto Vélez
Cecil Cooper
Willie McCovey
Don Demeter
Héctor López
George Kelly
Khris Davis (walk off was a grand slam)
Joey Votto 
(walk off was a grand slam)
Walt Moryn
 (walk off against Sany Koufax)
 
 
This link has the search results: 

I searched all 3 HR games where the team won and it was a walk off. There were 30 cases and I went thru them to find all the cases where the 3 HR guy hit a walk off HR. Those are the ones I listed above.  I did not list Butch Henline from 1922. He hit a game tying HR in the 9th (his third of the game) and the next guy hit a walk off HR. 

Baseball Reference and Retrosheet don't have play-by-play for all games. But there probably are not too many more of these games. There were no 3 HR games between 1900-1919. I also looked at all 3 HR games from 1920-40 where the said player's team won the game and checked the box score to see if the winning run was scored in the bottom of the 9th inning or bottom of an extra inning. I found no such cases.

So we have 17 cases of this happening. It is rarer than a 4 HR game which has happened 21 times. 

Monday, April 6, 2026

The correlation of runs per game and strikeouts per game

Last week the announcers during a Phillies game mentioned that a couple teams that had poor records had also struck out alot. One of them said "there's got to be a correlation."

The correlation between runs per game and strikeouts per game was -0.14 for all 150 team/seasons from 2021-25. So it was negative but not very strong.

Then I ran a regression with runs per game as the dependent variable and OBP, SLG, and strikeouts per game as the independent variables. Here was the equation

R/G = .22*SO + 10.57*SLG + 15.41*OBP - 4.86 

R-squared = .901 (90% of the variation across teams in runs scored per game is explained by the model)
Standard error = .147 (about 24 runs per season)
 
T-values & p-values
 
SO = 1.18 & 0.24
SLG =  12.24 & < 0.0000001
OBP = 8.29 & < 0.0000001
 
Strikeouts are not significant. SLG & OBP are significant. There is an extremely low chance that we could have gotten the coefficient values in the equation if the true value is zero. But the result for SO would be likely.
 
Strikeouts are also positive. Runs increase with strikeouts, but not much. 1 more strikeout per game increases runs by 0.22 per game. 
 
Here is the regression equation without strikeouts. The coefficient values are about the same, so adding in strikeouts does not change things much. 

R/G = 10.80*SLG + 14.67*OBP - 4.53 

R-squared = .900  
Standard error = .147   

Saturday, April 4, 2026

The number of shortstops and 2B men hitting 30+ HRs in a season has increased greatly from the 20th century to the 21st

The table below shows all the shortstops who hit 30+ HRs thru 1999. All data from Baseball Reference and Stathead. Click here to see the search results for this table. There are 16 cases. But 7 came during 1995-99. So the SS power surge started a bit early (This is for guys who played 50%+ of their games at the position).

Player

HR

Season

Vern Stephens

39

1949

Vern Stephens

30

1950

Ernie Banks

44

1955

Ernie Banks

43

1957

Ernie Banks

47

1958

Ernie Banks

45

1959

Ernie Banks

41

1960

Rico Petrocelli

40

1969

Cal Ripken Jr.

34

1991

Álex Rodríguez

36

1996

Barry Larkin

33

1996

Nomar Garciaparra

30

1997

Álex Rodríguez

42

1998

Nomar Garciaparra

35

1998

Álex Rodríguez

42

1999

Tony Batista

31

1999

Now for 2000-25. Click here to see the search results for this table. There are 41 cases. That is about 2.5 times as many in the 20th century. Now there were not many HRs before 1920, but the 25 year period is far ahead of the 80 year period.

Player

HR

Season


Player

HR

Season

Álex Rodríguez

41

2000


Gleyber Torres

38

2019

Miguel Tejada

30

2000


Trevor Story

35

2019

Álex Rodríguez

52

2001


Xander Bogaerts

33

2019

Rich Aurilia

37

2001


Marcus Semien

33

2019

Miguel Tejada

31

2001


Francisco Lindor

32

2019

Álex Rodríguez

57

2002


Paul DeJong

30

2019

Miguel Tejada

34

2002


Fernando Tatis Jr.

42

2021

Álex Rodríguez

47

2003


Javier Báez

31

2021

Miguel Tejada

34

2004


Corey Seager

33

2022

José Valentín

30

2004


Willy Adames

31

2022

Bill Hall

35

2006


Corey Seager

33

2023

Jimmy Rollins

30

2007


Francisco Lindor

31

2023

Hanley Ramírez

33

2008


Bobby Witt Jr.

30

2023

Troy Tulowitzki

32

2009


Gunnar Henderson

37

2024

J.J. Hardy

30

2011


Francisco Lindor

33

2024

Troy Tulowitzki

30

2011


Willy Adames

32

2024

Brad Miller

30

2016


Bobby Witt Jr.

32

2024

Francisco Lindor

33

2017


Corey Seager

30

2024

Francisco Lindor

38

2018


Francisco Lindor

31

2025

Manny Machado

37

2018


Willy Adames

30

2025

Trevor Story

37

2018





The table below shows all the 2Bmen who hit 30+ HRs thru 1999.  Click here to see the search results for this table. There are 11 cases.

Player

HR

Season

Rogers Hornsby

42

1922

Rogers Hornsby

39

1925

Rogers Hornsby

39

1929

Joe Gordon

30

1940

Joe Gordon

32

1948

Davey Johnson

43

1973

Bobby Grich

30

1979

Ryne Sandberg

30

1989

Ryne Sandberg

40

1990

Jeff Kent

31

1998

Jay Bell

38

1999

Now for 2000-25. Click here to see the search results for this table. There are 40 cases. Almost 4 times as many.

Player

HR

Season


Player

HR

Season

Marcus Semien

45

2021


Jorge Polanco

33

2021

Brian Dozier

42

2016


Dan Uggla

33

2010

Robinson Canó

39

2016


Chase Utley

33

2008

Brandon Lowe

39

2021


Ian Kinsler

32

2011

Alfonso Soriano

39

2002


Ketel Marte

32

2019

Alfonso Soriano

38

2003


Jonathan Schoop

32

2017

Bret Boone

37

2001


Dan Uggla

32

2008

Jeff Kent

37

2002


Chase Utley

32

2006

Aaron Hill

36

2009


Jose Altuve

31

2021

Ketel Marte

36

2024


Jose Altuve

31

2019

Alfonso Soriano

36

2005


Jazz Chisholm Jr.

31

2025

Dan Uggla

36

2011


Ian Kinsler

31

2009

Bret Boone

35

2003


Brandon Lowe

31

2025

Max Muncy

35

2019


Dan Uggla

31

2007

Javier Báez

34

2018


Dan Uggla

31

2009

Brian Dozier

34

2017


Chase Utley

31

2009

Ozzie Albies

33

2023


Ozzie Albies

30

2021

Robinson Canó

33

2012


Rougned Odor

30

2019

Jeff Kent

33

2000


Rougned Odor

30

2017

Rougned Odor

33

2016


Brandon Phillips

30

2007

 
For all batters, regardless of position, here are the totals for each time period:
 
Thru 1999)  806
2000-2025)  757  
 
There is no total increase. So something much different has happened for these 2 positions than the general trend. 
 
If we take out the SS/2Bmen it would be
 
Thru 1999)  779
2000-2025)  676  
 
That ratio is about .87, far lower than the 2.5 for SS or the 4 for 2Bmen.