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Second-Half-Stars

Discussing MLB's second half of 2024 top players.

Data Source

All statistical data was sourced from FanGraphs utilizing their custom reports.

Data Cleaning

Click Here to view the Data Cleaning Process

Decision Process

I split the 2024 MLB Season into two halfs:

  • June 27th and before
  • June 28th through Sep 15th

I utilized the variables below. I percentile ranked the batters, and pitchers separately using their respective variables. Then I looked at the average differences (2nd half - 1st half) of these percentiles, and ranked them in descending order (because a percentile closer to 1 is better than closer to 0)

Variables

Batters

Variable Description
Def Defensive value (Fangraphs)
Off Offensive value (Fangraphs)
wRC+ Weighted Runs Created Plus
BB%+ Walk percentage plus
OBP+ On-base percentage plus
SLG+ Slugging percentage plus
ISO+ Isolated power plus
WPA Win Probability Added
Clutch Clutch performance
WAR Wins Above Replacement (Fangraphs)
K%+ Strikeout percentage plus

Pitchers

Variable Description
K/BB+ Strikeout-to-walk ratio plus
WPA Win Probability Added
WAR Wins Above Replacement
Clutch Clutch performance
ERA- Earned Run Average minus
FIP- Fielding Independent Pitching minus
AVG+ Batting average plus
WHIP+ Walks plus Hits per Inning Pitched plus
HR/9+ Home runs allowed per nine innings plus

Results

Pitchers Results

Name Average Percentile Difference Average Percentile (1st Half) Average Percentile (2nd Half)
Bryce Miller +52 Percentiles 36th Percentile 88th Percentile
Hunter Brown +50 Percentiles 24th Percentile 74th Percentile
JP Sears +47 Percentiles 17th Percentile 64th Percentile
Framber Valdez +46 Percentiles 41st Percentile 87th Percentile
Pablo López +41 Percentiles 32nd Percentile 73rd Percentile
Zach Eflin +35 Percentiles 39th Percentile 75th Percentile
Bailey Ober +35 Percentiles 38th Percentile 73rd Percentile
Michael King +34 Percentiles 44th Percentile 78th Percentile
Jose Quintana +29 Percentiles 20th Percentile 50th Percentile
Austin Gomber +21 Percentiles 26th Percentile 47th Percentile

Batters Results

Name Average Percentile Difference Average Percentile (1st Half) Average Percentile (2nd Half)
Eugenio Suárez +54 Percentiles 21st Percentile 75th Percentile
Corbin Carroll +43 Percentiles 38th Percentile 81st Percentile
Jorge Soler +39 Percentiles 25th Percentile 64th Percentile
Manny Machado +39 Percentiles 33rd Percentile 72nd Percentile
Colt Keith +32 Percentiles 22nd Percentile 54th Percentile
Brenton Doyle +30 Percentiles 36th Percentile 66th Percentile
Oneil Cruz +30 Percentiles 35th Percentile 65th Percentile
Luis García Jr. +30 Percentiles 40th Percentile 70th Percentile
Yainer Diaz +30 Percentiles 35th Percentile 64th Percentile
Gleyber Torres +28 Percentiles 26th Percentile 54th Percentile

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Discussing MLB's second half of 2024 top players

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