👉 TAP TO SAVE 50% WITH CODE SPRING
X
Lost password?

Don't have an account?
Gain Access Now

X

Receive free daily analysis

NFL
NBA
NHL
NASCAR
CFB
MLB
MMA
PGA
ESPORTS
BETTING

Already have an account? Log In

X

Forgot Password


POPULAR FANTASY TOOLS

#1 Expert Projections
Save 30% Now
Import Your Leagues
Props Tool
Compare Any Players
Compare Any Players
24x7 News and Alerts

Identifying Top MLB Pitching Prospects - Exploring Minor League Plate Discipline Data

fantasy baseball prospects MLB prospects rookies call-ups

Jordan Rosenblum analyzes minor league plate discipline metrics including whiff % for pitching prospects.

Last week, we published an article on minor league plate discipline metrics for MLB prospect hitters, covering contact %, swinging strike %, swing %, foul strike %, called strike %, and ball %.

This article today looks at the same set of metrics but for pitchers. The full minor league plate discipline leaderboards will continue to be updated monthly (they can be found here, at Scout the Stat Line).

Be sure to also check out more RotoBaller articles focused on advanced sabermetrics for fantasy baseball right here.

Featured Promo: Save 50% the regular price with discount code SPRING, for a limited time. Exclusive access to our Team Sync platform, DFS cheat sheets, Lineup Optimizers, betting/prop picks, and exclusive content from Nick Mariano and Eric Cross! GAIN ACCESS NOW

 

What insight can we glean from plate discipline metrics for pitchers?

While BB% and K% themselves are sticky, reliable metrics for pitchers that are indicative of talent in relatively small samples, plate discipline metrics like whiff % are even more reliable, and thus particularly useful in smaller samples.

Further, comparing a pitcher’s BB% and K% with their plate discipline metrics can isolate outliers who deserve a better BB% or K% given their plate discipline metrics. For instance, pitchers with a high whiff % tend to also have a strong K% minus BB%: across the minor leagues (minimum 500 pitches), whiff %, and K% minus BB% are strongly correlated at .71.

Finally, K% minus BB% is a key single metric of pitching talent that at least holds its own when faced up against more complicated metrics with good predictive power like SIERA or xFIP.

 

Expected K% minus expected BB%

To analyze whether a pitcher’s K% minus BB% is consistent with their “deserved,” or expected K% minus BB% given their plate discipline metrics, I produce an expected K% minus BB% metric that shows the expected value of a pitcher’s K% and BB% given their whiff % (whiffs divided by swings), called strike % (called strikes divided by total pitches), foul strike % (foul strikes divided by total pitches), and swing % (swings divided by total pitches).

Each of these four plate discipline metrics is strongly associated with a higher K% minus BB%. Together, they explain 84% of the variance (r-squared) in K% minus BB% (n = 1552 players in 2022 across the minor leagues with a minimum of 750 TBF). If a pitcher has a better K% minus BB% than expected K% minus BB%, they are benefiting from some combination of luck (in terms of sequencing, for example) and skill not captured by these four metrics (in the future, I will bring in location to differentiate between pitches in the zone and out of the zone).

 

Looking at the data on some noteworthy pitching prospects

The table below shows plate discipline metrics and expected K% and BB% for a group of pitching prospects (sorted alphabetically) that has made a lot of noise this year both in terms of performance and scouting buzz.

The Marlins’ Eury Perez has one of the top expected K% minus BB%s at Double-A, despite being one of the youngest pitchers at the level. His strong expected K% minus BB% is driven by an elite 37% whiff % (my whiff % follows Baseball Savant, including foul tips because they are similar enough to whiffs), well above the 29% minor league average. Perez also fills the strike zone: his ball % is very low at 30%, eight percentage points below the minor league average.

Toronto’s Ricky Tiedemann has been soaring through industry prospect rankings as perhaps this year’s biggest breakout pitching prospect. His plate discipline metrics very much validate the hype: he broke Class A with a 45 whiff %, and he hasn’t slowed down much at High-A with his 35 whiff %. His 34% xK% minus xBB% at Class A is among the top-five strongest in the minors this year, and his 25% xK% minus xBB% at High-A is almost as elite.

 

Conclusion

Readers are already accustomed to accounting for plate discipline metrics when analyzing major league pitchers, looking at things like whiff % to measure pitcher talent and better understand how sustainable a pitcher’s K% and BB% are.

The same data is available at the minor league level, but it has for a long time not been easily accessible: it requires some sort of statistical analysis software to access. With the new minor league plate discipline leaderboards featured in this article, readers can now dig deeper when analyzing minor league talent.



Download Our Free News & Alerts Mobile App

Like what you see? Download our updated fantasy baseball app for iPhone and Android with 24x7 player news, injury alerts, sleepers, prospects & more. All free!



More Fantasy Baseball Advice




POPULAR FANTASY TOOLS

#1 Expert Projections
Save 30% Now
Import Your Leagues
Props Tool
Compare Any Players
Compare Any Players
24x7 News and Alerts

REAL-TIME FANTASY NEWS

Thomas Bryant

to Remain Out Monday
Juan Soto

is on Track to Return Next Homestand
Cade Cunningham

Playing Without Minutes Restriction Sunday
Corbin Carroll

Exits Sunday's Game with Back Tightness
OG Anunoby

Tagged as Probable for Monday
Onyeka Okongwu

Might Miss Game 2 Against Knicks
Immanuel Quickley

Questionable for Game 2
Jordan Goodwin

Ruled Out for Rest of Game 1
Jonathan Isaac

Ruled Out for Sunday
Desmond Bane

Available for Game 1
Artem Zub

Uncertain for Game 2
Karel Vejmelka

Makes Playoff Debut Sunday
Carter Hart

in Vegas Crease for Playoff Opener
Jeremy Swayman

Begins Fifth Postseason Campaign
Alex Lyon

Available for Game 1
Dominic James

Activated From Injured Reserve
NFL

Zachariah Branch Arrested for Misdemeanor Obstruction
New York Giants

Sonny Styles One of the Top Targets for Giants at No. 5 in NFL Draft
Renardo Green

49ers Looking to Trade Renardo Green?
Keenan Allen

Chargers Not Closing the Door on a Reunion With Keenan Allen
Grayson Allen

is Available for Game 1 on Sunday
A.J. Brown

Eagles Preparing for A.J. Brown's Departure?
Peter Skoronski

Titans to Pick Up Peter Skoronski's Fifth-Year Option
Breece Hall

Dynasty Upside Remains Limited by Offensive Environment in New York
Cincinnati Bengals

Dexter Lawrence Signing One-Year Extension With Bengals
Kristaps Porzingis

Unsure About Returning to Golden State
Drake London

Dynasty Upside Remains Limited by Quarterback Questions in Atlanta
Mark Williams

is Ruled Out for Game 1 on Sunday
Chris Olave

Dynasty Value Rising After Resurgent 2025 Season
Coby White

Hornets Want to Bring Back Coby White
Bucky Irving

Can Bucky Irving Bounce Back After Injury-Marred 2025?
Kenneth Walker III

a Major Dynasty Riser After Offseason Move to Kansas City
Desmond Bane

Considered Probable for Game 1
Bo Nix

Dynasty Value in Question Coming Off Injury?
Tarik Skubal

Fans 10 in Win Over Red Sox on Saturday
Raisel Iglesias

Dealing With Shoulder Issue
Davante Adams

Glaring Opportunity to Sell High on Davante Adams?
Jordan Addison

Can Jordan Addison Overcome Ugly Quarterback Situation?
Emeka Egbuka

a Trade Target in Some Dynasty Leagues
Alec Pierce

Stock Rising Following Payday
Michael Pittman Jr.

Gets a Fresh Start in Pittsburgh
Rhamondre Stevenson

an Affordable Target in Dynasty Leagues
Kyle Larson

Should not be Underestimated for the Win at Kansas
Cooper Kupp

Two-Time Super Bowl Champion Cooper Kupp has Become a Fantasy Afterthought
Jaylen Warren

A New Running Mate is Business as Usual for Jaylen Warren
Denny Hamlin

Can Denny Hamlin Dominate at Kansas Again?
NASCAR

Christoper Bell Should Contend for First Win at Kansas
Joel Eriksson Ek

Powers Minnesota Past Dallas in Opening Game
Tyler Reddick

Fastest in Practice and Qualifying for Kansas Race
Ryan Blaney

Could Score another Top-10 Finish at Kansas
Ty Gibbs

Poised to Continue Hot Streak at Kansas
Logan Stankoven

Makes Big Impact in Carolina's Game 1 Victory
Chris Buescher

Always Consistent, Has Speed Heading Into Kansas
William Byron

is A Solid DFS Option for Kansas Lineups
Carson Hocevar

Poised for Career-Best Run at Kansas
Porter Martone

Nets Game-Winning Goal to Defeat Pittsburgh
Frederik Andersen

Shuts Out Ottawa in Game 1
Chase Briscoe

Is Chase Briscoe Worth Rostering for DFS at Kansas?
Chase Elliott

Is A Favorable DFS Option for Kansas Lineups
Matt Boldy

Delivers Huge Game 1 Performance in Win
Joey Logano

Could Joey Logano be Considered Playable In DFS This Week at Kansas?
NASCAR

Bubba Wallace is A Favorable Driver to Consider for Kansas Lineups
Ross Chastain

Is Ross Chastain A Worthy DFS Option for Kansas?
Brad Keselowski

Could Brad Keselowski be A Sneaky DFS Option for Kansas?
Daniel Suarez

Should DFS Managers Roster Daniel Suarez at Kansas?
Dylan Harper

is Ready for Sunday's Game
Grayson Allen

is Questionable for Sunday's Game
Mark Williams

is Questionable for Game 1 on Sunday
Reed Sheppard

Moves into Starting Five on Saturday
Kevin Durant

is Ruled Out for Game 1 on Saturday
Stuart Skinner

Starting Game 1 Against Flyers
Alexandre Carrier

Back at Practice
Jared McCann

Undergoes Lower-Body Procedure
Andrei Kuzmenko

Activated From Injured Reserve
Victor Hedman

Out for Game 1 on Sunday
William Karlsson

Unavailable for Start of First-Round Series
Quinn Hughes

Available Saturday
Miro Heiskanen

Cleared for Game 1
Jhoan Duran

Placed on 15-Day Injured List With Oblique Strain
Kyle Stowers

Will be Activated on Sunday
Jesper Wallstedt

to Start in Goal for Minnesota on Saturday
LaMelo Ball

Scores 23 Points in Season-Ending Loss
Jordan Goodwin

Fills Stat Sheet in Play-In Win
Paolo Banchero

Powers Magic Into Playoffs
Logan Stankoven

Presumed Ready for Game 1
Max Muncy

has Another Multi-Homer Game at Coors Field
Lourdes Gurriel Jr.

Expected to Make Season Debut on Saturday
Austin Riley

Hits Two Home Runs in Shutout Win Over Phillies
Daulton Varsho

Removed Early on Friday With Knee Discomfort
Edwin Uceta

Having More Shoulder Issues, "Shut Down for a Few Days"
Josh Hader

Moved to 60-Day Injured List
Willson Contreras

Returns to Red Sox Lineup on Friday
Daniel Palencia

Goes on 15-Day Injured List With Oblique Strain
Juan Soto

Still on Track to Return Next Week
Los Angeles Angels

Garret Anderson Dies at 53 Years Old
Mike Malott

A Favorite At UFC Winnipeg
Gilbert Burns

Set For UFC Winnipeg Main Event
Kyler Phillips

Set UFC Winnipeg Co-Main Event
Charles Jourdain

Looks To Extend His Win Streak
Jai Herbert

An Underdog At UFC Winnipeg
Mandel Nallo

Set For His UFC Debut
Karine Silva

Looks To Get Back In The Win Column
Jasmine Jasudavicius

Looks To Bounce Back
Parker Messick

Flirts With No-Hitter in Latest Gem Against Orioles
Mike Trout

Hits Five Homers in Series Versus Yankees
Spencer Arrighetti

Fans 10 in Season Debut, to Remain a Focal Point in Rotation?
Nick Pivetta

Dealing With Flexor Strain, Could Miss Months
Nico Hoerner

Homers, Drive in Five in Win Over Phillies
CFB

Michigan Lands Commitment From Quarterback Kamden Lopati
Sahith Theegala

Brings Strong Form Into Harbour Town
Wyndham Clark

Needs Putter to Show Up at RBC Heritage
Jacob Bridgeman

Looks to Return to Elite Form at Harbour Town
J.J. Spaun

a Volatile Option at RBC Heritage
PGA

Sungjae Im Offers High-Upside Value at RBC Heritage
Matt Fitzpatrick

Set for Another Strong Showing at RBC Heritage
Jason Day

Eyes Bounce-Back After Sunday Struggles at the Masters
Akshay Bhatia

Looking to Rebound at Harbour Town
Cameron Young

Hoping to Secure Second Win of Season at RBC Heritage
Scottie Scheffler

Looks to Win Again at RBC Heritage
Shane Lowry

Has Disappointing Final Round at Masters
Viktor Hovland

Hoping to Build on Final Round at Masters
Brian Harman

Struggling For Consistency Heading to RBC Heritage
Chris Gotterup

Putting Together Outstanding 2026 Season
Justin Thomas

Looks to Defend in Hilton Head
Jordan Spieth

in Search of Improved Putting at RBC Heritage
Marco Penge

May Continue Up-and-Down Ride at the RBC Heritage
Xander Schauffele

Could Get The Job Done at RBC Heritage
Jake Knapp

Keeps Building Strong Results in 2026
Kurt Kitayama

Trying to Regain Form From Florida
Collin Morikawa

Continues to be a Scary DFS Play at RBC Heritage
RANKINGS
C
1B
2B
3B
SS
OF
SP
RP

RANKINGS

QB
RB
WR
TE
K
DEF