🖥 TAP TO SAVE 50% WITH CODE THANKS
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

Expert Advice
Articles & Tools
Import Your Leagues
Daily Stats & Leaders
All Pitcher Matchups
Compare Any Players
Compare Any Players
Rookies & Call-Ups
24x7 News and Alerts

Measuring Contact and Plate Discipline for Hitters: Walk-to-Strikeout Ratio or Walk Percentage Minus Strikeout Percentage?

Steven Kwan fantasy baseball rankings draft sleepers waiver wire MLB injury news

Jordan analyzes walk-to-strikeout ratio and walks minus strikeouts for hitters, finding that the latter is a better metric of contact and plate discipline abilities for fantasy baseball evaluation.

For pitchers, K% minus BB% is generally recognized to be a superior metric to K/BB, and one of the better metrics out there for capturing pitcher talent. For batters, though, BB/K is still the dominant metric, widely referenced in baseball research.

BB% minus K%, while not new, is only referenced in a few sabermetric niche corners of the universe.  This article argues on behalf of using BB% minus K% for batters more broadly, showing it is generally a more reliable, descriptive, and predictive statistic than its ratio counterpart – just as we see for pitcher K% minus BB%.

Below, we'll test the value of each metric and find standout hitters for plate discipline.

Be sure to check all of our fantasy baseball lineup tools and resources:

 

Testing BB/K and BB% - K%

The two metrics will be compared in terms of their reliability, or their correlation with themselves in the future, giving an idea of how much stable skill is measured by each. They will be compared in terms of their descriptive power to see how much they explain present hitting success (wRC+). They will also be compared in terms of predictive power, to see how indicative they are of future hitting success (wRC+).

To run these tests, I looked at all American League hitters from 2012 to 2022, with a minimum of 300 plate appearances in adjacent seasons (n = 688 hitters).

The differences aren't huge, but BB% minus K% outperforms BB/K in terms of reliability, with a higher correlation to itself one year into the future, descriptive power, with a higher correlation with same season wRC+, and predictive power, with a higher correlation with wRC+ one year into the future. A similar story emerges if we look at all hitters instead of just American League hitters.

Again, BB% minus K% slightly outperforms BB/K across metrics.

As an additional robustness test, I conduct a weighted regression analysis for each metric pairing in the correlation matrices. Weighted regression allows me to capture data covering more hitters, weighting hitter impact on the regression by plate appearances (specifically, the lesser of plate appearances in two adjacent seasons) rather than use some arbitrary plate appearance cutoff (I still use a lower 90 PA cutoff for convenience, to filter out pitchers, etc.).

As seen with the raw correlations, the correlations generated from the weighted regression show BB% minus K% slightly outperforming BB/K across metrics.

 

Shifting Focus from BB/K to BB% - K%

Having established the reliability, and predictive and descriptive power of BB% - K%, we take a look at the leaders in projected BB% minus K% using Depth Charts Rest of Season projections from FanGraphs.

There are no surprises on the list above. It features the game's best players in terms of contact and plate discipline, ignoring contact quality. There is a tight correlation between the two measures of focus (.84 across the full sample of hitters with rest of season depth charts projections) and percentile ranks too (.85) – despite their differences, both metrics align more often than they don't. Notwithstanding, there are some big movers and shakers at the extreme ends of the sample. The table below shows the top 10 biggest percentile rank gainers (green) and fallers (red) when looking at BB% - K% instead of BB/K.

Generally, the low BB%, low K% guys are penalized more harshly by BB/K, whereas the differential looks upon them more favorably. The high BB%, high K% guys, on the other hand, are penalized more by the differential.

 

Conclusion

This article established the validity of BB% - K% for hitters, making the case that it is an underused metric that captures contact and plate discipline skills better than alternatives. It ignored power, though one of the nifty things about BB% minus K% is that you can add barrel % to it, and then you have an all-encompassing metric of hitter ability, similar to wRC+ or wOBA – an area for future research.



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

Expert Advice
Articles & Tools
Import Your Leagues
Daily Stats & Leaders
All Pitcher Matchups
Compare Any Players
Compare Any Players
Rookies & Call-Ups
24x7 News and Alerts

REAL-TIME FANTASY NEWS

Rui Hachimura

Misses Second Consecutive Game Tuesday
Jaden McDaniels

Iffy for Tuesday
Jakob Poeltl

Out Against Heat
Khris Middleton

Available Versus Hornets
Corey Kispert

Returns to Wizards Lineup Tuesday
Bilal Coulibaly

Questionable Tuesday
Zach LaVine

Remains Unavailable Tuesday
Tristan da Silva

Ruled Out for Monday
Jalen Suggs

Ruled Out for Monday
Quentin Grimes

Uncertain to Suit Up Against Nets
Aaron Wiggins

Ruled Out for Monday
Dominick Barlow

Might Miss Tuesday's Meeting with Brooklyn
Deandre Ayton

Available Against Suns
Jalen Duren

Available for Monday
Alexandre Sarr

Off the Injury Report for Tuesday
Austin Reaves

May Return on Tuesday
Tyler Herro

Not Ready to Return Tuesday
Ron Holland II

Ruled Out for Monday
OG Anunoby

Ruled Out for Tuesday
Jerami Grant

Ruled Out for Monday
Jalen Brunson

to Exit Knicks Lineup Tuesday
Ilya Sorokin

to Miss Tuesday's Game
DK Metcalf

Suspended for Two Games Following Confrontation with Fan
Christian Dvorak

Returns to Flyers Lineup
Elias Pettersson

Still Out Monday
Brandon Montour

to Miss Four Weeks After Hand Surgery
Miles Wood

Available Against Kings
Zach Werenski

Ruled Out Monday
Leo Carlsson

Won't Play Monday
CFB

Byrum Brown Entering Transfer Portal
CFB

Bobby Petrino Joining Bill Belichick as North Carolina's Offensive Coordinator
TreVeyon Henderson

Exits Week 16 Victory with Head Injury
Mikhail Sergachev

Sets Up Two Goals
Fabian Zetterlund

Extends Scoring Streak With Three-Point Effort
Cale Makar

Has Three-Point Performance Against Wild
Tomas Hertl

Notches Three Points Sunday
Connor McDavid

Continues Scoring Tear Against Vegas
Sidney Crosby

Becomes Pittsburgh's All-Time Leading Scorer
Tristan Jarry

to Miss Couple of Weeks
Lamar Jackson

Questionable to Return in Week 16 with Back Injury
Willson Contreras

Shipped to the Red Sox
Patrick Kane

to Miss Fifth Consecutive Game
Tyson Kozak

Misses Second Consecutive Game
Jack Roslovic

Ready to Return Sunday
NJ

Arseni Gritsyuk Back in Devils Lineup Sunday
Timo Meier

Available Sunday
Jack Hughes

Returns From 18-Game Absence Sunday
J.T. Miller

Out Week-to-Week
Quinshon Judkins

Done for the Season with Broken Leg
Gardner Minshew

Likely Tore His ACL on Sunday
Nick Chubb

Officially Active Against Raiders in Week 16
Gardner Minshew

Won't Return in Week 16
Woody Marks

Officially Inactive for Week 16
Quinshon Judkins

Carted Off in Week 16, Ruled Out with Apparent Leg Injury
Tua Tagovailoa

Dolphins Hope to Trade Tua Tagovailoa in the Offseason
Woody Marks

Not Expected to Play in Week 16
Washington Commanders

Commanders to Retain Dan Quinn, Fire Joe Whitt?
New York Giants

Marcus Freeman is a Top Candidate in Giants' Head Coaching Search
Cincinnati Bengals

Zac Taylor Expected to Return as Bengals' Head Coach in 2026
Las Vegas Raiders

Pete Carroll's Future with Las Vegas Raiders in Doubt
Tee Higgins

Active for Week 16 Against Dolphins
Woody Marks

Plans to Play Against Raiders in Week 16
Tee Higgins

Likely to Play at Miami on Sunday
Drake London

Expected to Return in Week 16
Marvin Harrison Jr.

Expected to Play, Will Ease Back In
Romeo Doubs

Questionable to Return Against Bears in Week 16
Brandon Lowe

Pirates Acquire Brandon Lowe in Three-Team Trade
Shane Baz

Orioles Acquire Shane Baz From the Rays
CFB

Darian Mensah Returning to Duke Next Season
CFB

Josh Hoover Linked to Indiana in Transfer Portal
CFB

Arch Manning Agrees to Reduced Compensation for 2026 Season
Michael King

Padres Bring Michael King Back on Three-Year Deal
Logan Webb

Will Pitch for Team USA in World Baseball Classic
Tarik Skubal

Joins Team USA for World Baseball Classic
CFB

Will Muschamp Becoming Next Texas Defensive Coordinator
CFB

Beau Pribula Set to Enter Transfer Portal
Bo Bichette

Willing to Make the Move to Second Base
CFB

Jeremiyah Love Officially Heading to NFL Draft
CFB

Jake Merklinger Leaving Tennessee for Transfer Portal

RANKINGS

QB
RB
WR
TE
K
DEF
RANKINGS
C
1B
2B
3B
SS
OF
SP
RP