Does Quality Start Percentage Predict Anything?

Short answer to title question: apparently not. But as onetime academics, we hate nothing more than doing even cursory research that doesn’t produce an article, however uninteresting or intuitive its conclusions. Thus, as part of our tireless quest for fantasy-baseball-pundit tenure, whatever that may consist of, here goes:

The prevailing definition of a “Quality Start” is one in which the starting pitcher goes at least six innings and gives up no more than three runs. Lots of people, us included, think the definition should change. We’d go with five innings and two runs, and we wouldn’t deprive the pitcher of a QS if he goes longer and gives up more runs. We figure it’s the manager’s fault if the bullpen doesn’t take over soon enough. But for the moment, we’ve got to use the readily-available stat, and that’s six and three.

So imagine two starting pitchers, both of whom get 30 starts in a season. Pitcher A pitches exactly six innings every time out. In 15 of those outings, he gives up three runs. In the other 15, he gives up four runs. He’s thrown 180 innings, his ERA for the season is 3.50, and he has 15 Quality Starts, for a relatively low QS% of 50%. Pitcher B has a different kind of season. In five games, he goes 8 innings and gives up 2 runs. In fifteen games, he also goes 8 innings and gives up 3 runs. But in 10 starts, he runs into trouble and gives up five runs in two innings before the manager takes him out of his misery. Like Pitcher A, he will have gone 180 innings with a 3.50 ERA for the year, but Pitcher B will have had 20 Quality Starts, for a relatively high QS% of 66.7%. So—all else being equal, which of course it never is—which of them do you want next season?

We’ve always figured, without thinking very hard about it, that B’s the man. The numbers suggest that his stuff, when he’s got it, is better than A’s, and that A has further to go to have a high-quality or breakout season. But is that the case?

We wondered, so here’s what we did. Starting with 2010, we looked at each season’s ERA qualifiers, and identified (1) pitchers who were in the top third in ERA but the bottom third in QS%; and (2) pitchers who were in the bottom third in ERA but the top third in QS%. We sort of expected that the latter guys—the Pitcher Bs of the world—would do better in the following season than the A cohort.

Nope. But the opposite isn’t true either. Here are the results, with won-lost record, ERA, and WHIP in the following season in parentheses:

You Aren't a FanGraphs Member
It looks like you aren't yet a FanGraphs Member (or aren't logged in). We aren't mad, just disappointed.
We get it. You want to read this article. But before we let you get back to it, we'd like to point out a few of the good reasons why you should become a Member.
1. Ad Free viewing! We won't bug you with this ad, or any other.
2. Unlimited articles! Non-Members only get to read 10 free articles a month. Members never get cut off.
3. Dark mode and Classic mode!
4. Custom player page dashboards! Choose the player cards you want, in the order you want them.
5. One-click data exports! Export our projections and leaderboards for your personal projects.
6. Remove the photos on the home page! (Honestly, this doesn't sound so great to us, but some people wanted it, and we like to give our Members what they want.)
7. Even more Steamer projections! We have handedness, percentile, and context neutral projections available for Members only.
8. Get FanGraphs Walk-Off, a customized year end review! Find out exactly how you used FanGraphs this year, and how that compares to other Members. Don't be a victim of FOMO.
9. A weekly mailbag column, exclusively for Members.
10. Help support FanGraphs and our entire staff! Our Members provide us with critical resources to improve the site and deliver new features!
We hope you'll consider a Membership today, for yourself or as a gift! And we realize this has been an awfully long sales pitch, so we've also removed all the other ads in this article. We didn't want to overdo it.

2010: Type A: Tommy Hanson (11-7, 3.60, 1.17), Jonathan Sanchez (4-7. 4.26, 1.44)
Type B: None

2011: Type A: Kyle Lohse (16-3, 2.86, 1.09)
Type B: Josh Tomlin (5-8. 6.36, 1.46)

2012: Type A: Ross Detwiler (2-7, 4.04, 1.49)
Type B: Joe Saunders (11-16, 5.26, 1.60)

2013: Type A: Shelby Miller (10-9, 3.74, 1.27), Ubaldo Jimenez (6-9, 4.81, 1.52)
Type B: Matt Cain (2-7, 4.18, 1.25)

2014: Type A: None.
Type B: Scott Feldman (5-5, 3.90, 1.31), John Lackey (13-10, 2.77, 1.21)

2015: Type A: Scott Kazmir (10-6, 4.56, 1.36), Yovani Gallardo (6-8, 5.42, 1.58)
Type B: None

2016: Type A: Kenta Maeda (13-6, 4.22, 1.15)
Type B: Dallas Keuchel (14-5, 2.90, 1.29)

2017: Type A: Drew Pomeranz (2-6, 6.08. 1.75), Jake Arrieta (10-11, 3.96, 1.29)
Type B: Julio Teheran (9-9, 3.94, 1.17), Jeff Samardzija (1-5, 6.25, 1.63)

2018: Type A: Mike Foltynewicz (2-5, 6.37, 1.42 so far), Jon Lester (7-5, 3.83, 1.31)
Type B: James Shields (out of work), Mike Leake (7-6, 4.54, 1.27)

We don’t see a pattern here. If you do, let us know. It looks to us like the collection of delightful surprises, meltdowns, so-so seasons, and pretty-much-as-expecteds that you’d find in any group of pitchers sturdy enough to have thrown 162 innings the year before. We’re glad we investigated, but a little disappointed.

And, as you’re no doubt wondering if you’ve stayed with us this far:

2019: Type A: Sandy Alcantara, Kyle Davies, Jake Odorizzi, Spencer Turnbull, Tanner Roark

Type B: Madison Bumgarner, Lance Lynn, Mike Leake, Joe Musgrove

It will be interesting to see if there are significant differences between the two groups in the second half. But we doubt it.





The Birchwood Brothers are two guys with the improbable surname of Smirlock. Michael, the younger brother, brings his skills as a former Professor of Economics to bear on baseball statistics. Dan, the older brother, brings his skills as a former college English professor and recently-retired lawyer to bear on his brother's delphic mutterings. They seek to delight and instruct. They tweet when the spirit moves them @birchwoodbroth2.

7 Comments
Oldest
Newest Most Voted
Inline Feedbacks
View all comments
ccovilleMember since 2020
6 years ago

All you need to know about QS is that if you go 8 or 9 innings and give up 4 runs it isn’t considered a QS. Definition needs to be changed.

ChetManley
6 years ago
Reply to  ccoville

I’ve often thought if the stat was simply renamed to “Starts of 6+ IP and 3 or fewer ER” people wouldn’t get so dang hung up on trying to objectively define the subjective term “quality” or arguing about the edge cases. It’s a simple stat that measures two thresholds. Of course, So6IPa3oFER isn’t a great stat name, so instead 90% of the conversation around QS is complaining that quality starts don’t match the speaker’s personal definition of quality.

bmt24Member since 2023
6 years ago
Reply to  ChetManley

In many cases you would be right- people get really caught up in names- but not here. The outrage over Quality starts is due to the fact that players with better performances than those meeting the minimum standard get left off due to arbitrary endpoints.

ChetManley
6 years ago
Reply to  bmt24

Well if we changed the name to So6IPa3oFER, then the end points wouldn’t be so arbitrary… they’d be right there in the name.

And again… “better performances” is drifting into subjectiveland. Is 5 IP/2 ER better than 6/3? Is 6/3 better than 8/4? I dunno. It depends. And that’s the point.