I'll Rearrange It 'Till It Looks Just Right Today: Can't Believe I'm Saying It, But Jo-Jo Reyes Doesn't Suck
In discussing Joseph (Jo-jo) Reyes's trade-value today, it was brought up that, although he's generally considered back-of-the-rotation fodder, there may be some value in that at the trade deadline. The point of this exercise is not so much to determine how much Jojo will bring back in a trade as it is to determine how good Jojo's been relative to the average starting pitcher. There are numerous factors at play here, of course.
The first issue at hand is deciding which pitching stats to use as most descriptive of Jojo's performance. Next, we need to determine how the average starting pitcher rates according to that metric. It is tempting -- but misleading (!) -- to simply take the MLB average for that stat and go from there. If our goal is to see how Jojo has performed relative to how the "average starter" would, we need to make sure that we're comparing him to how that "average starter" would perform given the context in which Jojo has pitched. So how well has Jojo pitched?
How good is the average MLB Starter?
As a gauge, Earned Run Average is problematic because it assumes that all teams field equally well. In order to compensate for this assumption, we'll use a defence-independent measure. The importance of defence-independent measures has been discussed at length on this site, so we will not belabor the point here (plus, we do not want to steal benk and pikachu's thunder). One of the stats we'll use here is Fangraphs xFIP (expected fielding independent pitching), which many folks prefer to FIP (fielding independent pitching) because it normalizes HR/fly-rate to 10.6%, the MLB-wide average. For more information on why fielding independent measures are preferred to ERA, please click here and for more information on why xFIP is good way to compare pitchers, click here. In order to correct for the fact that Jojo may leave some meatballs over the plate that get hit hard, we'll also use Fangraphs tERA, which assumes that, not only do pitchers control K, BB, HBP, and flyball-rates, they control other batted ball types as well (line drives, outfield flies, and pop-ups). For more on tRA, click here.
Note that, while FIP is scaled to ERA, xFIP and tERA are scaled a bit higher. Unfortunately, as many of the splits we will be using to determine what average starter xFIP and tRA are unavailable in-season for those stats, we will convert them based on how they differed from league ERA in 2010. This method is imperfect but it at least tries to account for the difference in league-wide performance and allows us to scale the average values to the context in which Jojo has had to pitch.
Scaling xFIP and tRA to ERA
In order to scale league-average xFIP for 2011, when offence seems to be down from 2010 MLB-wide, we can do some quick algebra. As mean xFIP in 2010 was 4.23, mean FIP (ERA) in 2010 was 4.08, and mean FIP (ERA) this season is 3.80, we estimate mean xFIP in 2011 as 3.94.
We will do the same with tRA. Mean tRA in 2010 was 4.22, very similar to mean xFIP. As expected, our estimate for MLB-wide mean tRA, 3.93, is very similar to our estimate for xFIP.
Determining League Average ERA in the Context of Jo-jo Reyes
However, Jojo pitches in the American League, so he does not get to face the pitcher two or three times per game. As such, we should compare him to the AL average, 3.87. Furthermore, Jojo has been a starter. The average starter is going to have a higher ERA than the average reliever, so we should be comparing Jojo to the average AL starter. Average AL starter ERA in 2011 is 3.91, which brings our xFIP estimate up to 4.05. Even this, however, is a bit unfair to Jojo because he has made six of his 16 starts against AL East opponents. To be fair to Jojo, we will estimate league-average ERA based on league average ERA against the opponents he's faced: OAK, LAA, BOS, TBR, TEX, TBR, DET, MIN, HOU, NYY, CLE, BAL, BOS, CIN, ATL, PIT. Unfortunately, as it is very difficult to find ERA-against stats, we are forced to convert Runs/Game to ERA. The mean R/G across MLB is 4.19, so to convert from R/G to ERA (3.80) we will use a factor of 0.91 (since not all runs are earned). Although not every game is exactly nine innings, MLB average game this season is 8.98 ip/g, so we do not need to convert R/G to IP. Given these numbers, we will estimate what the average ERA should be against the teams Jojo has faced (appropriately weighted for teams he has faced more than once): 3.95. As we have already found that the ratio of AL starter ERA to AL ERA overall is 3.91 / 3.87, we further adjust our competition-adjusted value of 3.95 to 3.99.
Park Effects
All that remains to determine league-average ERA is to correct for effects of the parks in which Jojo pitched. For simplicity of calculation, we will assume road park effects cancel out and adjust seven of Jojo's 16 starts based on the effects of the Skydome, one of the hitter-friendliest parks in the league this season, with a park factor of 1.250. This seems quite high -- in 2010, the Dome played as a hitter's park, but not as one of the best in baseball (park factor of 1.058) and in 2009 it actually played as a fairly extreme pitcher's park (0.937). We will use the 2010 value and estimate the park as hitter-friendly, but only slightly. If this is the case, average ERA should be 4.22 in the home starts and 3.99 in the nine road starts. As such, the average ERA across all 16 starts should be 4.09.
Scaling average ERA to xFIP and tERA
Now that we have our ERA at 4.09, we can estimate average xFIP, given the competition Jojo has faced, his seven starts in a somewhat hitter-friendly park, and the fact that he's a starter, as 4.24.
Doing the same for tERA, we find that the average tERA, given Jojo's context, should be 4.23 (again, roughly the same as his xFIP).
Jojo's actual xFIP this season is 4.40 and his actual tERA this season is 4.62, meaning that Jojo grades out to be worse than a league-average starter. However, a league-average starter is actually quite valuable because many starters must be worse than league average. So how much worse is Jojo Reyes than a league-average starter?
First, we will adjust Jojo's actual xFIP to reflect what it would be in a neutral context by determining the difference between league-average xFIP in a neutral context and league-average xFIP in Jojo's context. In 2011, our estimate for mean xFIP MLB-wide was 3.94 in a neutral context and 4.24 in Jojo's context, so our factor should be 0.93. Modifying Jojo's actual xFIP (4.40) by this factor, we find that his adjusted xFIP is 4.09, which puts him in this company (some comparable starters: Brian Deunsing, Jeff Francis, Clay Buchholz, Jake Westbrook, Bronson Arroyo, Colby Lewis, Kyle McClellan, Matt Harrison, Carlos Zambrano).
Jojo does not grade as well by tERA. However, when adjusted for context, he grades out acceptably there as well, with an adjusted tERA of 4.30, which puts him in the company of Carl Pavano, Mark Buehrle, Jeremy Hellickson, Edwin Jackson, Jonathan Sanchez, Mike Leake, Ervin Santana, and Paul Maholm.
While I would not say any of these pitchers are elite starters by any means (notwithstanding Buchholz maintaining BABIP below .275), they are all useful major league pitchers who certainly belong in a major league rotation. Entering the 2011 season, I would not have expected Jojo Reyes to, but I guess he does as well.
UPDATE:
xFIP and tERA quartiles:
xFIP: 1st Quartile: 2.13 - 3.40
2nd Quartile: 3.40 - 3.78
3rd Quartile: 3.78 - 4.11
4th Quartile: 4.11 - 5.20
tERA: 1st Quartile: 2.29 - 3.53
2nd Quartile: 3.54 - 4.11
3rd Quartile: 4.11 - 4.63
4th Quartile: 4.65 - 6.38
As we see, the spread of each of these is quite different. So far in 2011, tERA ends up scaling higher than xFIP, so this will alter our calculations a bit. Essentially, this means that Reyes actually grades out better by tERA standards than he does by xFIP standards -- While his adjusted xFIP is on the lower end of the third quartile, his adjusted tERA is squarely in the third quartile of MLB starters. He is not quite average, but he does not quite so bad, either.
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seriously:
jojo reyes . . . not sucking . . . does not compute
"Look at me! I'm Tomokazu Ohka of the Montreal Expos!"
Great analysis
Just one question, what is the median xFIP and tERA for AL starters? This would determine whether Jo-Jo is in the top half or bottom of AL starters.
Hic sunt fortuna dracones
great point!
i’ll edit the post to include quartiles. Median, by the way, is 4.11
"Look at me! I'm Tomokazu Ohka of the Montreal Expos!"
So Jo-Jo is solidly middle of the pack
Not great, not bad, just kind of mediocre, which is okay for a 4/5 starter. That’s probably part of the problem with him, nothing to get excited about but perfectly serviceable for his rotation spot.
Hic sunt fortuna dracones
I like it but I have a question.
If he gets traded, it is gonna be to replace a 4th of 5th starter. So instead of comparing him to the MLB average shouldn’t you just compare him to 4th and 5th starters. (e.g. since he is better than Arizona’s 5th starter he would be a valuable to Arizona.
by Matthew Mueller on Jun 29, 2011 4:55 PM EDT reply actions
Very difficult to parse it down to what constitutes a "4th starter" or a "5th starter"
However, this may help.
Back in 2006, Jeff Sackmann wrote a piece relating to how good each rotation slot was, which can be found here.
MLB-wide ERA was 4.53 and he found that the “average” 4th starter’s ERA was 5.10 and the “average” 5th starter’s ERA was even worse, at 6.24.
If the same holds true, at today’s league-average xFIP (3.94), the average 4th starter would have an xFIP around 4.44. The average 5th starter would have an xFIP around 5.43. While this sounds off when compared to the quartiles given, the methodology is different.
The methods I used to determine quartiles was based on innings pitched, whereas Sackmann’s method required each rotation slot to make 32 starts. As that’s the case, he’s including spot starts by swingmen, starts by ineffective pitchers who are removed from the rotation and/or sent down to the minors, and starts by pitchers who become injured partway through the season, which is why the adjusted xFIPs for each rotation slot seem so much higher than the quartiles.
"Look at me! I'm Tomokazu Ohka of the Montreal Expos!"
I have an issue with your method actually
lots of teams don’t have legitimate Major League talent in the 5th hole, so just having one decent-enough pitcher making all the starts I’d argue is an improvement over many teams. thoughts?
I agree
However, when we say “Average MLB starter” we are not including guys who are not legitimate starters. That’s why I brought up Sackmann’s method in terms of comparing Reyes in terms of trade value.
The point of the article was not to demonstrate Reyes’s trade value, it was to provide examples of MLB starters who have pitched comparably to Reyes and show how valuable his services have been thus far. He’s been slightly worse than an MLB average starter, which — as we’ve discussed — is actually a pretty valuable thing.
"Look at me! I'm Tomokazu Ohka of the Montreal Expos!"
And all of this justifies AA's and Farrell's faith in Jo-Jo this spring...
Despite how he started this year. I guess they know what they are doing…
Excellent analysis. Where Jo-Jo becomes particularly valuable is when a contending team loses a starter to injury and needs someone of MLB quality to maintain their rotation for the last two months.
I've been looking at the sky
by Back In Black on Jun 29, 2011 10:46 PM EDT reply actions 1 recs

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