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Around SBN: Which Players Will Join The 3,000-Hit Club?

Reds Minor League Run Environments

Earlier this week I published a little study at Hardball Times looking at run environments across the minor leagues.  They vary considerably, with some leagues scoring in excess of one run per game PER TEAM more than others.  

This is particularly interesting for the Reds, who are moving two of their minor league affiliates to substantially different run environments this year.  Here's a graph showing all current Reds minor league teams (denoted with stars), and the changes from 2009 to 2010:

Redsminors2010_medium

 

So, whereas in 2009 the Reds had teams in the two lowest run environments in baseball (the Florida State League and the Gulf Coast league), we'll now have players at the same minor league levels playing in the Carolina League and the Arizona Summer League.

How much of a difference does it make?  Here are average ERAs (2007-2009) for pitchers in the Florida State League vs. the Carolina League (both High-A leagues):

FSL: 3.77
CAR: 4.11

So, essentially, you can expect the average pitcher to bump up his ERA by 0.3 runs or so.

What about the bigger change, going from the Gulf Coast League (pitchers' league) to the Arizona Summer League (anti-pitcher's league):

GCL: 3.65
ARZ: 4.40

Go easy on judgments of pitchers in rookie ball, right?  Since these leagues are more or less of equal talent levels, this means that taking an average pitcher from the GCL into the ARZ league will cause his ERA to jump up 0.75 runs!  

Here are the average ERA's for each step on the path to the big leagues for our pitchers, assuming they play in every team in our system, and ignoring individual park effects:

ARZ: 4.40
PIO: 4.63
MID: 3.80 <--I expect that we will see a lot of pitchers suddenly seem to get a lot better when they get to Dayton
CAR: 4.11
SOU: 4.04
INT: 3.99
NL: 4.31

So the good thing, now, is that we more or less have all three of our top three tiers of the minors clumped right around a 4.05 ERA.  We won't have to worry much about differences league run environments once guys get out of Dayton.  This, to me, is the nicest thing about the Reds moving their high-A team from Sarasota to Lynchburg.  That said, in all cases, our full season leagues are slight pitcher's leagues, so we still need to be a bit cautious in how excited we get about our pitchers.  

What about hitters?  For quick and dirty, OPS will do fine.  First, let's compare the teams that are moving:

Star-divide

FSL: 0.698
CAR: 0.721

GCL: 0.674
ARZ: 0.719

Might not seem like a huge difference, but we're talking 45-points of OPS for the rookie league team.  That's the difference between a 0.755 OPS and 0.800 OPS player, which is enough to affect how we judge a guy.  

Also, as a side note, you might be surprised at how low the OPS was for the Arizona summer league given their run environment.  The explanation is errors: 4.6% of balls in play result in an error in the Arizona Summer league compared to, say, 2.8% in the Carolina league.  The result is lots of hitters that get on on base (and later score) in Rookie ball on plays would be outs in High-A ball.  Those extra guys on base don't improve one's OPS, though, because they are on errors.  As I pointed out in the Hardball Times article, there is essentially a perfect correlation between league level and error rates.

Finally, here's the OPS path for players moving through our system now:

ARZ: 0.719
PIO: 0.761
MID: 0.695 <--Again, I expect lots of "what happened to this guy?" stories when players reach Dayton.
CAR: 0.721
SOU: 0.723
INT: 0.725
NL: 0.744

The story here is to be wary of great numbers from Billings or bad numbers from Dayton, but aside from that our hitting environments should look pretty consistent.  Again, the reason that Dayton has a lower OPS than the Louisville (INT) is that many more errors are made in Dayton that aide the runs per game numbers, but not a hitter's OPS line.

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Great work as usual

I’m pretty excited to have the A+ team be in Lynchburg, only for this reason.

This way we can still be promoting Josh “Hellflower” Fellhauer as a prospect next year, since his numbers won’t be crushed by the FSL.

It is the mark of an educated mind to be able to entertain a thought without accepting it. -Aristotle

by nycredsfan on Feb 26, 2010 2:46 PM EST reply actions  

Ditto

Definitely prefer average run environments, both in my leagues and in my parks. It just makes things so much easier to interpret. :)
-j

by JinAZ on Feb 26, 2010 4:36 PM EST up reply actions  

Me too

This should avoid the “what the hell happened to Joey Votto” type questions when the hitters hit A+.

For the pitchers, are some of the home parks or leagues particularly biased against flyballers? Arizona, maybe?

by ken on Feb 26, 2010 7:28 PM EST up reply actions  

For parks, here are some of Szymborski's

http://www.baseballthinkfactory.org/files/oracle/discussion/2007_minor_league_park_multipliers/

A bit old, and seemingly missing rookie leagues. But here are the relevant ones (3-yr weighted):

Dayton: 1.03
Lynchburg: 1.01
Carolina: 0.99
Louisville: 1.03

So, if generally we’re dealing with slight pitchers’ leagues, at least most of the time we’re dealing with slight hitters’ parks.


Re-reading, I’m not sure if this is your question. It was the case that there was a semi-consistent increase in HR% as you move up from rookie to the majors. Rookie ball, even in high-run environment leagues, tends to feature low HR%, whereas the majors have the highest HR% around. I think that’s a matter of league quality: more powerful, more mature hitters are in the majors than lower levels, and the result is more HR. I think that does mean that we need to be careful in how we interpret HR/9 numbers for minor league pitchers….
-j

by JinAZ on Feb 26, 2010 9:27 PM EST up reply actions  

Thanks, and a good point about the HR numbers

I guess I was trying to figure out if certain types of pitchers or hitters fare well even after accounting for the run-scoring environment, i.e. a gap hitter versus a real slugger. The doubles numbers in Szym’s chart helps.

by ken on Feb 27, 2010 8:19 AM EST up reply actions  

Awesome stuff

Great info.

Find me on Twitter- http://www.twitter.com/mixfmkyle

by MixFMKyle on Feb 26, 2010 2:47 PM EST reply actions  

Awesome.

"aaron harnann is so aweseom" - justin

by BK on Feb 26, 2010 2:49 PM EST reply actions  

Great stuff, as usual.

These disparities always make me wonder how the trade values of minor league players may be skewed. Obviously, studies like these help bridge the gap, but there’s bound to be a front office somewhere that doesn’t understand it (Mets, ahem)…

Set the gearshift to the high gear of your soul.

by Kevin Mitchell is Batman on Feb 26, 2010 3:09 PM EST reply actions  

I think they understand it

Maybe not to the detail described here, but they’ll say things like “Las Vegas is a pitcher’s park in a pitcher’s league.”

All Things Bubba: Because how can you not love a baseball player named Bubba?

by BubbaFan on Feb 26, 2010 3:15 PM EST up reply actions  

I was most surprised by the International league.

Everyone knows that the Florida State League is a low run environment, and that the Pioneer/Pacific Coast leagues are high run environments. But the International League as essentially the same as the Gulf Coast League? Never would have guessed. Fortunately, error rates are low enough that hitter and pitcher lines are still reasonably high.
-j

by JinAZ on Feb 26, 2010 4:36 PM EST up reply actions  

That graph looks kinda like the slide at the fair where you ride down on a big burlap sack

"They're the ones that gave you the keys, they can’t get upset when you crash the car" -- 'tHan on my being a mod

by jch24 on Feb 26, 2010 3:26 PM EST reply actions   1 recs

those stars would hurt!

It is the mark of an educated mind to be able to entertain a thought without accepting it. -Aristotle

by nycredsfan on Feb 26, 2010 4:15 PM EST up reply actions  

Run environments vary wildly by minor league stadium too

And the park factors/league factors can be tough to find. My quick and dirty for minor leaguers is to compare each player’s OPS or ERA to the team average. There’s some inherent bias regarding the strength of the team, but it seems to do the trick.

by riverfront76 on Feb 26, 2010 9:23 PM EST reply actions  

Here are Szymborski's

http://www.baseballthinkfactory.org/files/oracle/discussion/2007_minor_league_park_multipliers/

They’re about as good as I’ve seen. I’ve seen people reference PECOTA ones too, so maybe they’re published somewhere accessible…though I haven’t seen them yet.
-j

by JinAZ on Feb 26, 2010 9:28 PM EST up reply actions  

I remember a discussion

about how Space Coast Stadium in the FSL had a pretty significant split for RH and LH and that was due to a prevailing wind – at least IIRC.

by ol Pete on Feb 26, 2010 9:42 PM EST up reply actions  

so tell me this

Does the manager at any level of low or mid-minors have the authority to establish a style of play?

Say … he wants to play “small ball” based on the roster he’s been given but the prevailing attitude from the top down is that “small ball” isn’t what they do. So they play for the big inning instead.

Lots of intangibles and tangibles could go into the type of offense that a team generates. I don’t suggest this is a mixed bag of fruit, but we are looking at team data, hoping to find individuals in the midst of it.

I’d guess Jay Bruce was never asked to bunt in the minors.

I just knew that I would now be having train sex with a very odd broad in no time. I didn’t expect the bitch to shoot me though. (Pops Daniels)

by johnu1 on Feb 27, 2010 1:39 AM EST up reply actions  

Excellent stuff, Justin!

Now somebody send a note to Sean Forman at Baseball-Reference and tell him to give us neutralized numbers on the minor league pages. Obviously not a perfect solution, but it would help with the translation.

Red Reporter or follow on Twitter: @redreporter

by Slyde on Feb 27, 2010 9:40 AM EST reply actions  

Hey Red Reporter community,

I’m a poster on Amazin Avenue doing some research for fantasy baseball drafts. I was wondering what is the status on Volquez? Have you guys heard anything about a setback? In any case the Reds really can have a good season next year, good luck on the 2010 season, hopefully it will be a breakout season for you guys.

by Delgado on Feb 27, 2010 1:53 PM EST reply actions  

He says he will return after the All-Star Break

don’t draft him. He had his TJ is August of 2009, if he plays this year, he probably won’t be effective.

Volquez, Bailey, Cueto, Chapman, and Leake. The future is so bright I have to wear sunglasses.

by justin007000 on Feb 27, 2010 2:10 PM EST up reply actions  

Thanks,

I play in a 14 team league with DL spots and huge rosters so I like to get one hurt pitcher. It was between Volquez and Bedard, I’ll go with Bedard then.

by Delgado on Feb 27, 2010 2:42 PM EST up reply actions  

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