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Messing Around With Safeco Splits

Operator: This is 911 emergency. How may I help you?
Jeff: I NEED YOU TO ORGANIZE A SEARCH PARTY
Operator: Sir, what appears to be the problem?
Jeff: I AM FREAKING OUT
Operator: Sir, calm down. What is the nature of your emergency?
Jeff: I'M LOST
Jeff: I AM HOPELESSLY LOST
Operator: Can you inform me of your approximate location?
Jeff: BASEBALL-REFERENCE

  • It took a long time for the term "park effect" to enter the public lexicon. If the old Coors Field didn't convince people, though, the new Yankee Stadium sure did. However, even now that most everyone is aware that parks affect results, nearly all the attention is paid to simple run or longball effects when, in truth, there are park effects for everything. This won't come as news to anyone who's read this article, The Hardball Times annuals, or Matthew's piece in our Mariner magazine (order now!), but some parks can do some really weird things, and since we're Seattle fans - did you realize that Safeco increases strikeouts by roughly 10%?

    Safeco is known as a pitcher's ballpark, and this is due in large part to the fact that no one in history has ever hit a home run to left-center ever. But that's not the only reason, and the strikeouts play a big role, too. Consider the following table of 2007-2009 strikeout data:
    Stat (K%)
    Mariners
    League
    Hit-Home 15.9% 17.1%
    Hit-Road 15.0% 18.1%
    Pit-Home 17.3% 18.1%
    Pit-Road 15.5% 17.1%
    On average, hitters strike out less often at home, and pitchers, in turn, record more strikeouts at home. Over the past three years, Mariner hitters have struck out more often at home, and their pitchers have gotten an additional boost.

    This is a big strikeout effect - the biggest in baseball, ~tied with Florida's. Maybe pitchers tend to work higher in the zone in Safeco, knowing that there's a giant fly ball-murdering outfield behind them. I dunno. That's a PITCHfx issue. But while I'm not sure why the effect exists, it does, and it's something one should always keep in the back of his mind. Even Ichiro's not immune, as he has a career 9.5% K% at home versus 9.0% on the road. Safeco, and all stadiums, can do some crazy things.

  • Mariner fans love to talk about how the park plays way better for left-handed hitters than right-handed hitters. And that's true - while righties are basically driving the ball into Aeolus after he eats something spicy, lefties actually stand a chance of hitting a home run. However, it's important to recognize that, while lefties in Seattle can hit some dingers, it's still not so much a favorable environment as it is a less-deadly one. They're still vulnerable to the strikeout effect, and they're still vulnerable to a batting average effect as well. So, for righties, Safeco is like an angry pack of wolves, and for lefties, Safeco is like an angry pack of wolves and you have a jar of peanut butter in your pocket.

  • It's interesting to me that Safeco doesn't show a bunt effect. Since 2000, and removing all road games in NL parks, the Mariners have averaged 0.258 bunts/game at home and 0.257 bunts/game on the road, while their opponents have averaged 0.216 bunts/game at Safeco and 0.218 bunts/game elsewhere. To be sure, there are fewer opportunities to bunt overall since Safeco reduces team OBP, so maybe this shows an effect after all, but I would've expected such an effect to be more pronounced. Managers know that Safeco lowers the run-scoring environment, so you'd expect them to respond by playing for one run more often. I have no idea if this bullet point was worth writing but it took me several minutes so I'm not going to delete it.

  • There are a lot of numbers in the following table. Don't be frightened. You needn't concern yourself with every individual cell.
    League BABIP, Hitters
    M's BABIP, Hitters M's BABIP, Pitchers
    Year Home Road Home Road Home Road
    2009 0.302 0.298 0.294 0.292 0.273 0.275
    2008 0.309 0.295 0.301 0.288 0.306 0.313
    2007 0.306 0.304 0.311 0.315 0.315 0.323
    2006 0.309 0.301 0.295 0.304 0.290 0.309
    2005 0.297 0.293 0.299 0.279 0.288 0.291
    2004 0.300 0.299 0.293 0.321 0.276 0.302
    2003 0.296 0.292 0.296 0.315 0.258 0.285
    2002 0.294 0.291 0.299 0.315 0.287 0.285
    2001 0.298 0.295 0.313 0.326 0.250 0.274
    2000 0.303 0.303 0.277 0.319 0.282 0.298
    TOTAL 0.301 0.297 0.298 0.307 0.283 0.296
    Look at that last line and you'll see what looks like a Safeco BABIP effect. On average, hitters post a slightly better BABIP at home than on the road, while pitchers are the opposite. Mariner hitters, however, have been hurt by Safeco, while Mariner pitchers have received a considerable boost.

    Now, there are some selection issues here. The M's have had some real fly ball-prone pitching staffs, for example, wittingly or unwittingly playing to the ballpark. How the Mariners have built their rosters may have had a significant impact on how those BABIP splits come out. But here's where it gets really interesting:

    League BABIP, Hitters M's BABIP, Hitters M's BABIP, Pitchers
    2000-2004 0.298 0.296 0.296 0.319 0.271 0.289
    2005-2009 0.305 0.298 0.300 0.296 0.294 0.302
    (M's hitters had a .283 BABIP in Safeco in 1999, and M's pitchers came in at .279, against .308 and .352 figures in the Kingdome and .293 and .315 figures overall, respectively.)

    From 2000 through 2004, Safeco had a 23-point BABIP split for Mariner hitters and an 18-point BABIP split for Mariner pitchers. Since then, it's actually given Mariner hitters a ~normal home advantage while dropping its Mariner pitcher split to 8 points.

    Did something change?

    If so, what?

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Comments

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Awesome number crunching Jeff, thank you. I love this analysis on home park effects.

About the change between pre-2004 and later, one thing I noticed before is that the best hitter on the team, Ichiro, had a pretty big split in 2004 (negative home park effect. He actually hit .405 BA over the course of a full season in away parks!) but then the next year 2005 he hit better at the Safe.

Related to this, I’ve seen articles written by various people saying that it’s unlikely we’ll ever see a .400 hitter again. And one thing I noticed about these articles is that they don’t say anything about home park effects, unlike you do here.

When high level of hitting is discussed, it sometimes bothers me (although I know very little about sabermetrics) that park effects tend to get overlooked. Guys hitting on teams like Rockies, Rangers, BoSox seem to tend to have an advantage in the numbers. Safeco field is pretty tough on batters and while Ichiro doesn’t have a large split for his career, being a somewhat streaky guy I note, as I wrote above, that over the course of a full season he racked up a batting average of .405 in away parks in 2004.

I don’t have the ability to crunch the stats, but in recent times I wondered if there are many (or actually any besides Ichiro) guys who have racked up an away batting average higher than .400?

I’m sure there are many who did it in their own comfy home parks. (I looked up a few and found Galarraga did it at home in 1993, Walker at the same home in 1999, and Carew at home in 1977).

These are the numbers I found at the baseball reference site, on batters hitting .370 or better after 1950.

Name Year BA homeBA awayBA

Larry Walker 1999 .379 .461 .286 (COL)

Todd Helton 2000 .372 .391 .353 (COL)

Andres Galarraga 1993 .370 .402 .328 (COL)

Ted Williams 1957 .388 .403 .374 (BOS)

Tony Gwynn 1994 (shortened season) .394 .403 .387 (SDG)
              1997 .372 .378 .365
              1987 .370 .390 .352

George Brett 1980 .390 .391 .388 (KC)

Nomar Garciaparra 2000 .372 .375 .370 (BOS)

Rod Carew 1977 .388 .401 .374 (NYY)

Ichiro Suzuki 2004 .372 .338 .405 (Seattle Mariners)

This may not be the complete list but as far as I could tell, Ichiro is the only guy who hit above .400 in away parks through the course of a full season.
This in my opinion, may actually be harder than hitting .400, because there may be .400 hitters who hit tons in the comfy confines of their own hitter’s park, but not in the whole congregation and variety of ballparks, i.e. “averaged” ballparks. (I couldn’t check for Ted William’s .400 season because they didn’t have home and away stats for that early year).

Of course there may be some other guy who hits for a total high BA at a tough park, who also has high average in a “typical”/averaged park, but I couldn’t check it. (I don’t think it’s likely though, because I checked everybody hitting .370 or above, overall. Which means a guy slipping through my list would be hitting less than .370 overall, but .430+ in away parks.)

If you could somehow check it, or write an article about this, this would really be great.
I think Ichiro’s amazing 2004 season doesn’t get the recognition it deserves in the main media. This guy is really an extraordinary hitter.

Thank you again for your always great and insightful writings.

by Sam Regens on Feb 16, 2010 5:53 PM PST reply actions   9 recs

Carew in '77

played with the Twins, not the Yankees.

by Paul AB on Feb 17, 2010 6:34 AM PST up reply actions  

Regarding this:

“From 2000 through 2004, Safeco had a 23-point BABIP split for Mariner hitters and an 18-point BABIP split for Mariner pitchers. Since then, it’s actually given Mariner hitters a ~normal home advantage while dropping its Mariner pitcher split to 8 points.”

I have no idea how much data is required to have a sufficient sample size to say much about this stuff. Whats the chance that his change between those 5 year sets its just luck?

by ARock on Feb 16, 2010 6:02 PM PST reply actions  

Look at the league wide jump in home BABIP in 2006

What’s going on there? Moneyballing GMs picking up bad defense/high OBP guys?

by moyerLIVES on Feb 16, 2010 6:46 PM PST reply actions  

I wonder what the K% looked like in Safeco the first couple of years?

Batters complained about the original batting eye, saying they couldn’t pick up the spin on the ball. They did a couple things to improve that, I wonder if the change shows up in K rates.

by nathaniel dawson on Feb 16, 2010 6:58 PM PST reply actions  

2000-2003

HITTERS:

H: 16.2%
R: 15.7%

PITCHERS:

H: 17.4%
R: 16.2%

2000:

HITTERS:

H: 17.8%
R: 15.7%

PITCHERS:

H: 17.3%
R: 14.2%

1999:

HITTERS:

H: 19.4%
R: 17.7%

PITCHERS:

H: 17.4%
R: 14.5%

by Jeff Sullivan on Feb 16, 2010 7:24 PM PST up reply actions  

Always fun to remember where we came from

July 2003:

The M’s have tilted the wall, extended the wall, painted the wall, texturized the wall, planted trees, removed trees and installed shades in the upper decks.

The latest attempt features a new coat of paint — a very flat shade of black — and a honeycomb aluminum mesh covering that will help create a non-reflective surface.

by Jeff Sullivan on Feb 16, 2010 7:44 PM PST up reply actions  

This was the only point I wanted to make.

I remember all of that hoopla pretty vividly, and the honeycomb seemed to actually get quite a bit of player endorsement (at least from Boone, who if I recall was the biggest critic of the backdrop).

There is no such thing as innocence, only degrees of guilt.

by misterjonez on Feb 16, 2010 8:33 PM PST up reply actions  

Its a little dissapointing that park factors aren't better

It feels like people got bored and didn’t know how to make improvements so they just kind of stopped a couple years ago. Its pretty hard but also pretty important. Applying bad park factors is almost worse than not applying any park factors.

The fact that often Ibanez and Beltre had the same park factor applied to them borders on criminal. Even Ichiro and Ibanez shouldn’t have the same park factor. If we could take some of the effort we use to understand defense (UZR) and applied it to individual park factors, I’d be happy. There definitely isn’t the same amount of glory to be found in making new park factors that there is in correctly valuing defense so the slowing pace of advancement is understandable.

by Edgar for Pres on Feb 16, 2010 7:34 PM PST reply actions  

It's more than 'pretty hard'

it’s really hard. There’s so much bias to be accounted for no matter how you slice the sample sizes.

by Matthew on Feb 16, 2010 8:30 PM PST up reply actions  

Yeah, and the total results pool

for narrowing down discrete effects on different hitters just isn’t there to provide the same kind of accuracy we see in pretty much every other facet of statistical analysis.

That said, you might be able to make some headway by grouping different types of hitters by their BIP distribution, in order to get a little more specific to effects. Gary Sheffield should theoretically benefit more from the Green Monster than say, Placido Polanco. Still, it’s a major undertaking to even make the attempt with no guarantee of success.

There is no such thing as innocence, only degrees of guilt.

by misterjonez on Feb 16, 2010 8:37 PM PST up reply actions  

Yep. Super hard.

You are always trying to get rid of bias but like you said, sample sizes shrink really small then.

I really think if we want to make good park factors we need to take a page from UZR and go to play-by-play data. Look at GB/FB/LD to each sector of the field. Then look at the outcome of each of these hits to come up with a run value for any batted ball type. Probably regress the run value for any GB/FB/LD in the infield since that should be more or less the same for every park. Correct run values for defense (and maybe somehow the quality of hitter but I don’t know how to do that).

This gives you a run value for any batted ball type (you could chop these up by LHB or RHB if you want). Then you can apply these run values for batted ball types to any hitter. You will probably need to correct for the hitter’s BABIP (since that is partially a skill) because this method would effectively end up assuming every hitter has an average BABIP.

I think this might work but its super hard and complicated. If the scorekeeper sucks and misclassified stuff that might make it suck. Probably would still have issues and since its more complicated, it would be more difficult to troubleshoot.

by Edgar for Pres on Feb 16, 2010 10:17 PM PST up reply actions  

I would have pegged a high K% as an indicator of a hitters' park.

Parks like Fenway would have a higher K% because other types of outs are less likely, i.e., foul outs or fly ball outs. At-bat-extending events like foul balls would be more likely. Those factors would lead to a higher percentage of outs via the K.

Generally if the fence is moved in the K% will increase. If the fence is just behind the infield dirt, almost all outs would be ground outs or strike outs. This could be checked with parks whose fences have been moved.

"The holy grail is to spend less time making the picture than it takes people to look at it." -Banksy

by two_hands on Feb 16, 2010 10:14 PM PST reply actions  

I think foul territory would make a big difference

I bet Oakland has a low K% since they have a big foul territory.

by Edgar for Pres on Feb 16, 2010 10:18 PM PST up reply actions  

Does this possibly have something to do with weather?

Seattle and Miami are both practically at sea level, with very damp air. I’m curious if this has any effect on anything. If pitches break less in Coors field because there is less air to resist them (and in turn, less break on the ball because there is less resistance), wouldn’t they break much more at sea level?

I'd sleep at the Internet, but I've found servers don't make for good pillows.

by thehemogoblin on Feb 17, 2010 1:01 AM PST reply actions  

Actually, Seattle tends to be fairly dry during the baseball season.

At least by the time you get into June. April and May are pretty humid, but that’s true for a lot of other places as well. And yes, being at sea level should make pitches break more, although Seattle shares that distinction with about a dozen other cities, so we’re not far below the average. But it’s the combination of being among the lowest cities, our dry air during summer, and our generally cooler temperatures that make our air dense. We’re like the perfect storm for creating dense air during the baseball season. We’re probably at or very near the top of the list for densest air in the Majors. You would expect pitches to have more break on them in Safeco.

by nathaniel dawson on Feb 17, 2010 2:23 PM PST up reply actions  

Kudos for

a reference to Greek mythology that involves farting. However, I must point out that Aelous is simply King over the winds and is not a wind producing entity himself.

by levnclf on Feb 17, 2010 1:56 PM PST reply actions  

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