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Betancourt, xBABIP and Batted Balls

I think most people who frequent Brew Crew Ball are familiar with the stat BABIP (batting average on balls in play), which is usually taken as a measure of how "lucky" or "unlucky" a hitter has been depending on the difference between his BABIP and the baseline of .300.  However, some batters are able to consistently maintain high or low BABIPs, leading one to believe that the simple formula for BABIP doesn't always tell the whole story.  As a result, two writers at the Hardball Times came up with a metric called xBABIP (expected BABIP) a few years ago that uses a number of advanced factors to give a better estimate of what we should expect a hitter's BABIP to be (i.e. not necessarily .300) [link]. 

These stats can be useful in examining Yuniesky Betancourt as his extremely low BABIPs over the last two or three seasons (.256 and .267 in the previous two) - seasons which helped lead to a lot of hyperbole about Betancourt being the "worst player in baseball" -  suggest something weird may have been going on.  Did Betancourt suddenly start doing something different that made his offensive production plummet in 2009 (and continue to be depressed by a low BABIP in 2010)?  I decided to take a quick look at xBABIP and Betancourt's batted ball data to see what was going on:

Star-divide

xBABIP uses a number of advanced stats, but the Hardball Times has also made a simple tool available for making a quick estimate of xBABIP [link].  For the sake of consistency, I'm using this simple xBABIP calculator throughout the post, even though this is a fairly rough estimate of the more advanced xBABIP metric.  First, it might be useful to see how Betancourt's xBABIP has compared to his BABIP across his career:

Year BABIP xBABIP
2005 0.282 0.285
2006 0.308 0.306
2007 0.302 0.300
2008 0.289 0.299
2009 0.256 0.294
2010 0.267 0.300

Betancourt's xBABIP has actually been remarkably consistent (the largest outlier in 2005 is only over 228 PA) and for the first few years of Betancourt's career his BABIP mirrored his xBABIP incredibly closely.  However, his BABIP began to fall relative to his xBABIP in 2008 and in 2009/2010 it fell off a cliff relative to his xBABIP. 

Using xBABIP, we can come up with a number for xHits and from there xAVG/xOBP/xSLG (conservatively assuming that each additional hit would have been a single).  For the record, here are Betancourt's career lines (excluding the short 2005 season) with a rough estimate of wOBA [(OBP*1.75+SLG)/3] and with the previous three seasons adjusted for xBABIP:

Year AVG OBP SLG OPS wOBA
2006 0.289 0.310 0.403 0.713 0.306
2007 0.289 0.308 0.418 0.726 0.310
2008 0.289 0.309 0.401 0.710 0.314
2009 0.279 0.306 0.386 0.692 0.307
2010 0.288 0.315 0.433 0.748 0.328

Those lines not only make Betancourt look remarkably consistent, but also a potentially very solid offensive shortstop.  To put things into context, the .328 expected wOBA last season would have ranked fifth among qualified shortstops (right behind Jose Reyes' .329).  Betancourt's recently-terrible defense is much easier to swallow if he's hitting like that, and the xwOBA from his seemingly "worst player in the majors"-defining 2009 season is 36 points higher than his actual wOBA, which over 508 PA works out to a difference of somewhere around 1.5 wins above replacement! (again a rough estimate)

How can we explain the huge drop in BABIP versus xBABIP?  The advanced factors that go into xBABIP suggest that Betancourt has been doing everything basically the same, and his batted ball percentages seem to support that:

Year GB% FB% LD% IFFB%
2006 46.4 35.7 17.9 17.2
2007 43.0 37.7 19.3 16.2
2008 40.0 40.0 20.0 12.0
2009 41.8 41.1 17.1 17.6
2010 39.8 42.4 17.8 11.4

If anything, he's hitting slightly more fly balls and slightly fewer ground balls, but the difference from 2007 on is minimal.  There doesn't seem to be any major systematic changes in the number or type of pitches he's swinging at or making contact with either (although this Fangraphs article suggest that a higher percentage of his swings have been at pitches out of the zone, I don't think that by itself can come close to accounting for the drop in BABIP, and the trend is inconsistent). 

Is Betancourt just making weak contact and hitting a lot of weak flies, or has he gotten fat and slow and no longer reaching base on grounders?  Breaking his BABIP for each year into the different types of batted balls (ground balls, fly balls, line drives) gives some useful insights:

Year Type BABIP AL Avg.Diff.
2006 GB 0.303 0.247 +0.056
2007 GB 0.275 0.246 +0.029
2008 GB 0.260 0.242 +0.018
2009 GB 0.229 0.239 -0.010
2010 GB 0.183 0.234 -0.051
2006 FB 0.098 0.143 -0.045
2007 FB 0.136 0.137 -0.001
2008 FB 0.130 0.139 -0.009
2009 FB 0.112 0.135 -0.023
2010 FB 0.149 0.138 +0.011
2006 LD 0.730 0.727 +0.003
2007 LD 0.663 0.728 -0.065
2008 LD 0.648 0.720 -0.072
2009 LD 0.658 0.730 -0.072
2010 LD 0.716 0.715 +0.001

Although showing a steady decline, his BABIP on ground balls stayed relatively close to the league average in 2008 and 2009, but plummeted relative to the league average in 2010.  His BABIP on fly balls fell in 2009, probably due to the spike in IFFB%, but was back above average last season. It seems feasible that Betancourt is getting older and slower, and thus his gbBABIP has fallen, but even if he has below average speed now I don't think he's to such an extreme as to drop his gbBABIP versus the league average that much (xBABIP does take speed into account, albeit in a very limited manner in the simple xBABIP calculator that I used).

In 2007-2009 his line drive BABIP was inexplicably low, but it recovered last season.  Generally line drives are the ideal balls for hitters to be putting into play, so the ridiculously low ldBABIP definitely had a large negative effect on Betancourt's numbers (especially since he's a guy who puts a lot of balls in play and who has a roughly average LD%).  I'm not sure what explanations there could be for why so few of his line drives fell for hits in those years, but I would be interested to hear if anyone has any theories.  If you're hitting line drives, you're usually hitting the ball pretty well.  The extremely low ldBABIPs in those years also suggest that the xBABIP adjusted batting lines above are very conservative, as a lot of the balls Betancourt was getting "unlucky" on were line drives, which can often result in extra bases instead of just singles.

If Betancourt has suddenly become a terrible hitter who cannot make solid contact (one plausible explanation for the fall in BABIP) he's being strange about it.  Based on the random fluctuations in the above component BABIPs, that explanation seem unlikely to me (remember that his GB%/FB%/LD% have remained relatively constant).  Betancourt hasn't become worse at one particular thing (i.e. he hasn't started consistently hitting weak grounders or weak fly balls), instead it looks a lot like he's just been getting very, very unlucky with balls in play.  He's average in gbBABIP one season and terrible the next, terrible in fbBABIP or ldBABIP one year and above average the next.  It seems fairly random, as opposed to a systematic decline in his skill set. 

 

 

If Betancourt had put up the xBABIP-adjusted lines posted above, including the very-good-for-a-shortstop .328 xwOBA from last season, I think a lot of us might be much less worried about having Betancourt on the team next season.  But what about his terrible defense? 

This is purely speculation, but based on a lot of the comments I've read about Betancourt around the web, it seems like he's a player who has the tools but can have some serious motivational problems on the field.  Perhaps not coincidentally, his defense fell off a cliff alongside his BABIP.  Could the sharp increase in balls not falling in for hits and line drives being snared have contributed to Betancourt's frustration and his "lazy" approach at shortstop?  I don't know, but it's interesting to think about.

I think there's plenty of reasons to expect Betancourt's BABIP to rebound next season, and I don't see any compelling reason to think that he's suddenly become the type of player who can sustain such a low BABIP indefinitely (nor has the xBABIP metric).  The boost in offense alone substantially raises Betancourt's value, but it's fun to be optimistic and think that maybe the resulting increase in Betancourt's "luck" at the plate (as well as playing on a winning team) might help motivate Betancourt to play better defense too.  I'm not saying he's a great player, but at this point it seems we're basically left with finding things to be optimistic about in Betancourt and praying for the Deity's durability.

Comment 13 comments  |  4 recs  | 

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great job

one question about the liners

does he tend to hit his liners in a dead-pull fashion? e.g. right down the 3rd base line where if it’s not caught it’s more likely to fall foul than drop for a hit?

are “high/far liners” vs “low liners” quantified? in other words, do his liners tend to drop just past the infield or do they hit 6 feet up on the outfield wall?

by PagsBrewCrew on Jan 21, 2011 12:26 PM CST reply actions  

I can't post the pictures from where I am, but he's a pull hitter not necessarily a dead pull hitter

On this TexasLeaguers spray chart, he has most of his infield outs to the left side of the infield, but he still has a fair number of hits to right field. All of his power is to straightaway left, though. Overall, the fielders probably have to play him pretty honest.

SRB is already aware that I’m skeptical of Betancourt’s ability to bring up his BABIP, but there are precedents for recovery. Nick Swisher went .301, .249, .272, .335 in consecutive seasons.

How does xBABIP work with proven low BABIP guys? Could you run the xBABIP on traditionally low BABIP guys? Andruw Jones, Cesar Izturis and Jason Kendall come to mind. Does their xBABIP stay consistently low or does it keep projecting them to have BABIP around .285-.290?

Statistical measures, in general, have trouble with outliers and I suspect xBABIP plays by the same rules.

by ecocd on Jan 21, 2011 1:22 PM CST up reply actions  

I’ll have to look into players like Jones or Izturis to see if there is some visible reason that they consistently underperform or if it appears similar to Betancourt. The reasons I think Betancourt might be different are 1) His xBABIP has been consistently around .300 (Jones and Izturis hit well below their xBABIP, like you said probably because they’re outliers in terms of their skill sets, but their xBABIPs seem to predict that they will hit poorly and are in the relatively low .280 range) and 2) the batted ball data doesn’t show any pervasive reason that Betancourt would be so “unlucky”. There’s nothing systematic, his groundball numbers are up one year and down the next, etc.

Ryan Braun: He loves it. -- Four pitchers in history with 8.5+ WAR and <250 IP seasons: Greg Maddux (age 29), Pedro Martinez (age 28), Roger Clemens (age 27), Zack Greinke (age 25).

by SRB on Jan 21, 2011 6:07 PM CST up reply actions  

(PS – thanks for the bump to the frontpage again, Kyle or whoever!)

Ryan Braun: He loves it. -- Four pitchers in history with 8.5+ WAR and <250 IP seasons: Greg Maddux (age 29), Pedro Martinez (age 28), Roger Clemens (age 27), Zack Greinke (age 25).

by SRB on Jan 21, 2011 6:12 PM CST up reply actions  

He definitely doesn't appear to be an extreme pull hitter.

Based on his MLB Gameday line outs at home between ’08 and ’10 (from here) it looks like he had:
2 to CF
2 to LF
5 to RF
4 to 2B
3 to SS
1 to 3B
1 to P

Presumably he’s similarly all over the field away from home too.

It looks like he hits a fair number of them pretty far too, as he has 247 singles and 83 extra-base hits off line drives in his career.

Ryan Braun: He loves it. -- Four pitchers in history with 8.5+ WAR and <250 IP seasons: Greg Maddux (age 29), Pedro Martinez (age 28), Roger Clemens (age 27), Zack Greinke (age 25).

by SRB on Jan 21, 2011 5:59 PM CST up reply actions  

Great post

This is the content I love to read here.

Don’t know if this is possible, but it would be interesting to break these numbers number by in zone and out of zone swings. The fangraph article and subsequent comments are depressing and took away some of the hope (however irrational) that if they can just get him to be be more selective or lay off those out of zone pitched he might be an acceptable starting shortstop.

Call it wishful thinking, but maybe Sveum can work his Hart magic on Betancourt’s out of zone tendencies.

BCB, the preferred above replacement level sarcasm supplier.

by MadJimiBrewha on Jan 21, 2011 1:11 PM CST reply actions  

Escobar was far below his xBABIP and a “normal” BABIP last season too (.264), which suggests he’s in for some major improvement as well. With an xBABIP of .310 his expected line would have been something like .275/.325/.366/.690.

Gomez slightly underperformed his xBABIP (.313 vs. .326) but not by nearly as much, with an expected line of .257/.307/.367/.674.

In general, all three swung at an above average number of pitches (league average Swing% = 45.6%, Betancourt = 54.0%, Gomez = 51.5%, Escobar = 47.1%) with Gomez having the highest out of zone swing rate (league average O-Swing% = 29.3%, Gomez = 39.2%, Betancourt = 38.3%, Escobar = 32.2%). Betancourt also makes ridiculous contact though (league average Contact% = 80.7%, Betancourt = 88.0%, Escobar = 85.6%, Gomez = 75.9%)

So, Betancourt appears to have had the worst plate discipline of the three, although Gomez appears to have had been the biggest swing-and-misser (which is supported by their K%/BB% too). That doesn’t mean Gomez is the worst hitter of the three or anything though, as he ended up with the best actual wOBA (although Betancourt’s xBABIP-adjusted line would have been much better) and had a career year offensively. He makes below-average contact, both inside and outside the zone, so the coaches really should get him to start laying off on more pitches.

Also interesting: I noticed that Betancourt has been seeing an average to above-average percentage of pitches inside the zone. That seems weird to me, because it seems like the pretty obvious scouting report would be to let him swing at junk.

Ryan Braun: He loves it. -- Four pitchers in history with 8.5+ WAR and <250 IP seasons: Greg Maddux (age 29), Pedro Martinez (age 28), Roger Clemens (age 27), Zack Greinke (age 25).

by SRB on Jan 22, 2011 12:06 AM CST up reply actions   1 recs

I believe Gomez saw an increase in out of zone pitches in 2010.

Other teams will probably try to push to see just how many out of zone pitches they can get away with to Betancourt.

Give him an offspeed pitch down and in. He will swing and miss.

by cooper82 on Jan 22, 2011 10:56 AM CST up reply actions  

one other possible explanation

As Betancourt gets more and more ABs, the league has used spray charts to better adjust their defense against him.

by jimf on Jan 21, 2011 7:29 PM CST reply actions  

That sounds plausible to me.

I don’t know if Betancourt is such an extreme pull hitter as to account for the tremendous drop in BABIP though. In his career he has 1175 Pull, 888 Center, 607 Right balls in play (versus someone like Andruw Jones who has 1748 Pull, 953 Center, 558 Right balls in play). The full xBABIP formula, which gives xBABIPs similar to the quick estimates I used here, also takes this into account (i.e. how well a hitter sprays the balls).

I also think that if this were the primary factor, there would be a systematic decline across his different batted ball component BABIPs rather than the seemingly random fluctuations from year to year. Plus, from last season:

Pull BABIP = 0.264
Center BABIP = 0.273
Right BABIP = 0.260

Ryan Braun: He loves it. -- Four pitchers in history with 8.5+ WAR and <250 IP seasons: Greg Maddux (age 29), Pedro Martinez (age 28), Roger Clemens (age 27), Zack Greinke (age 25).

by SRB on Jan 22, 2011 12:19 AM CST up reply actions  

Compelling argument that he could be better on offense than we expect

So while I don’t disagree with anything you said, looks really good, but I think even with a good rebound in production Betancourt still wouldn’t be the best they could do at short.

E: George 4 (5, throw, throw, throw, throw).

by Jordan M on Jan 22, 2011 8:59 PM CST reply actions  

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