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Fielding Metrics, Part 2: Hacking Into the Jungle

[Previously, on 24 Fielding Metrics]

As I bravely continue on, into the more abstruse end of defensive metrics, I must confess, there is a certain amount of faith required here. The raw data and computations required for these advanced measures have a tendency to be not readily available and/or easy to understand. This makes me somewhat wary of them: if I'm told Player X is batting .375, I know where to find the information necessary to verify this. But if I'm told Player X has a UZR of +2.2, I have little or no way to check if this is correct. I just have to assume the creator hasn't misplaced a decimal point somewhere. With that caveat, let's plow in.

To go into deep analysis, you need more specific information about the precise location of every batted ball. This kind of detail is not easily found, and you tend to have to pay one of the two services for it: Stats, Inc or Baseball Info Solutions. That's at the moment: I can imagine, as we go forward, that this data will eventually become more generally available, in much the same way that detailed splits for hitters are now accessible to all. [As an aside, BIS are looking for minor-league scorekeepers for next season, to attend games and record them. However, their list of locations for 2009 includes Tucson: Might be a bit quiet around there.]

Let's start off at Baseball Musings, where David Pinto uses the batted-ball information from BIS, works out the odds of each ball being converted into an out, and uses this to come up with a Probabilistic Model of Range - the number of outs a team would be expected to get, based on where the balls were hit, and compares this to the number actually recorded. By this measure, the Diamondbacks came out almost exactly average, recording just five outs more than the were expected to get. However, there were wide variations between our performance at the various positions. Here are the figures for each, and the results for our players who had most time at the position.

  • 1B: -19 outs [Jackson -8.4; Tracy -5.9]
  • 2B: +21 outs [Hudson +6.3]
  • 3B: -14 outs [Reynolds -11.7]
  • SS: +3 outs [Drew -7.3]
  • LF: +7 outs [Jackson +6.9; Byrnes -4.1]
  • CF: +4 outs [Young +5.1]
  • RF: +1 out [Upton +6.3]
  • C: +1 out [Snyder +0.5]
  • P: -4 outs [Webb +5.9; Haren -4.2; Johnson -4.9]

They also give the number of expected and actual outs by pitcher, and thus which pitchers were helped or hurt by how their defenses played behind them. The results for Arizona are: Owings +4.2; Davis +4.8; Haren +6.4; Webb -2.4; Johnson -4.2. So if it often seemed last season, that Johnson was the unfortunate victim of poor fielding, there would appear to be some factual merit to the feeling. However, as the figures for pitchers suggest, to a certain extent, he was as much a part of the problem himself as anything.

Pinto also provides charts which show how an individual player's performance varies, depending on the location of the balls hit to him. Here is one of the charts for Justin Upton, for example:

0052220901_medium

To read this chart. imagine you're at home plate. looking over at right-field. The X-axis [the horizontal one] covers the territory belonging to the RF, from center-field on the left, across to the first-base line and on into foul territory on the right. The Y-axis [vertical] counts outs made, and expected to be made, in that zone; the red line is the number actually converted and the green is what an average player would make. The dashed line is the difference between expected and actual performance. Charts are available for fly-balls, liners and two categories that cover the ground in the middle.

This may help explain the debate over Upton's defense. If you look at the chart, you will see that he has trouble with balls basically hit right at him, turning those into outs at well below average rates. But look how the line goes sharply up when the ball is hit to his left or right. And the further right or further left, the more balls above average he is turning into outs.Clearly there is evidence here for his speed and incredible athletic talent. When he can get on his horse and go get it, he can reach places few outfielders can get to. But more experienced outfielders will handle the balls hit towards them better than Justin does at this point.

You can't teach speed, or the ability to go deep into gaps and take away extra base hits.  He's already getting a lot more of those than the average fielder, and thats why the defense metrics like him. It'll be interesting to see how these charts will look as he gets better at making reads and taking even better routes to the ball, something which only comes with experience. In the meantime, I'd expect him to start handling balls hit right at him and not get caught in between on sinking liners quite so often. Thats something he can definitely learn and improve on over time, so we'll see if that middle dip fills in this season.

Similar to this is The Fielding Bible, which uses a plus/minus system to rate fielders. This was another invention of John Dewan, and works as follows. Based on the location, type (fly ball, line drive, etc.), and how hard the ball was hit, he comes up with a percentage change of an average player making the play. Say this figure is 20%. If the fielder succeeds he gets credit of 1 - 0.2 = +0.8. plays above average. If he fails, he gets a black mark, to the tune of 0 - 0.2 = -0.2 plays above average. Do this for every ball put into play, and adds up the results for each player: the result is the player's plus/minus.

The full stats for 2008 can only be found in the book, but the leaders can be found on the website, covering the top ten and bottom half a dozen players in the majors. The first one listed is among the leaders at second-base...but it's not who you'd expect. Rather than Orlando Hudson, sitting at #10 is Augie Ojeda, with a +6 rating. After this pleasant surprise, the news is not so good for new arrival Felipe Lopez, who sits tied for third-from-last, with a -12 score. Marginally worse - second bottom at -13 - is Mark Reynolds, though despite the league-leading errors, he's still a lot better than last-placed Edwin Encarnacion, a startling -21. Finally on the infield, our late season replacement, David Eckstein, rates -12 too, albeit at shortstop rather than the position he played for us.

Moving to the outfield, the third-best left-fielder in the major-leagues for 2008, according to the plus/minus system was.... Conor Jackson. Yes, CoJack rates a sturdy +14, ahead of the likes of Holliday, Willingham and Braun. I'm uncertain if these number have been scaled for time played, but if not, it's an even more impressive result, given Jackson started 66 only games in left. Moving to center, Chris Young is also rated third at the position, with +23; as noted previously, this is part of the evidence that Young was robbed in this year's Gold Gloves. Especially when the actual winner, Nate McLouth was dead-last at -40. Oh, and I forgot the pitchers, where the Diamondbacks find representation at both ends. Equal-sixth, at +5 is Brandon Webb, but dead-last was the Big Unit, scoring a -7.

Let's take an intermission, before going on for what I promise will be the last part, in case the heads of those less-sabermetrically inclined start popping like Rice Krispies! One thing to mention though. Regardless of whether the net result is measured in plays, runs or Arcturan megacredits, you should be leery about doing any kind of straight comparisons between positions. Basically, a +10 at shortstop, almost regardless of the scale, is a better fielder, and more valuable, than a +10 at first-base.  There's a lot of discussion over whether and exactly how these positional adjustments should be integrated into the numbers. For the moment, it's probably just something to bear in mind when looking at the numbers; exercise caution if trying to draw conclusions across positions.

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[As an aside, BIS are looking for minor-league scorekeepers for next season, to attend games and record them. However, their list of locations for 2009 includes Tucson: Might be a bit quiet around there.]

Tucson Toros

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by DbacksSkins on Dec 28, 2008 4:45 PM EST reply reply actions actions   0 recs

Minor-league?

I thought they were independent?

by Jim McLennan on Dec 28, 2008 5:02 PM EST to parent up reply reply actions actions   0 recs

True.

I suppose that’s a tangible distinction — I just expect that the level of play will be roughly equivalent to lower-level minor league play.

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by DbacksSkins on Dec 29, 2008 3:31 AM EST to parent up reply reply actions actions   0 recs

J Up

wow, he is going to be a gold glove caliber right fielder one day. Especially with that cannon he calls his right arm

by J Up on Dec 28, 2008 5:06 PM EST reply reply actions actions   0 recs

It wouldn't surprise me

The most important thing is, he needs to avoid making those embarrassing mistakes on the simple plays, because those are what stick in the minds of opposing coaches at the end of the year, and it’s they who vote for the Gold Gloves. Mind you, after McLouth got one this year, it wouldn’t bother me if Upton or Young were never rewarded, since it’s fairly apparent the voters haven’t got a frickin’ clue on how objectively to assess defense.

by Jim McLennan on Dec 28, 2008 5:42 PM EST to parent up reply reply actions actions   0 recs

That's generally what I feel like

A lot of his errors are errors of judgment, not of skill. When he starts consistently reading the ball right, he’s going to be a terror out there.

If I wasn’t too lazy to search for it, I’d find a good video of The Throw, because that’s the kind of thing I think J-Up might be able to do if he works hard.

"That's a cop-out, and you know it, and it breaks my heart into a thousand pieces that we ain't gonna save America with your blog today."

by kishi on Dec 28, 2008 8:04 PM EST to parent up reply reply actions actions   0 recs

How is it possible...?

…for Drew to be so bad (-7.3) and yet our shortstops earn a +3 overall? Drew played 90% of the time (582 chances out of 648). So for Augie (59 chances) and Burke (7) to earn a combined +10.3 they would need to play at an other-worldly level. But their combined fielding percentage (.939) was much worse than Dirt’s .976.

by fjm235 on Dec 28, 2008 9:12 PM EST reply reply actions actions   0 recs

Good question

I got that info from here, on our sibling blog at Beyond the Box Score. I’ve fired off an email to the author of the article, pointing out the apparent discrepancy: we’ll see what he says!

by Jim McLennan on Dec 28, 2008 10:55 PM EST to parent up reply reply actions actions   0 recs

Thanks for following up on this.

Based on their chart, D’backs SS’s not named Drew produced 47 actual outs vs. 36.4 predicted outs. That’s nearly a 30% difference. In contrast, Marco Scutaro had by far the best % difference of all the SS’s listed in the table and he was barely over 10%. I’m more convinced than ever that something is wrong.

by fjm235 on Dec 29, 2008 11:37 AM EST to parent up reply reply actions actions   0 recs

Quite a mystery we have here. ;-)

I’m guessing it has to do with the Freemasons, Illuminati, the United Nations, and the Vatican. Someone, somewhere, in a black helicopter, is artificially modifying the Dbacks’ defensive metrics.

::puts on tinfoil hat::

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by DbacksSkins on Dec 29, 2008 12:36 PM EST to parent up reply reply actions actions   0 recs

Don't forget

The FEMA coffins… [Youtube is your conspiratorial friend…]

by Jim McLennan on Dec 29, 2008 1:59 PM EST to parent up reply reply actions actions   0 recs

It's all tied in

to the New World Order’s secret plan for the controlled demolition of Chase Field, while falsely blaming the BOB’s destruction on light rail trolleys hijacked by fans of the Rockies — a religious fundamentalist group. Russ and Rox Girl will be forced to go into hiding in caves in the Rocky Mountains, but will release videos to FSRM every couple of months, making futile and inevitably losing bets with Jim. Then, despite the fact that Frank McCourt had nothing to do with it, the Dbacks will make up evidence implicating the Dodgers as well and charging them with being a threat to Dback dominance over the NL West, claiming that the Dodgers have a secret black ops program to re-sign Manny Ramirez, the slugger who also goes by “Chemical Manny” — known to be a weapon of locker room chemistry mass destruction. This will all be announced by President Derrick M. Hall, but the real power behind the throne lies with Jeff Moorad and Earl Kendrick, who spends most of his time in an undisclosed location. General Manager Josh Byrnes will try to dissuade Moorad and Kendrick of their plans behind the scenes, but will publicly make a speech to the Major League Baseball owners’ meetings laying out the supposed evidence against the Dodgers. Meanwhile, everyone knows that the Yankees and Mets secretly control everything and are run by the Jews.

All this, just so the Dbacks have an excuse to move to Los Angeles. Fight back, Snakepitters!! No blood for suntan oil!!

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by DbacksSkins on Dec 29, 2008 2:46 PM EST to parent up reply reply actions actions   0 recs

Black helicopters?? Got that covered
At about 2 a.m. last Friday, some Tempe residents were awakened by a helicopter circling over their neighborhood near McClintock Drive and Guadalupe Road. About 200 of them called Tempe police.

On Saturday morning, that helicopter returned. Tempe police dispatchers fielded about 100 calls.

But as of late Tuesday,no one could say just who was flying that helicopter or why it was hovering over a south central Tempe neighborhood.

The helicopter had been registered as a “military flight” but it’s been difficult to learn much more, said Oddvar Tveit, an environmental quality specialist for the city of Tempe.

If you make every game a life-and-death thing, you're going to have problems. You'll be dead a lot.

by unnamedDBacksfan on Dec 29, 2008 2:08 PM EST to parent up reply reply actions actions   0 recs

Yeah, I saw that story. A bit odd, isn't it?

Maybe THEY were the ones messing with our defensive metrics!!

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by DbacksSkins on Dec 29, 2008 2:14 PM EST to parent up reply reply actions actions   0 recs

Darn them!

Spies I tell ya, from one of the NL West teams.

just wait until Art Bell/George Noory get a hold of this story

If you make every game a life-and-death thing, you're going to have problems. You'll be dead a lot.

by unnamedDBacksfan on Dec 29, 2008 2:21 PM EST to parent up reply reply actions actions   0 recs

From David Pinto himself
Augie Ojeda recorded 45 outs with a predicted 33.99 outs for a ratio of 132.39. That’s the highest in the majors for any shortstop with 100 balls in play. Burke didn’t get enough balls in play to make a difference.

Augie Ojeda for a (very small) Gold Glove!

by Jim McLennan on Dec 30, 2008 2:42 PM EST to parent up reply reply actions actions   0 recs

In Augie's case,

it’d have to be small enough to fit raccoon paws.

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by DbacksSkins on Dec 30, 2008 2:45 PM EST to parent up reply reply actions actions   0 recs

Wow!

"We...probed them all the way through. They're completely meat." — Terry Bisson

by Scrbl on Dec 30, 2008 5:43 PM EST to parent up reply reply actions actions   0 recs

Wow

That’s incredible.

"That's a cop-out, and you know it, and it breaks my heart into a thousand pieces that we ain't gonna save America with your blog today."

by kishi on Dec 30, 2008 5:58 PM EST to parent up reply reply actions actions   0 recs

It certainly is.

Only 5 TEAMS had an “Outs Delta” better than Augie’s +11. And that’s despite getting 10 times as many chances. If this is true the D’backs should immediately install him as their everyday SS, moving Drew to 2nd. I don’t suppose it’s possible to identify the actual plays where those extra 11 outs came from.

by fjm235 on Jan 1, 2009 4:40 PM EST to parent up reply reply actions actions   0 recs

Here are the graphs for Augie

Just like the ones for Justin Upton, discussed in the main body:

Augie Ojeda at SS

Looking at them, it appears he was particularly good going to his left on groundballs, and that’s where most of the Outs Delta came from. I’m not sure how good he’d be at second – these are his graphs at 2B, and they look fairly close to average.

by Jim McLennan on Jan 1, 2009 8:03 PM EST to parent up reply reply actions actions   0 recs

Thanks!

It looks to me like he got even more Outs Delta going to his right (i.e., toward the 3B line). First two points appear to be +4.8 (Actual: 13, Predicted: 8.2). If hit right at him: +1.5 (8 vs. 6.5). To his left: +4.2 (17 vs. 12.8). (Note: although his peak is halfway between LCF and 2B, every other SS I looked at had his peak just one grid to the right of LCF so I’m assuming that’s where they normally play. Maybe Augie “cheats” toward 2B?)

So if I’ve read it right his ratios are: to his right, 1.59; at him, 1.23; to his left, 1.33. All very good, but going to his right he’s unbelievable. Particularly the first line on the grid (+2.5, 2.00). Too bad we can’t just call up those 5 outs and judge for ourselves. Guess I’ll have to wait for Part 3 to find out if other metrics confirm he’s that good.

by fjm235 on Jan 2, 2009 2:24 PM EST to parent up reply reply actions actions   0 recs

D'oh.

By his left, I meant his right. Or the batter’s left. Or something. The other way. :-)

by Jim McLennan on Jan 2, 2009 4:14 PM EST to parent up reply reply actions actions   0 recs

It’s to your left, at least. =)

"That's a cop-out, and you know it, and it breaks my heart into a thousand pieces that we ain't gonna save America with your blog today."

by kishi on Jan 2, 2009 5:22 PM EST to parent up reply reply actions actions   0 recs

agreed

sometime I’ll see Justin run 100 feet and make a spectacular catch and a few innings later a ball will be hit right at him and he’ll turn it in to a triple

by J Up on Dec 29, 2008 12:12 AM EST reply reply actions actions   0 recs

HELLOOOO.....

helloooo….helloooo….helloooo…. ::echoes::

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by DbacksSkins on Dec 30, 2008 11:56 AM EST reply reply actions actions   0 recs

Ssshhhhhh!

They’ll find us!

If you make every game a life-and-death thing, you're going to have problems. You'll be dead a lot.

by unnamedDBacksfan on Dec 30, 2008 12:22 PM EST to parent up reply reply actions actions   0 recs

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