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Why Were The Diamondbacks Better in 2011?

Just after the All-Star break, I took at look at what had spurred the Diamondbacks' impressive turnaround, asking Why Are The Diamondbacks Better In 2011? I extrapolated WAR numbers forward for the rest of the year, and found a projected improvement of 20.1 WAR. Looking at where that came from, the biggest factor was simply the non-presence on the 2012 roster of dead weight like Chad Qualls, Tony Abreu, Rodrigo Lopez, etc. Player improvement, year on year, was also significant, with Ryan Roberts the poster child there. What hadn't made much of a dent were the new arrivals: for every David Hernandez and J.J. Putz, there was an Armando Galarraga or Melvin Mora.

However, those numbers were provisional, and contained some obvious flaws. There was no way to predict the season-ending injury to Stephen Drew, and the extrapolation didn't take into account that Galarraga would not be troubling us the rest of the way. Now, with the numbers all in and the season in the books, let's revisit the final tallies of the 2011 season, and see whether those conclusions still hold true.

Star-divide

1. Players who were with Arizona in both 2010 and 2011

As with all the numbers in this article, I used Baseball-Reference.com's WAR, and have stuck to pitching WAR for pitchers i.e. excluded their hitting. Oddly, some of the 2010 numbers seems to have changed since the original piece: I've got no particular reason for this. The table below has four columns. WAR in 2010; WAR in 2011; the change between the seasons; and the final column lists what I had predicted their 2011 WAR to be in July. If this number is lower than the actual 2011 figure, it'll indicate the player concerned stepped up their game in the second-half - or, as we'll see often, means they weren't about to hamper the team's chances.


2010 2011 Diff p2011
Brandon Allen 0.5 0.4 -0.1 0.3
Sam Demel -0.7 0.0 0.7 0.8
Stephen Drew 3.6 1.4 -2.2 2.2
Barry Enright 1.4 -0.8 -2.2 -1.2
Cole Gillespie -0.4 0.2 0.6
Juan Gutierrez -0.4 -0.6 -0.2 -1.0
Aaron Heilman 0.0 -0.9 -0.9 -1.3
Daniel Hudson 3.2 2.6 -0.6 4.2
Kelly Johnson 4.2 0.2 -4.0 0.7
Ian Kennedy 2.7 5.5 2.8 4.3
Zach Kroenke -0.1 -0.1 0.0 -0.2
Miguel Montero 1.1 4.5 3.4 3.7
Gerardo Parra 0.9 1.9 1.0 3.2
Ryan Roberts -0.3 3.4 3.7 4.0
Joe Saunders -0.2 2.4 2.6 2.5
Justin Upton 3.2 4.1 0.9 3.5
Esmerling Vasquez -0.3 -0.1 0.2 0.0
Chris Young 4.1 4.8 0.7 5.8
TOTAL
22.5 28.9 6.4 31.5

The final tally ended up a little lower than projected. The absence of Stephen Drew was obviously a factor, but Daniel Hudson and Gerardo Parra couldn't quite sustain their production in the second half. That countered the departure of Juan Gutierrez, Aaron Heilman, etc. from the full-year roster. The table also lets us see who were the most-improved Diamondbacks (by WAR) in 2011. The leaders there were Roberts (+3.7), Montero (+3.4) and Saunders (+2.6), which seem to pass the eyeball test reasonably well. In total, the "internal change" was worth 6.4 wins, which seems reasonable given the general youth of our roster.

2. Players who joined Arizona for 2011


2011 p2011
Henry Blanco 1.1 0.7
Willie Bloomquist -0.2 -0.3
Geoff Blum 0.0 -0.2
Russell Branyan -0.2 -0.2
Yhency Brazoban 0.0 -0.2
Sean Burroughs -0.6 -0.7
Alberto Castillo 0.3 0.3
Josh Collmenter 2.5 3.3
Ryan Cook -0.2
Collin Cowgill -0.2
Zach Duke 0.0 0.0
Armando Galarraga -1.3 -2.5
Paul Goldschmidt 0.1
Robby Hammock -0.1
David Hernandez 1.1 1.5
Aaron Hill 1.7
Jason Marquis* -1.0
John McDonald -0.3
Kameron Mickolio -0.1 -0.2
Wade Miley* 0.2
Juan Miranda* -0.4 -0.5
Melvin Mora -0.4 -0.7
Xavier Nady -0.1
Lyle Overbay* 0.2
Micah Owings 0.5 1.0
Jarrod Parker 0.4
Joe Paterson 0.7 0.5
Wily Mo Pena -0.1 -0.2
J.J. Putz 2.2 1.3
Cody Ransom -0.4
Bryan Shaw 0.5 0.0
Josh Wilson 0.1 0.2
Brad Ziegler 0.3
TOTAL 6.3 3.1

This table lists the players who arrived in Arizona for the season, and there's just two columns: actual 2011 WAR and the mid-season projection. In total, the drop in internal production during the second half was largely countered by an uptick here, which resulted in 3.2 extra wins compared to July expectations. Two moves were key: the arrival of Hill (+1.7 WAR) and the exile of Armando Galarraga, whose absence "saved" the Diamondbacks about 1.2 WAR. The rest of the second-half moves, such as the signing of Marquis, did little or less than nothing. Despite the impact on morale of Goldzilla, his production didn't moved the needle very much.

Again, by comparing the 2011 and p2011 columns, we can see who surged in the second-half. A trio of players stand out there: J.J. Putz (second-half ERA: 0.77), Henry Blanco (second-half OPS: 1.031) and Bryan Shaw (2.25 second-half ERA, plus only threw 4.1 innings before the break). The total contributed by those not on the roster in 2010, ended up at 6.3 WAR, almost exactly the same amount as those who were present in both seasons, and double the mid-season number. So, by this measure, Towers' off-season acquisitions and in-season promotions did contribute a significant slice to our success by year's end.

3. Players who left Arizona after 2010


2010
Tony Abreu -1.5
Brandon Allen 0.5
Kris Benson -0.1
Blaine Boyer -0.2
Billy Buckner -0.9
D.J. Carrasco -0.3
Ryan Church 0.3
Bobby Crosby -0.1
Mike Hampton 0.2
John Hester -0.5
Bob Howry -0.7
Conor Jackson 0.2
Edwin Jackson -0.1
Adam LaRoche 0.4
Rodrigo Lopez -0.7
Kevin Mulvey 0.0
Jordan Norberto -0.2
Augie Ojeda -0.5
Chad Qualls -2.5
Mark Reynolds 0.4
Saul Rivera -0.4
Rafael Rodriguez 0.0
Carlos Rosa 0.1
Leo Rosales -0.5
Rusty Ryal -0.4
Konrad Schmidt -0.1
Chris Snyder 0.6
Daniel Stange -0.2
Cesar Valdez -0.9
Dontrelle Willis -0.3
TOTAL -8.4

This aspect hasn't changed, of course - except for the odd adjustments in 2010 WAR noted above - and still remains the biggest factor in the team's improvement, adding up to more than eight wins added, simply by not having these players on the roster. Not all of them were worse than replacement, e.g. Brandon Allen and Chris Snyder, but those contributions were hugely outweighed by the gurgling vortext of suck represented by the likes of Chad Qualls, Tony Abreu and Rodrigo Lopez.

There's another stat which brings this number home. We can compare the number of innings thrown, by players who were at or below replacement level, between the two seasons

2010
IP WAR
2011
IP WAR
Chad Qualls 38 -2.5
Zach Duke 76.2 0.0
Cesar Valdez 20 -0.9
Armando Galarraga 42.2 -1.3
Billy Buckner 13 -0.9
Barry Enright 37.2 -0.8
Rodrigo Lopez 200 -0.7
Aaron Heilman 35.1 -0.9
Bob Howry 14.1 -0.7
Esmerling Vasquez 30.1 -0.1
Sam Demel 37 -0.7
Sam Demel 25.2 0.0
Leo Rosales 16.1 -0.5
Juan Gutierrez 18.1 -0.6
Saul Rivera 3.2 -0.4
Jason Marquis 11.1 -1.0
Juan Gutierrez 56.2 -0.4
Ryan Cook 7.2 -0.2
Dontrelle Willis* 22.1 -0.3
Kameron Mickolio 6.2 -0.1
Esmerling Vasquez 53.2 -0.3
Yhency Brazoban 6 0.0
D.J. Carrasco 22.2 -0.3
Zach Kroenke 4 -0.1
Daniel Stange 4 -0.2
TOTAL 302.1 -5.1
Joe Saunders* 82.2 -0.2



Jordan Norberto* 20 -0.2



Blaine Boyer 57 -0.2



Zach Kroenke* 6.2 -0.1



Edwin Jackson 134.1 -0.1



Kris Benson 14 -0.1



TOTAL 816.1 -9.7



That's an astonishing amount of "garbage innings" thrown last year - 57% of all innings pitched by Arizona last year, were by someone whose performance was at or below replacement level. That number was slashed dramatically in 2011, and illustrates an interesting point: a team can improve significantly by raising the bottom of its pitching barrel. If we look at the bottom 816.1 innings by WAR pitched for us this year, that more or less covers everything not thrown by Ian Kenendy, Daniel Hudson and Josh Collmenter. Those 800-odd innings resulted in +3.5 WAR - thirteen wins more than the same innings gave us in 2010.

This perhaps sheds light on the D-backs pitching moves this winter, particularly with regard to the rotation. A win obtained by getting a less crappy #5 starter is worth exactly the same as one obtained by upgrading the top of the rotation - but the former costs a good deal less than the usual $4-5 million. If you're looking for market inefficiencies to exploit, it could be one such. At this point, Trevor Cahill has basically replaced the hodge-podge of #5 starters we used last year. They started 39 games, with a 5.56 ERA and about -2.0 WAR [that does include Duke and Owings relief-work]. Got to think Cahill should improve significantly on that, enough to offset regression from the others.

Summary
If you add up these three areas, you get about 21 wins more. Obviously, a hefty increase, it's short of the 29 win improvement seen by Arizona. However, it is closer to the 19 win improvement in Pyhagorean record: last year, the team wasn't as bad (going by runs scored + allowed) as their record suggests; this year's model overperformed a bit, mostly because of a stellar 28-16 record in one-run games. That's six games above random chance - there's little data to suggest winning one-run games is a repeatable skill, year on year, as the 2007-08 team found out - largely covering the difference between WAR improvement and W-L improvement.

This year, there will be less dead wood left to cull, though the absence of Heilman, Marquis and Galarraga is a good chunk of WAR we won't have to claw back in 2012.. All told, about -1.6 WAR isn't coming back in hitters, and probably about -3.7 WAR in pitchers, depending on what happens with the fringey arms. I think there's still room for some internal improvement:, most obviously from a full season of Goldzilla and a (hopefully) healthy Stephen Drew. On the other hand, will Miguel Montero and Ryan Roberts sustain their output, and I think overall, we'll remain fairly static. The final number may all come down to how new arrivals Jason Kubel and Cahill perform.

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culling deadweight

cannot be underestimated

however, i do want to point out that at some point you have to worry about the top tier talent as well. substituting a decent starter for the vortex of suck that was our 5th starter will help us in the regular season, but amounts to nothing in the playoffs

by blue bulldog on Jan 19, 2012 12:20 PM EST reply actions  

It would allow you to have a quick hook

Typically, your 5th starter is in the bullpen for the post-season, and if he’s decent, it means that you can yank your #1-4 guy if he’s throwing a stinker, before he loses the game entirely. I agree it’s less valuable there, but it’s not “nothing”.

"There's one rule by which I generally run my life:
What would Mothra do?"

by Jim McLennan on Jan 19, 2012 12:31 PM EST up reply actions  

/insert jim mora

Tomorrow is another day.

by soco on Jan 19, 2012 7:33 PM EST up reply actions   1 recs

about culling dead weight

This was clearly such an important factor for the 2011 team.

I think it’s why we need to be careful when using metrics like WAR not to forget that just because a guy is measured at x amount above replacement, it doesn’t mean we even have a replacement level player available to take his place.

It’s why Ryan Roberts’ value exceeded his WAR value. Because if he didn’t step up with his career year last year, we would have gotten 600 PA’s of Melvin Mora and Cody Ransom at 3rd base.

That probably would have added up to negative 3 WAR or something. So the difference between having Roberts and not having Roberts go off for a career year was more than his actual WAR value.

WAR is a great concept and a good tool, but when looking at Roster construction, we have to pay more attention to who the actual replacement players are.

KT lucked out somewhat with Roberts of course. Had Roberts sucked and Mora and Ransom got most of the 3b PT, and Reynolds played even halfway passable defense in Baltimore the trade would not have looked like such the slam dunk win that it was.

It could still go south. If Roberts regresses, and Hernandez falls apart, and Reynolds has a 40HR season in Baltimore, people may end up revisiting that trade after all. (Not likely….but you know how these things are…..you never know for sure)

The worst major leaguer is better at baseball than I'll ever be at anything I ever do in my life.

by shoewizard on Jan 19, 2012 10:45 PM EST up reply actions  

Good point

Same with Galarraga / Collmenter. I think seeing the latter pitch well helped give the team the ability to send Galarraga down, feeling that, Josh would be, at worst, no downgrade.

"There's one rule by which I generally run my life:
What would Mothra do?"

by Jim McLennan on Jan 20, 2012 11:29 AM EST up reply actions  

+1

"Slump? I ain't in no slump. I just ain't hitting." Yogi Berra

by njjohn on Jan 25, 2012 7:48 PM EST up reply actions  

Those numbers from 2010 make me sad again

How Chad Qualls managed to rack up -2.5 WAR is only 38 innings is unbelievable.

Where have you gone, Greg Colbrunn?

by SenSurround on Jan 19, 2012 1:44 PM EST reply actions  

I hates

him.

Tomorrow is another day.

by soco on Jan 19, 2012 7:33 PM EST up reply actions  

Weird

Goldie .1 WAR
Parker .4 WAR (5.2 Innings)

Imagine if Parker started 30 games! We just trade a 10+ WAR pitcher for Cahill ;)

by Counsellmember on Jan 19, 2012 2:37 PM EST reply actions  

Hard to believe Goldie vs Allen

Allen gets .4 WAR and Goldie gets .1 WAR? I know it’s picking nits, but it SEEMED to me that Goldie’s defense was much better (although I think I have heard defensive metrics don’t give credit to the 1B for saving errors on throws), and it also seemed his offense was better. Looking up stats:

Goldie: 177 PAs, 117 OPS+
Allen (for Az): 37 PAs, 124 OPS+

So I guess his offense wasn’t better per PA, but with almost 5x PAs and a OPS+ over 100, it’s hard to understand how Allen gets a higher WAR. Or does that include his stats with the As (where he had an AWESOME start)?

by Craig from Az on Jan 19, 2012 2:50 PM EST reply actions  

Good stuff Jim!!

Insanity: Doing the same thing over and over and expecting a different result.

by sonic barracuda on Jan 19, 2012 4:42 PM EST reply actions  

That

had a lot to do with it, yes.

sententia Platonis semper in ore illius fuit, florere civitates si aut philosophi imperarent aut imperantes philosopharentur

by NASCARbernet on Jan 19, 2012 7:01 PM EST up reply actions   1 recs

I'd like to think that is true

But I’ve seen too many “manager/coach of the year” winners with basically the same team stink and get fired the next year. I’m not saying Gibson wasn’t a big reason why we did better, I’m saying I have no idea.

by Craig from Az on Jan 20, 2012 1:32 PM EST up reply actions  

That

amount of junk innings in 2010 was sickening.

Tomorrow is another day.

by soco on Jan 19, 2012 7:35 PM EST reply actions  

Why were the Diamondbacks better in 2011?

There are hordes of reasons, big and small, why they were better. All of these reasons were interconnected in the fragile fabric of what makes up our universe. Was it the natural chaos of the universe? Divine intervention? Two year contracts up the wazzu? We can rule out the last one, as I have it on good authority that two year contracts has a B.A in Fashion Design from Washington.

Could it also be, as Scott Weiland (1967-Still Alive Despite the 90s) sung “when you binge, I purge alike” , meaning that whenever a Melvin Mora or an Aaron Heilman was binged on, they would be purged upon the funny feeling felt in the stomach after ingesting them?

Personally, I think it involves lasers.

Founder of the 'Foundation for the Advancement of Clefoing' a 501C3

by Clefo on Jan 19, 2012 7:57 PM EST reply actions  

I'm very hopeful or next year

bring it on

☣ "I like to keep a bottle of stimulant handy in case I see a snake, which I also keep handy." ☣
DO IT FOR DREW

by hotclaws on Jan 20, 2012 4:07 AM EST reply actions  

There are macro, division wide explanations too.

The Dodgers’ early collapse, the Padres’ collapse and early Rockies trouble all made it a 2 team race and then later in the year we got “Beltran trade” to help things along.

"Hey, why don't you people watch the game?"-my mom after viewing a wave going around Chase Field.

by Reynolds rapper on Jan 20, 2012 12:13 PM EST reply actions  

It’s strange that the Giants gave up their top prospect for a two and a half month rental of Beltran, and then made zero effort to retain him.

The bird is struggling out of the egg. The egg is the world. Whoever wants to be born, must first destroy a world.

by Stupendous Man on Jan 20, 2012 12:45 PM EST via mobile up reply actions  

I don't think this is denial

I honestly think Beltran is a better fit in St. Louis since they have 3 power bats. They can put Beltran in the 2 hole. They were liking the notion of wasting a power hitter in the 2 hole. So this is much better for them.

"Hey, why don't you people watch the game?"-my mom after viewing a wave going around Chase Field.

by Reynolds rapper on Jan 21, 2012 9:22 PM EST up reply actions  

Oh god...

.oO(Team wins the NL West…overperforms Pythag in one-run games…)

ERIC BYRNES CONTRACT EXTENSION! NOOOOOOOOOOOOOO!

by Azreous on Jan 20, 2012 1:59 PM EST reply actions  

Bad, bad, bad memories...

Please don’t go there again

isitspringtrainingyet.com

by imstillhungry95 on Jan 20, 2012 5:14 PM EST up reply actions  

Josie's on a vacation far away...

"Hey, why don't you people watch the game?"-my mom after viewing a wave going around Chase Field.

by Reynolds rapper on Jan 21, 2012 9:23 PM EST up reply actions  

Which teams will break out in 2012, using this methodology?

I’m a Blue Jays fan, so I’m very biased, but I wonder if the Jays have a chance of repeating the Diamondbacks success. The Jays haven’t had a splashy off-season, but they’ll no longer have a black hole at third (hooray for Brett Lawrie); they’ve replaced some bullpen deadweight with some very reliable arms; they should see a significant improvement in CF WAR with Rasmus over the mix-and-match approach of last year; they got very little out of 2B last year, so removing Hill’s poor performance and replacing it even with a half-decent performance by K. Johnson would be a major improvement. The pitching, of course, is a big problem, and the Jays gave a lot of innings to replacement-level pitching. We’ll see if that can improve.

by bellw on Jan 20, 2012 6:40 PM EST reply actions  

The problem for the Blue Jays

as always….is the other teams that reside in the division. I’m sure that if they played in any other division in baseball over the last 17 years they would have had at least several playoff appearances.

The worst major leaguer is better at baseball than I'll ever be at anything I ever do in my life.

by shoewizard on Jan 20, 2012 9:23 PM EST up reply actions  

you named it

i think you guys will need to improve the pitching somehow

D’Arnaud will be a huge boon, in the sense that it will let you guys flip JPA for hopefully a pitcher

by blue bulldog on Jan 21, 2012 1:34 AM EST up reply actions  

LOL!

I just posted on another blog that the D-Backs are likely to improve because we have Aaron Hill replacing the terrible season KJ had last year. Maybe we’ll both be right.

by Craig from Az on Jan 21, 2012 11:39 AM EST up reply actions  

I hope we're both right

I’ve always liked Aaron Hill, but he was awful for the Jays the last couple of years. I’d really like to see him regain his form, even if it’s for another team (and, of course, it helps that he’s in another league). And it seems to me that KJ will have to be better than Hill’s season for the Jays, last year.

by bellw on Jan 21, 2012 5:15 PM EST up reply actions  

Hill's season for the Jays

was terrible

i would be very surprised if KJ wasn’t better

by blue bulldog on Jan 21, 2012 5:41 PM EST up reply actions  

2012 Dbacks are gonna be raining on dem beezies

Time to Nut up or shut up
We gonna win dis yeaar NIGGAAAS!!!!!!!!

by dbacks13 on Jan 25, 2012 12:02 PM EST reply actions  

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