Staturday: Lucky or good?
We're winning, which is good, and the wins that we've accumulated thus far are in the bank. Can't nobody take 'em away from us. Let's not worry, for the moment, whether we'll continue to win. Let's figure out how the heck we've been this good so far.
Win Probability
We'll start by checking out our win probability added. If you're not familiar with WPA, you can read about here. The basic idea is that every event in the game either decreases or increases your chance of winning. If you record, for each event, how much it increases your chance of winning, and then add up the values for each event, you will end up with the number of wins you currently have. The awesome site Fangraphs records all this information for us. Since the probability of winning any given game starts at 50%, one half of a WPA "point" counts for one win.
WPA is really neat because it captures clutch. When the Angels scored a run off of Dallas Braden in the ninth inning of Wednesday night's blowout, it didn't increase their chance of winning by very much. On the flip side, Jack Cust's tiebreaking single against Brandon Morrow last Sunday was worth a ton because it broke a tie game in the late innings.
So, let's see how the A's have been winning, per WPA (as of Friday morning):
Hitters: -0.38
Starters: +0.98
Relievers: +2.39
Before we start, we do a quick sanity check by adding these numbers. -0.38 + 0.98 + 2.39 = 3. One half of a WPA "point" counts for one win, so the difference is 3*2 = 6. And how many games over .500 are we (as of Friday morning)? Six. Perfect.
Despite the fact that we've scored a ton of runs, the hitters have been slightly below average, registering a net negative WPA. I'm guessing this is due to the fact that A's hitters have actually been not so hot in clutch situations. Yes, it seems like every time we have hitters on that we're driving them in. That's good, but driving in runners isn't the only aspect of clutch hitting - getting on base helps, too. In some of the close games we've lost, we just haven't gotten on base at important times. On the flip side, we may be driving in lots of runners, but how does that really help when you're blowing out the other team?
The starters and relievers have been quite good, with the relievers in particular being totally awesome. Casilla, Brown, Devine, Street, even Foulke have been awesome. Street's occasionally shaky performances haven't really cost us except for the Japan opener. And of course, Casilla, Brown, and Devine have been...well, divine.
Batting Runs Above Average
Remember how WPA records the change in your chance of winning for every event? Batting runs above average (BRAA, also recorded at Fangraphs) does the same thing, but it records the change in your chance of scoring a run for every event. Think of BRAA as WPA, but without accounting for how clutch the situation was in terms of the game situation. So, hitting an RBI single to bring home a man on third with one out is counted the same regardless of inning or score. You can think of BRAA as still accounting for the clutchness of the base situation, but ignoring the inning and score.
And the A's?
Hitters: +5.3
Starters: +19.0
Relievers: +17.4
Let's add 'em up: 5.3 + 19.0 + 17.4 = 41.7. And we've outscored our opponents by...40 runs. Almost spot on.
As we suspected, the hitters do quite well when we ignore the context of inning and score: their contribution by WPA is not as much as their contribution by BRAA. They may not be hitting really well late in close games, but they're hitting well when there are runs to be driven in.
The pitchers account for 36.4 BRAA and 3.37 WPA, meaning their performance in clutch situations has been really good (36.4 BRAA ~ 3.5 wins, 3.37 WPA ~ 6.8 wins). You'll notice, however, that the starters and relievers look much more equal by this measure, for the very basic reason that relievers are used toward the end of games when a lot of WPA points are doled out.
Context-neutral runs
What if we ignore all aspects of clutch, so that we ignore not only the inning and score, but also whether or not there are men on base. You can do this a number of ways, and I won't get into the gory details. I'm going to use a Tangotiger method - those are my favorite since they're always open source. The basic formula is to take all the team's hits, doubles, triples, homers, etc., ignore when they happened and consider only how many there are.
To the numbers!
Hitters: -14.5
Starters: +28.0
Relievers: +19.1
Ugh. The hitters look pretty bad here. We know in our heart of heats that our offense is below average. By ignoring the context in which we hit, we can see it pretty clearly. Our hitters have been -14.5 runs worse than average in a context-neutral setting, and yet they've produced 5.3 runs in a semi-contextual sense (BRAA). That means that we've been hitting out of our minds with men on base: .297/.384/.411 (AVG/OBP/SLG). Is it luck? Skill? Some kind of Ty Van Burkleo pixie dust? Without doing a super in-depth analysis, it's hard to say for sure. Yes, guys definitely change their approach when there are men on base, so we can't dismiss the BRAA number out of hand. But there's also a heavy does of randomness involved. If the team continues to hit the way they've been hitting, we may see an offense that struggles and sputters to score runs.
Our starters have actually been kind of crappy with guys on base, as their context-neutral runs are much better than their semi-contextual runs (BRAA). I'm not sure how that compares to league average, though, since I'm pretty sure that pitchers in general do worse with men on base. The bullpen has been basically even.
If you add up the context-neutral numbers, you get -14.5 + 28.0 + 19.1 = 32.6 runs. In reality we've outscored out opponents by 40 runs, using BRAA our run differential "should" be ~42 runs, and using a context-neutral measure it "should" be 32.5 runs.
The A's have gotten off to a great, great start. We're scoring runs with very timely hitting, particularly with men on base. We're preventing runs by just plain old good pitching. Analyzing our hot start shows that it's not a fluke - at worst, we might conclude that we've only been good enough to outscore our opponents by 32.5 runs. But even if that's the conclusion, that run differential suggests a team that's six wins above .500...which is right where we find ourselves today (Friday morning ).
Now, that doesn't mean that we're going to continue being this good or this bad. We might get better and we might get worse (probably worse is my intuition). But that wasn't the point of this analysis. The point of this analysis is to show you that our hot start was NOT driven by luck. It may (or may not) have been driven by unexpectedly good performances. But that's not what we're looking at, either. Given the performances we've received from our players, this team has not been lucky.
The A's have been good.
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How to calculate WAR, eh?
I read (OK, leafed through… as I said on the other thread, je ne suis pas statistician) a book on how to calculate war not too long ago.
Turns out it’s not much different from EqA. You can actually calculate “equivalent war.” You’ve got your multipliers for numbers, for weaponry, quality of soldiers, leadership, whether you’re attacking or defending, and so on. Throw it into a calculation and you can find out who’s going to win a military engagement.
(Us, by the way. Basically.)
Your 2008 Athletics: It's Nothing Personal.
by PaulThomas on
May 2, 2008 11:47 PM PDT
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You'd be amazed...
There is a guy that has been doing war simulations for 20 years or so who has the whole thing down to a science (at least for conventional wars). The pentagon asked him to run a sim before the first gulf war and his results showed that the U.S. would have an easy go of it, given their plans. The pentagon didn’t believe him. In the end, his sim was accurate to within a day or two of the entire campaign…
But war is less random than baseball – first, the larger numbers involved tend to overwhelm statistical outliers. Additionally, when you train people to act with the precision of machines (or have machines doing the actual work) you get a much more predictable result.
by RickeySteals on
May 3, 2008 11:02 AM PDT
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Ah, the full spectrum of context
Ugh. The hitters look pretty bad here.
How much is this affected by park factors? Both BP and B-R have Oakland as a pretty extreme pitchers’ park, which is why the A’s entered Friday with an above average EQA and OPS+ despite having below average raw offensive numbers.
by Danny on
May 2, 2008 11:53 PM PDT
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Good question.
I didn’t park adjust, which would make the hitters look worse than they actually are. Of course, flip side for the pitchers.
stat-addled alien overlord
by salb918 on
May 3, 2008 6:32 AM PDT
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so, are the Angels good?
or are the Angels lucky? Does your analysis suggest that their +3 run-differential is just a fluke and they’re really much better than that… justifying their #2 or top 5 rank in some “non-stat” oriented power rankings?
Since your analysis, by your own admission, has no predictive value, doesn’t it just tell us what we already know… that is, the A’s have been good? Would a similar analysis of the Orioles tell us that they’ve been bad?
Foolsh, the most insane regular poster on AN since oaktoon left - salb
by FoolshGame22 on
May 3, 2008 12:10 AM PDT
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By WPA, the Orioles would be a .500 team ... that's all the time I'm going to invest in it ...
"It's for your own good. Big strong Devo knows whats best for Poppy" -- Mossback
by devo on
May 3, 2008 2:09 AM PDT
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by WPA... where would the Angels be?
humor me and invest a little more time.
Foolsh, the most insane regular poster on AN since oaktoon left - salb
by FoolshGame22 on
May 3, 2008 2:16 AM PDT
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WPA always matches the team's actual record.
Angels WPA/BRAA
hitters: .82/3.32
starters: .90/5.13
relievers: .78/-4.07
So, by WPA, they are 5 games over .500, which matches their actual record. Ignoring the “game clutch” (which is what BRAA does), they’re at +4.4 runs, which matches well with their actual +3 differential.
What this tells us is that the Angels have been very good at hitting/pitching to the score/inning situation. However, that kind of thing isn’t really a skill, so it likely won’t persist. Of course, their hitting or pitching could get better or worse.
stat-addled alien overlord
by salb918 on
May 3, 2008 6:40 AM PDT
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Good point ... that was just for hitters, btw ...
I shouldn’t do things at 2 am while not sober and half asleep … at least not in writing …
"It's for your own good. Big strong Devo knows whats best for Poppy" -- Mossback
by devo on
May 3, 2008 11:01 AM PDT
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OT: next year's platoon DH with Cust...
I’ve never heard of this guy, but he’s a right-handed bat. I wonder if he’ll ever be any good?
From Rotoworld:
Jon Zeringue hit for the cycle Friday for Double-A Midland.
Zeringue was a major disappointment for the Diamondbacks after a spectacular pro debut in 2004, but he’s hit well since joining the A’s system a year ago and he’s currently at .327/.416/.633 in 98 at-bats for Midland. He is 25 and still strikes out a ton, so he is a long shot to become a useful major leaguer.
Wow, Billy just keeps picking up the parts from the Diamondbacks. Still don’t understand how he dropped the ball on Carlos Quentin. I guess the Diamondbacks sent us Chris Carter, though, in the Haren trade, who the ChiSox gave up for Quentin. I guess Carter is a good prospect, but couldn’t we have used a slugging left fielder? Oh wait, we have Jack Cust, what was I thinking?
Foolsh, the most insane regular poster on AN since oaktoon left - salb
by FoolshGame22 on
May 3, 2008 12:57 AM PDT
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I'd never heard of him either,
but just reading between the lines of the Rotoworld blurb, it doesn’t sound like he’s anything to say “wow” about. Sounds like his upside is Dan Johnson / Graham Koonce.
formerly known as mdl
by iglew on
May 3, 2008 11:22 AM PDT
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He has to be better than that -
MY upside is Graham Koonce.
I like Cindi. A. She never pretends to know more than she does. B. She has unbridled enthusiasm for her "Hotties," and isn't afraid to show it. -IM4Oakgal
by Nico on
May 3, 2008 12:11 PM PDT
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But enough about last night
There is an A in Whimsy.
by FreeSeatUpgrade on
May 3, 2008 2:46 PM PDT
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Dude, don't remind me ...
"It's for your own good. Big strong Devo knows whats best for Poppy" -- Mossback
by devo on
May 3, 2008 2:55 PM PDT
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I'm going to make a prediction re: how well the A's will do in May
The trio of Brown, Devine and Casilla will give up more then 1 ER in the coming month!
The monster at the end of this blog.
by grover on
May 3, 2008 7:04 AM PDT
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are you sure you want to that far...
out on a limb?
Foolsh, the most insane regular poster on AN since oaktoon left - salb
by FoolshGame22 on
May 3, 2008 12:55 PM PDT
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This is
an astoundingly accessible and comprehensible article. My general reaction to stats, formulas, and abbreviations is to keep moving, but…this was a really interesting take. I think most of us intuitively sense that the a’s offense is subpar while the pitching seems extraordinary, but the way your analysis gives shape to these vague impressions – wow, impressive!
by Hot Cup Joe on
May 3, 2008 9:32 AM PDT
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Thank you.
I’m glad you enjoyed it.
stat-addled alien overlord
by salb918 on
May 3, 2008 10:58 AM PDT
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Great piece
How rare is it for a team to significantly outperform its “true” level (hitting and/or pitching) in clutch situations for an entire season?
When a team out or under performs what its run differential suggests its record ought to be, are clutch anomalies generally the reason? Or is that a different kettle of fish / ball of wax / can of worms entirely?
Is there a resource somewhere that provides that kind of data? Like: “In 1996, Team X should’ve scored 736 runs, but because they outperformed their context-neutral numbers in the clutch, they scored 781 runs.” Or: “Team Y scored 800 runs, as we expected, but a large portion were scored at just the right time, in just the right game situations, and so yielded 4 more wins than they should have.”
by 74mk on
May 3, 2008 11:37 AM PDT
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BPro's third order standings
are kind of like this.
They neutralize for:
1. runs scored/allowed
2. Expected runs scored/allowed (based on a team’s actual hitting stats, ie equivalent average)
3. Strength of schedule
By this measure the A’s should have a 4-game lead in the West.
Your 2008 Athletics: It's Nothing Personal.
by PaulThomas on
May 3, 2008 11:53 AM PDT
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obviously, I'm not very sophisticated in these matters...
but, what does that tell us that we couldn’t discern simply by looking at run differential and expected W-L? Is it mere coincidence that BPro’s third order standings correlate exactly with ExW-L or is that to be expected, considering what they both take into account? Or is what BPro idoing supposed to be a little more accurate because it adjusts for strength of schedule?
Foolsh, the most insane regular poster on AN since oaktoon left - salb
by FoolshGame22 on
May 3, 2008 1:07 PM PDT
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If a team (like the A's) is doing much better than one would expect
in terms of hitting in clutch situations, it will score more runs than the team’s actual batting supports. As such the raw run differential can be misleading.
Your 2008 Athletics: It's Nothing Personal.
by PaulThomas on
May 4, 2008 10:14 AM PDT
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Sal may be lucky, but this article was very good.
by WaddellCanseco on
May 3, 2008 4:13 PM PDT
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His writing is not sustainable - over time, he is bound to
stop getting all the words in the correct order and the odds of all ten fingers remaining healthy throughout the season are low.
I like Cindi. A. She never pretends to know more than she does. B. She has unbridled enthusiasm for her "Hotties," and isn't afraid to show it. -IM4Oakgal
by Nico on
May 3, 2008 5:09 PM PDT
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Your work
is again easy to understand. Your analysis confirms what most of us were thinking about the team. Some great pitching going on. I like your staturday threads,you are a good teacher. I hope that you don’t get tired of writing them!
by IM4Oakgal on
May 3, 2008 4:21 PM PDT
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