Over- and Under-Achievers, Alleged
Chris Davis has been playing out of his mind. In a different sort of way, Ike Davis was playing out of his mind, too, before getting demoted. If you already knew those things, you might not need to read the rest of this post. But things do get a little more complex.
We’re to the point, now, where a lot of players have amassed fairly significant sample sizes of regular-season data. Manny Machado, for example, has 323 plate appearances, and that makes for an awful lot of repetitions. What players have done so far should tell us something about what they’re going to do going forward. After all, the most recent past is the most important. But we also can’t yet discard the less recent past. This is the whole point behind rest-of-season projections, and we’ve got two of them right here in ZiPS and Steamer.
Those two projection systems begin with an idea. Then, over the course of the season, they update themselves based on the new information. They are, basically, performance + regression, and collectively they give the best idea of what could take place in the coming weeks and months. They might take a while to identify changes in true talent, but they’re conservative in the way that human observers tend to be over-aggressive so it’s not like that counts as a flaw.
I found myself wondering about over-achievers and under-achievers. I took that to mean players who are over-shooting and under-shooting their rest-of-season projections. It’s a pretty simple idea, and I looked only at position players (with at least 150 plate appearances), since pitchers get tricky when you try to decide between FIP and xFIP. The short of it: I blended ZiPS wOBA and Steamer wOBA. I compared that projection to 2013 player performance so far, and found the difference. Following, extremes, in the form of a couple top-ten lists.
Top 10 Under-Achievers
| Player | Team | 2013 wOBA | RoS wOBA | Difference |
|---|---|---|---|---|
| Ike Davis | Mets | 0.225 | 0.319 | -0.094 |
| Danny Espinosa | Nationals | 0.205 | 0.296 | -0.091 |
| Jeff Keppinger | White Sox | 0.220 | 0.301 | -0.081 |
| Matt Kemp | Dodgers | 0.278 | 0.353 | -0.075 |
| Steve Lombardozzi | Nationals | 0.221 | 0.291 | -0.070 |
| Mike Moustakas | Royals | 0.242 | 0.311 | -0.069 |
| Alex Avila | Tigers | 0.256 | 0.322 | -0.066 |
| Ryan Flaherty | Orioles | 0.212 | 0.275 | -0.063 |
| Dustin Ackley | Mariners | 0.237 | 0.299 | -0.062 |
| B.J. Upton | Braves | 0.258 | 0.319 | -0.061 |
Nobody ought to surprise you. This post isn’t going to be surprising. Nobody’s been a bigger under-achiever than Ike Davis, and that’s essentially why he’s presently back in the minors, trying to figure his business out. You can also see that we’re selecting for some injury excuses. Espinosa was playing hurt, which easily could’ve contributed to his terrible performance. Kemp, too, might’ve been playing hurt, and his numbers are disastrous across the board. When a player under-performs, it’s easier to blame injury than the player himself, so the availability of excuses is always comforting.
None of these players, at present, look like a great bet. But all of these players have been struggling, and struggling players don’t look like great bets, because they’re making too many outs and that’s difficult to ignore. A normal, healthy player will go through slumps, and during those slumps he’ll usually look bad, even though nothing is seriously wrong. We think we’re great at telling the difference between a normal slump and a miserable, meaningful one. We’re not, really. We’re at least no better than math.
Top 10 Over-Achievers
| Player | Team | 2013 wOBA | RoS wOBA | Difference |
|---|---|---|---|---|
| Chris Davis | Orioles | 0.459 | 0.365 | 0.095 |
| Adam Lind | Blue Jays | 0.417 | 0.347 | 0.071 |
| Carlos Gomez | Brewers | 0.398 | 0.332 | 0.067 |
| Jean Segura | Brewers | 0.382 | 0.329 | 0.054 |
| Michael Cuddyer | Rockies | 0.419 | 0.366 | 0.054 |
| Josh Donaldson | Athletics | 0.378 | 0.326 | 0.052 |
| Everth Cabrera | Padres | 0.354 | 0.303 | 0.052 |
| Jhonny Peralta | Tigers | 0.375 | 0.325 | 0.051 |
| Bryce Harper | Nationals | 0.411 | 0.362 | 0.050 |
| Didi Gregorius | Diamondbacks | 0.356 | 0.307 | 0.049 |
Yeah, so, you could’ve guessed that. Chris Davis is having one of the greatest offensive seasons of all time, and the expectation is that that’s going to slow down. But it’s important to note that even the rest-of-season projection leaves Davis as a quality player, and a better hitter than he was a season ago. Davis is a mystery and he’s fascinating and he’s incredible with his effortless strength, but it’s no crazier to think he’ll slow down than it is to think he’ll keep this up. He still projects for a higher wOBA than Bryce Harper, which might touch off an argument in the comments.
Lind is a month from 30 and he’s hitting well for the first time since 2009. Gomez is challenging Miguel Cabrera’s isolated slugging percentage, but he’s also had a lot of balls in play end up as hits. It’s interesting to note the shortstops. I was in charge of the shortstop positional power ranking before the year, and the Brewers were in the bottom half with the Padres in a tie. The Tigers were right in the middle. The Diamondbacks were tied for 24th. Littler things haven’t gone quite as expected, which is why some bigger things haven’t gone quite as expected, in turn.
Nothing in there is going to blow you away, but each of these players allows for a conversation. Who’s going to keep it up? Who’s going to play to the projections? Why? How much better are we than the projection systems, in isolated cases? How much sooner can we tell that a change in performance is real?
Just for fun, I also darted over to our projected standings page, and compared team winning percentage to rest-of-season projected winning percentage, based on our depth charts. Understand, of course, that these depth charts can’t foresee future trades around the deadline, so we can only project based on rosters and injury information.
Top Five Under-Achievers
| Team | 2013 W% | RoS W% | Difference |
|---|---|---|---|
| Angels | 0.435 | 0.547 | -0.112 |
| Dodgers | 0.427 | 0.524 | -0.097 |
| Marlins | 0.309 | 0.392 | -0.083 |
| Brewers | 0.412 | 0.488 | -0.076 |
| Cubs | 0.418 | 0.491 | -0.073 |
Top Five Over-Achievers
| Team | 2013 W% | RoS W% | Difference |
|---|---|---|---|
| Cardinals | 0.638 | 0.532 | 0.106 |
| Pirates | 0.594 | 0.502 | 0.092 |
| Reds | 0.600 | 0.515 | 0.085 |
| Orioles | 0.571 | 0.493 | 0.078 |
| Athletics | 0.592 | 0.516 | 0.076 |
The Angels are projected to be the third-best team in baseball the rest of the way. Yet, they’re projected to end up with 81 wins. The Cardinals, Pirates, and Reds are all supposedly in line for regression, but they’re projected for 94, 88, and 89 wins, respectively. That would put the Pirates and Reds in line for a one-game playoff, since no other team in the National League is projected to end up with more than 83 wins, excluding the division champs. One notes the picture in the NL West. There’s a division where one trade could make a significant difference.
Maybe, you learned a lot from reading this post. If not, you already have a pretty good grasp on baseball and its statistics, and on the principle of regression. Perhaps a better grasp than you thought.
Jeff made Lookout Landing a thing, but he does not still write there about the Mariners. He does write here, sometimes about the Mariners, but usually not.
So, you’re saying my Ike vs Chris HR bet was a bad idea at the start of the season?
you know if you count triple a home runs ike has a chance for a comeback!
on 2nd thought. even with triple a stats, almost certainly not…
I think Ike’s OPS vs. Chris wOBA is maybe a bit more apt at this point. Or Ike’s hits vs. Chris’s HRs?
The guy I made the bet with is actually allowing me to shamefully count AAA homers. I don’t think it’ll help much.
Haha, that’s pretty generous. At least you retain your sense of humor about it.
Well, it might’ve been a fine idea at the *start* of the season.
Who would have thought Everth Cabrera would be in discussion for NL SS representative in AS game / best SS in NL at the half-way point?
Biogenesis
since when did steroids make you fast?
Since at least 1988.
that’s the year I was born. weird.
In 1988 I also had a 40/40 season while juicing and never denied it.
“He [Davis] still projects for a higher wOBA than Bryce Harper, which might touch off an argument in the comments.”
Eh, it’s a difference of .003, which isn’t worth griping about one way or another.
Like hell it isn’t. Chris Davis rules, and this difference just serves to further reinforce my belief that Bryce Harper drools. Now, that may just be a side effect of headbutting walls, but my point still stands.
You don’t think people will be suspicious if a formerly all-time great hitter turns into Babe ruth?
The cubs are evidence that regression analysis is meaningless.
Nah, the Cubs merely serve to remind us that regression has a non-statistical definition:
Regress(v.): To revert, retreat, backslide, lapse, ebb.
look up Regress in urbandictionary and it’ll only say “to perform like a cub”
I didn’t until just now. Four teams with two potential games between them! And six games if you include the Dodgers. I hope that’s the way it finishes (although I would like the Padres to win) (and especially the Dodgers in last).
“There’s a division where one trade could make a significant difference.”
So you’re saying the Dodgers should keep buying, then?
Fun with projections: D’Backs-Rockies, Indians-Royals, and Rangers-A’s(!) all projected to finish with the same win-loss records, but D’Backs, Indians, and Rangers come out ahead (respectively) based on the tiebreaker: Winning percentage!
Look up “rounding error.”
A lookback at these players at the end of the season with their performances for the rest of the season would be cool
Amazing the Marlins made the underacheivers list. Poor Houston couldn’t even crack it…
Why aren’t I on that list of under-achievers?
2nd half of last year must have been wiped from you memory.
God is my drug of choice now.
just start dipping again, please.
as a side note to FG writers, I think it would be a pretty interesting article to look at Hamilton’s numbers ever since he stopped chewing last year. Seems to be right around when he started being awful.
I did a rough estimate based on what I could find out about the exact date, but I think it was June 1st. Since then, he’s had the following line over the course of 643 ABs: .233/.304/.744. Furthermore, last year alone, check out some of his numbers from before he quit dipping vs. after he quit…
.321 OBP vs .422 OBP
.810 OPS vs 1.184 OPS
41/123 BB/K vs 19/39 BB/K
I was surprised not to see James Loney and Kelly Johnson on the over-achievers list, but they have cooled off lately.