Showing posts with label Austin Jackson. Show all posts
Showing posts with label Austin Jackson. Show all posts

04 March 2016

CF To RF Defensive Modeling: Austin Jackson Is Dexter Fowler


On Monday, I wrote about how the loss of Dexter Fowler did not make or break the season.  In that article, I wrote about defense in a very conventional wisdom-y sort of way:
The above obviously does not take into account fielding prowess of any of the players.  [Nolan Reimold and the rest of the current COFs on the roster are] defensively worth about -10 runs, which would be the same as the David Murphy, Pedro Alvarez, David Freese, and Matt Kemp options.  At -5, Dexter Fowler, Jay Bruce, and Nick Markakis.  Austin Jackson and Oswaldo Arcia fall in either at league average or +5.  Marcel Ozuna is either at +5 or +10.  Anyway, that is the rough way to look at it through this one data science way of looking at it.
And that is a rough way to look at it.  In fact, the whole center to corner conversion has been gnawing at me for a few months because we simply wave a magic wand and simply say +10 runs.  To test this all out, I looked for centerfielders who shifted over to right field in their late 20s and early to mid 30s.  I had two approaches, a simple conversion and then regression modeling.  I created a regression model which compared their last two seasons at centerfield to their first two seasons in right field.  I included age modeling, but by this point in a career, fielding is largely settled with only minor shift.  Your major decreases in fielding tend to occur in a player's early to mid twenties.  Anyway, I tested age as a variable and found it meaningful only for error rates, which is the only metric (i.e., UZR's ARM, RangeR, Err) that appears to greatly change within this age group.

The players considered in this sample were likely quite few (10): Carlos Beltran, Ichiro Suzuki, Torii Hunter, Curtis Granderson, Randy Winn, Shane Victorino, Marlon Byrd, Alex Rios, David Dejesus, and Cody Ross.  With so few, there certainly might be some selection bias.  As in, the players in this grouping might be unique in comparison to the players we might choose to compare this group to.  Austin Jackson and Dexter Fowler might be different from this grouping in some way that would meaningfully make any comparison have minimal value.  That said, I cannot imagine at the moment why.

Anyway, there are certainly differences between defensive values from the centerfield values vs. the right field values (0.01) for this group.  A simple averaged conversion would be to adjust the ARM, RangeR, and Err values by 1.5, 7.6, and 0.1, respectively, over 150 games.  That, of course, sums up as 9.2 runs improvement.  That gives some credibility to the nonchalant +10 mark.

Here are those results:

Average
ARM(rf)
RangeR(rf)
Err(rf)
UZR/150
Austin Jackson
-2
5.6
0.4
4.0
Dexter Fowler
-2.7
-7
0.0
-9.7
Adam Jones
10.5
1.6
1.1
13.2
Marcel Ozuna
6.5
-5.4
2.6
3.7

However, the regression model (0.17) sees things a little different.

Regression 
ARM(rf)
RangeR(rf)
Err(rf)
UZR/150
∆CF
Austin Jackson
1.9
9.9
1.1
12.9
13.5
Dexter Fowler
2.1
0.8
-0.4
2.5
16.8
Adam Jones
10.5
7.0
0.9
18.4
9.8
Marcel Ozuna
3.5
2.0
2.3
7.8
8.6

I added Adam Jones in there just to see how he is projected with a move to right field.  Marcel Ozuna I considered because the Miami Marlins are looking to replace Carter Capps.  It probably is a pipe dream, but the Marlins could deal Ozuna and then sign Jackson.  Anyway, I simply wanted to put that projection on the table.  The real comparison I was interested in was the one between Jackson and Fowler.

As you may remember, the lineup modeling tool projected Fowler's presence in the lineup to be 13 runs greater than Austin Jackson's contributions there.  However, the defensive modeling performed in this post put Jackson's glove trumping Fowler by 10.4 runs.  In the end, that suggests Fowler is worth only 2.6 runs more than Jackson.  That is about 0.3 wins.  The regression model is indicating that a blanket 9.2 run increase in defensive value might well be inappropriate.

If we consider the regression modeling problematic due to having low significance (0.17), then we might feel more confidant going back to the original averaged conversion.  In that case, our expectation is that Jackson is 13.7 runs more valuable than Fowler, defensively.  All together, it makes Jackson 0.7 runs more valuable.

So, yes, as I wrote on Monday, keep calm.  Fowler probably was not that big of a catch.

27 January 2016

The Final Move: Fister Or Jackson?

by Jake Brintzenhofe

Jake Brintzenhofe contributes to our expanded roster freelance effort.  Feel free to email us with a sample article if you are interested in being a part of that.

By signing Chris Davis to his recent mega deal, the Orioles sent a message: the club is built to win. The contract was a mortgage on the future by saddling what is likely dead money five years down the line for the sole purpose of sustaining the competitive status of the team over the next two or three years. With more holes to fill, then what else can the club do during the back end of free agency? Rumors have the Orioles willing to spend as much as $15 million more on their payroll next year and two major holes to fill: one in the rotation and one in the corner outfield. Let us assume that to fit their budget, they are going to choose to fill one of these holes with a free agent at a salary in the $10 million per year ballpark. Two possible fits left on the market are Austin Jackson and Doug Fister – this article will examine which player would make more sense in Camden Yards.

Doug Fister
Steamer, Fangraphs’ projection model, projects that Fister will be worth 1.4 WAR next year. I like Steamer, but chose to also run my own projection using a weighted linear model and Baseball Reference’s similarity score feature. I used the ten most similar players to Fister and then weighted each of the ten’s contribution to the model based on how similar those players were to Fister. The ten players were Ray Washburn, Danny Cox, Mike Scott, Pat Zachry, Cy Blanton, Dutch Leonard, Dick Donovan, Craig Swan, Jack Kralick and Virgil Trucks. I was struck by the fact that these were old timers for the most part; we have not seen a player quite like Fister in a long time. It was also striking that their age 32 season’s WAR (Fister’s age next year) ranged as high as 6.9 and as low as -2.1; there really was not a cluster.

My projection ended up a bit less optimistic than Steamer at 1.235 WAR next year for Fister. This is a great time to say that a projection is different than a prediction. Projections are the average result of a range of outcomes – if our projection uses correct assumptions, it’s a coin flip for which side of it Fister lands on. While 1.235 WAR is a solid expected value, it’s likely that given the wide range of performances by the group we used to project Fister, he will fall on either side of it by a significant amount. There is a lot of possible variability. For the Orioles to succeed, they really need Fister to out perform that projection. To assess which side Fister would likely fall on, I took a look at his peripherals. The chart below describes several important numbers for predicting future performance.





 A few takeaways:
  • Fister’s fly ball rate and home runs per fly ball took a jump from 2013 to 2014 and stayed there in 2015. Fly balls account for the overwhelming majority of home runs. If fly balls are happening more often and leaving the park more frequently, that means A LOT more home runs allowed.
  • Fister’s line drive rate also took a jump. Line drives are bad for pitchers because they are difficult to turn into outs. Per Fangraphs, line drives result in a .685 average for hitters when they occur; given this, Fister will simply not be able to be effective if he continues to give up line drives at a high rate.
  • Fister’s fastball velocity has consistently declined for the last 5 years and 32 year old pitchers do not gain velocity back on their fastball. It’s highly likely that that velocity continues to drop and that hitters hit Fister more often with more hard contact going forward.
It is worthwhile to consider whether or not Fister’s declining performance the last two years is due to misuse after his move from Detroit to DC as many have suggested. This is certainly a possibility, but Fister’s fastball should be independent of this switch; its decline points more to Fister just getting worse at baseball .

Austin Jackson

Steamer projects that Jackson will be worth 1 WAR next year. I used the same weighted model system as explained above and got a projection of .863 WAR next year for Jackson. The ten players used were Brian McRae, Jim Piersall, Marquis Grissom, Gerardo Parra, Augie Galan, Al Cowens, Coco Crisp, Bobby Tolan, Lenny Dykstra and Johnny Groth. This group is significantly more modern than that of Fister and was much more consistent with performance. While their range went from -1.1 WAR up to 4.4 WAR; they were mostly between -1 WAR and 1.5 WAR.
Just as with Fister, I took a look at Jackson’s peripherals to see if we could learn anything about which side of the projection he’ll likely fall on.



A Few Takeaways · Other than a possible fall in line drive rate the last 3 years, there aren’t any clear trends in the data. · I took a look at Jackson’s splits versus lefties and righties and didn’t see an abnormal difference. As such, he doesn’t profile as a great platoon option. · Jackson has extremely high BABIP numbers; for a player of this age, that normally stays high until he ages and loses speed. Jackson being 29 next year means he probably has a few more years before this starts to steeply decline.

Recommendation:
Neither player inspires optimism for the type of big year the Orioles probably need to make themselves serious wildcard contenders. That said, if the Orioles are serious about contending next year, they need to make the savvy moves where they find a player who is going to really outperform his projection and thus his price.

On January 15, Jerry Crasnick reported that Fister was seeking a deal for 2 years and $22 million. I couldn’t find any reports on a possible contract for Jackson, but he played on a 1 year $7.7 million deal last year – it’s reasonable to think he would take a similar deal this year. While this isn’t exactly a scientific comparison, it’s fair to assume that Jackson will come a bit cheaper than Fister will. I can’t get past Fister’s fastball velocity decline or his increasing propensity to give up home runs; I see him as a bad gamble. This is especially true given that Camden Yards was the second most home run friendly park in baseball last year.

Jackson on a cheaper one year deal with little risk makes more sense. While his peripherals are all over the road, their randomness makes it hard to say for sure that he’ll decline. He was a plus defender last year and could give the Orioles outfield depth that they have sorely missed the last several years. I wouldn’t expect much more than 1 WAR, but it appears far more likely that he out does this number than that Fister does. If I were the Orioles GM, I would offer Jackson a one year deal to play at Camden Yards, the third best park for run production in the MLB last year, and maybe earn himself a big contract next offseason.