Showing posts with label Batting. Show all posts
Showing posts with label Batting. Show all posts

Monday, 16 March 2015

Looking Forward to... 2015 AL Central Lineups

Apologies for the Winter hiatus. My wife's breast cancer has returned, and so I have had more to do than normal. However, I hope to return to my traditional semi-regular posting schedule with the season upon us. She seems to be doing very well so far, although we won't know how successful the treatment is for another 6-8 weeks.

I have an unfinished post I started composing around the time Mr Dombrowski signed Victor Martinez, which was an analysis of the effects of the Anthony Gose deal (but not the Yoenis Cespedes one) on the Tigers' lineup. Since we are now getting projections from the likes of FanGraphs.com and Baseball Prospectus, I thought I would look at the lineups, rotations and bullpens of the AL Central contenders to see how they match up.

Those projections are not happy reading for fans of the Detroit Tigers. The Tigers have made a habit of making the pursuit of the division title a bit more exciting than their player talent is generally reckoned to allow. FanGraphs.com sees something of a dead heat between the Cleveland Indians and the Tigers, while the PECOTA projections at Baseball Prospectus give the Tigers a narrow advantage. We all know that projections are just projections, and how Lady Luck can break your heart.

I have used Steamer Projections, available at FanGraphs, to work out the projected wRC+ of the different AL lineups, reproduced in a PNG here:

The lineups are arranged by position, and based on projected PA also at FanGraphs.com I have made my own combined calculation where platoons or usage does not reflect about 500 PA per position. Being projections, one is more interested in assessing the approximate relative strength of the lineups, as opposed to achieving some kind of precision. As you can see, the Tigers still manage to have the strongest set of regulars, on paper. This is despite Miguel Cabrera's injury struggles last season, and the fact that realistically we have to expect J.D. Martinez to do it again. The strongest challenge should be mounted by the Indians. The White Sox look a bit disappointing to me, based on what I've been hearing about their off-season all off-season. The Twins are in the middle, and the Royals bring up the rear.

At this stage, the problem for Tigers' fans is that we as yet have no clear idea about how ready Victor Martinez and Miguel Cabrera will be for the start of the season. If they miss three or four weeks between them, that might be enough to close down a good portion of that twenty-run wRC+ advantage over the Indians. Having said that, I was impressed with what I had heard so far of Tyler Collins PAs this spring training. I'm a couple of games behind, though. He has been getting solid contact off front-line pitching, not just off the younger bullpen filler that tends to appear as end-of-game padding. Some good PAs as cover for one of Victor Martinez and Cabrera will go a long way towards keeping the Tigers' lineup strong.

Monday, 10 November 2014

Washington Nationals 2014 Batted Ball Analysis

My batting reviews use types of batted balls to essay an assessment of how much a hitter's statistics might depart from their 'true talent level'. Another way to think about it is to see who might be hitting over their heads, getting that dying quail, or who might be suffering from an excess of 'at 'em' balls and may be likely to improve.

As anyone familiar with sabermetrics knows, one can evaluate batting events by means of linear weights. What this means is that a single is worth about two-fifths of a run while a home run, because it can drive in the men on base, is worth over three times a single. Research has revealed that types of batted balls can assign similar values. Line drives are worth a lot, while infield flies are almost as good as strike-outs. There is a problem in deciding what category to place a batted ball sometimes, especially the difference between a fly ball and a liner, as symbolised by the neologism 'fliner'. So one needs to treat these numbers with a degree of circumspection.

What this chart shows is the difference between a batted-ball linear weight and Fangraphs' wRC. wRC gives a supposed aggregate number of runs that should have been scored based on hitting events. Some people have flares falling in, while others hit the ball hard, but see it caught. The batted ball number also includes Ultimate Base Running, to make it more compatible with wRC. Note that the chart excludes pitchers' hitting. The first column is wRC, the second the batted ball expected runs.

Ian  Desmond       79    61   +18
Bryce  Harper      51    41   +10
Jayson  Werth     100    94   + 6
Danny  Espinosa    31    26   + 5
Adam  LaRoche      84    80   + 4
Zach  Walters       5     4   + 1
Michael  Taylor     4     3   + 1
Tyler  Moore       11    11     0
Nate  Schierholtz   4     4     0
Ryan  Zimmerman    32    33   - 1
Steven  Souza       2     3   - 1
Anthony  Rendon   100   102   - 2
Greg  Dobbs         1     3   - 2
Jeff  Kobernus      0     2   - 2
Scott  Hairston     5     8   - 3
Sandy  Leon         2     6   - 4
Wilson  Ramos      38    43   - 5
Jose  Lobaton      17    24   - 7
Nate  McLouth       9    17   - 8
Asdrubal  Cabrera  21    30   -11
Kevin  Frandsen    19    32   -13
Denard  Span       88   102   -14

I only did this analysis once for the Nationals in 2014 and, just like last time, Ian Desmond has been the luckiest batter, while poor Denard Span has been poorly rewarded for his efforts at the plate. Although I haven't don't a study of this, I use a rule of thumb that +/-5 is within reasonable expectations. So the main candidates to expect a decline from next year are Bryce Harper and possibly Jayson Werth (and Desmond), while we should expect more from Jose Lobaton, Nate McLouth, Asdrubal Cabrera and Kevin Frandsen (and Span). So it's just as well the Nationals picked up Span's 2015 option.

Wednesday, 23 July 2014

2014 Marlins' Hitters' Batted Balls in Review #1

For reasons I hope to explain at some point later on, I am returning some comment on the Miami Marlins to this blog. I am quite enthusiastic about the information in my batted balls' surveys, so I'll resume coverage with a look at these.

This review uses a method involving batted balls to examine whether hitters might be regarded as 'unlucky'. Another way to think about it is to see who might be hitting over their heads, or who might be suffering from an excess of 'at 'em' balls and may be likely to improve.

As anyone familiar with sabermetrics knows, one can evaluate batting events by means of linear weights. What this means is that a single is worth about two-fifths of a run while a home run, because it can drive in the men on base, is worth over three times a single. Research has revealed that types of batted balls can assign similar values. Line drives are worth a lot, while infield flies are almost as good as strike outs. There is a problem in deciding what category to place a batted ball sometimes, especially the difference between a fly ball and a liner, as symbolised by the neologism 'fliner'. So one needs to treat these numbers with a degree of circumspection.

What this chart shows is the difference between a batted-ball linear weight and Fangraphs' wRC. wRC gives a supposed aggregate number of runs that should have been scored based on hitting events. Some people have flares falling in, while others hit the ball hard, but see it caught. The batted ball number also includes Ultimate Base Running, to make it more compatible with wRC. Note that the chart excludes pitchers' hitting. The first column is wRC, the second the batted ball expected runs.

wRC    BBXR
Giancarlo  Stanton        76    57    19
Marcell  Ozuna            50    37    13
Christian  Yelich         50    41    13
Jarrod  Saltalamacchia    31    28     3
Henderson  Alvarez         2     3   - 1
Rafael  Furcal             1     3   - 2
Greg  Dobbs              - 1     1   - 2
Casey  McGehee            58    61   - 3
Derek  Dietrich           21    24   - 3
Jeff  Baker               14    18   - 4
Jeff  Mathis               8    12   - 4
Jake  Marisnick            0     4   - 4
Reed  Johnson             12    17   - 5
Donovan  Solano           11    16   - 5
Garrett  Jones            41    47   - 6
Ed  Lucas                 10    16   - 6
Adeiny  Hechavarria       27    39   -12

Stanton's offensive contribution to the team has been splendid this season, but he's been hitting a bit over his head. Ozuna and Yelich have also been exceeding reasonable expectations. By contrast Hechavarria has struggled to get his maximum hitting value. But what really interests me in comparing the Marlins to the other two teams I have been looking at, is how the sort of range which falls within what I would consider random variation is largely negative for the marlins. Only Saltalamacchia has been doing a little bit better. This could be a harbinger of a slight improvement in the Marlins' offensive fortunes, provided those first three hitters keep having such good fortune.

Friday, 18 July 2014

2014 Tigers' HItters' Batted Balls in Review #1

This review uses a method involving batted balls to examine whether hitters might be regarded as 'unlucky'. Another way to think about it is to see who might be hitting over their heads, or who might be suffering from an excess of 'at 'em' balls and may be likely to improve.

As anyone familiar with sabermetrics knows, one can evaluate batting events by means of linear weights. What this means is that a single is worth about two-fifths of a run while a home run, because it can drive in the men on base, is worth over three times a single. Research has revealed that types of batted balls can assign similar values. Line drives are worth a lot, while infield flies are almost as good as strike outs. There is a problem in deciding what category to place a batted ball sometimes, especially the difference between a fly ball and a liner, as symbolised by the neologism 'fliner'. So one needs to treat these numbers with a degree of circumspection.

What this chart shows is the difference between a batted-ball linear weight and Fangraphs' wRC. wRC gives a supposed aggregate number of runs that should have been scored based on hitting events. Some people have flares falling in, while others hit the ball hard, but see it caught. The batted ball number also includes Ultimate Base Running, to make it more compatible with wRC. Note that the chart excludes pitchers' hitting. The first column is wRC, the second the batted ball expected runs.

wRC    BBXR
J. D. Martinez       43     18    +25
Victor  Martinez      64     58    + 6
Alex  Avila           32     26    + 6
Miguel  Cabrera       63     58    + 5
Rajai  Davis          36     36      0
Eugenio Salazar      15     15      0
Bryan  Holaday         8      9    - 1
Tyler  Collins         0      1    - 1
Alex  Gonzalez         1      4    - 3
Danny  Worth           1      5    - 4
Torii  Hunter         37     42    - 5
Ian  Kinsler          57     64    - 7
Don  Kelly            10     17    - 7 
Andrew  Romine         9     16    - 7
Nick  Castellanos     35     45    -10
Austin  Jackson       37     50    -13
JD-Mart has been massively fortunate on the outcomes of his batted balls, making up for the bad luck of Castellanos and A-Jax. The optimist will say all this will even out in the end. The pessimist, however, would say that the more extreme result is more likely to regress to the mean, possibly creating a run-production problem during the second half of the season. They could be the keys to the hitting during the second-half.

Friday, 11 July 2014

2014 Nationals Hitters' Batted Balls in Review #1

I have been spending more time on the World Cup than on baseball this past month, but during that I decided to start another regular review of batters' hitting, similar to my fielding reviews. Where the fielding reviews try to compare different systems to gain some sort of sense of just how much fielding is contributing to wins and losses, this review is going to examine whether hitters might be regarded as 'unlucky'. Another way to think about it is to see who might be hitting over their heads, or who might be suffering from an excess of 'at 'em' balls and may be likely to improve.

As anyone familiar with sabermetrics knows, one can evaluate batting events by means of linear weights. What this means is that a single is worth about two-fifths of a run while a home run, because it can drive in the men on base, is worth over three times a single. Research has revealed that types of batted balls can assign similar values. Line drives are worth a lot, while infield flies are almost as good as strike outs. There is a problem in deciding what category to place a batted ball sometimes, especially the difference between a fly ball and a liner, as symbolised by the neologism 'fliner'. So one needs to treat these numbers with a degree of circumspection.

What this chart shows is the difference between a batted-ball linear weight and Fangraphs' wRC. wRC gives a supposed aggregate number of runs that should have been scored based on hitting events. Some people have flares falling in, while others hit the ball hard, but see it caught. The batted ball number also includes Ultimate Base Running, to make it more compatible with wRC. Note that the chart excludes pitchers' hitting. The first column is wRC, the second the batted ball expected runs.

Ian  Desmond             42      33    + 9
Adam  LaRoche            49      43    + 6
Danny  Espinosa          22      20    + 2
Zach  Walters             4       3    + 1 
Anthony  Rendon          56      56      0
Ryan  Zimmerman          24      24      0
Bryce  Harper            12      12      0
Wilson  Ramos            19      20    - 1
Tyler  Moore              8       9    - 1
Scott  Hairston           4       5    - 1
Steven  Souza             0       1    - 1
Jayson  Werth            53      55    - 2
Greg  Dobbs               1       3    - 2
Jose  Lobaton            11      14    - 3
Nate  McLouth            11      15    - 4
Sandy  Leon               2       6    - 4 
Kevin  Frandsen          12      20    - 8
Denard  Span             40      58    -18
Poor Denard Span. He has been poorly rewarded for his efforts at the plate. I don't think any other hitter is wildly out of line with his results, but I do note that Danny Espinosa, whose .214/.282/.343 slash line isn't all that impressive to begin with, has been hitting a little bit above expectations.

Monday, 13 July 2009

First Half Nationals Review: The Lineup

So, here we stand, looking forward to the Riggleman phase of the 2009 Washington Nationals. The team is on pace to lose a hundred games, and on a pace not to win more than 50. Teams with that kind of record more than likely have so many flaws that a mere change of manager won't achieve much. de civitate sabermetricarum takes this All Star Break to review the situation that will welcome Mr Riggleman when he gets back to work. Since there are conveniently three days between now and the return of the team to action, I've divided this survey, like Gaul, into three parts: the lineup, the fielding, and the pitching. What has Mr Riggleman got? What can he do about the areas that need work?

This survey of the batting isn't going to focus on players so much as the lineup. Comparing this to the league will, one hopes, indicate how it contributes to this losing season so far. In spite of an offense not being too bad, in relation to the rest of the league, the Nationals aren't winning. They are not short of baserunners, as the team OBP is second in the league. But it seems that these opportunities are not being converted into enough runs. We know that lately the Nationals are leaving a lot of men on base. In the 86 games played so far, the Nationals have left 699 men on base. Is that a lot?

The National League team with the lowest percentage of its baserunners scoring is San Diego, which has only managed to put 12% of them across the plate. They've left 613 on base. But they also have the fewest number of baserunners to begin with. The best team at driving them in is Colorado, with 16% of baserunners scoring. They've left on base 612 runners. The closest in total number of baserunners with a batter at the plate is the Mets, with 2235 to the Nationals 2317. The Mets have left 660 runners on base. So, the short answer is, yes, 699 is a lot.

Looking at the batting order, and using Runs Created per 27 Outs, the old Bill James formula, we get the following for each batting order position:
1st     4.17
2nd 6.87
3rd 5.67
4th 7.48
5th 5.46
6th 4.16
7th 3.76
8th 4.72
9th 1.83

That leadoff number is a bit of a shocker, isn't it? The leadoff spot's OBP is .317, worse than any other spot except the pitcher's and the guys who have batted 7th. So, chances are there's one out by the time the better performing slots of 2 and 3 get to the plate. It's absolutely vital to get the first man at bat on base to maximize the chance of scoring runs. However, the chances are the leadoff man will only leadoff one or two innings.

Let's do this another way, and track the OBP and SLG of the Nationals' batting order against the league average:

Spot Nationals League
1st .317/.372 .327/.383
2nd .416/.429 .348/.413
3rd .363/.477 .373/.490
4th .384/.541 .351/.472
5th .352/.489 .337/.433
6th .337/.347 .332/.403
7th .310/.379 .316/.399
8th .348/.369 .328/.377
9th .256/.251 .247/.262

Here's another question for you: where do you think the Nationals rank in the league in slugging? The answer is 6th. Pretty good, but when you compare the slugging by batting order, an interesting pattern emerges. The Nationals' slugging is concentrated in a handful of spots in the order. They beat the league average at the 2nd, 4th and 5th, but are behind elsewhere. An awful lot of the Nationals' slugging is tied up in Adam Dunn. The rest of the lineup, with the exception of the 5th spot, is hovering around league average or, in the case of spots 6 and 7, a worryingly amount below.

I think we have an answer here as to why the Nationals are leaving so many men on base. The production is too concentrated, rather than being spread around the lineup. Adam Dunn, with the lion's share of plate appearances in the 4 slot, can't carry the team on his own. That's something Riggleman needs to fix. Sadly, I don't see a solution on the team at the moment.