Monday, February 04, 2013

Projecting the Tigers 2013 Run Total

In previous posts, I discussed the linear weights measures - Weighted On-Base Average (wOBA) and Weighted Runs Above Average (wRAA).  Another metric in the linear weights family is Weighted Runs Created (wRC) which estimates how many absolute runs (as opposed to runs above average) a player contributed to his team with his batting.

The wRC statistic is cacluted fairly easily from wRAA and MLB Runs per Plate Appearance (RPA):

   wRC = wRAA + MLB RPA x PA

For example, Tigers slugger Miguel Cabrera had 57.3 wRAA in 697 PA in 2012.  The MLB RPA was .114 so Cabrera had 57.3 + .114 x 697 = 137 wRC which was the highest total in the majors. 

In comparison to wOBA and wRAA, wRC is generally not so useful for assessing the value of or ranking of players because it tends to give too much weight to playing time over performance.  A case in point last year was Delmon Young accumulating more wRC (65) than Andy Dirks (54).  Few would argue that Young was a more productive hitter than Dirks in 2012.  Young had more playing time, but provided below average hitting in those at bats.

The wRC metric is more useful at the team level.  A team's wRC total usually falls within 5% of its run scored total.  The Tigers combined for 763 wRC in 2012 which was 5% more than their 726 actual runs scored, so they were off more than most teams.  What does that tell us about the Tigers?  It suggests that they did not make the most out of their hits and walks and failed to scored as many runs as they should have.  Some reasons for that which have been discussed through the off-season are poor base running, too many double plays and a tendency to hit home runs when nobody was on base.

The wRC statistic is also helpful in projecting how many runs a team will score in the future.  Table 1 below lists Tigers projected players in 2013 and their estimated PA.  In the next column  is the three-year average of wRC adjusted for expected PA.  For example, Cabrera had 412 wRC in 2,033 PA over 2010-2012 which comes out to .203 Runs Created Per PA.  Multiplying .203 times 675 PA (his projected PA for 2013) yields his three-year average of 137.

The final column of the table is a projection for wRC in 2013.  In all cases, it is fairly close to the three-year average.  I adjusted it down slightly if a player is aging and/or coming off a major injury (e.g. Victor Martinez, Torii Hunter and Jhonny Peralta).  I don't expect any players to get significantly better, although I did add a couple of runs for Austin Jackson due to his youth.  The bench is a guess as to who will make the roster and get playing time.  However, the projections would not have been any different if I substituted Danny Worth for Ramon Santiago or Quintin Berry in for one of the outfielders. 

Aggregating all the wRC yields 820 for the team. Remember though that they scored 37 fewer runs last year than the "created".  Will that happen again in 2013?  The Tigers problems hitting home runs with runners on base last year was probably a fluke that should straighten itself out.  However, I suspect the problems with base running and double plays will continue.  That cost the team about 20 runs last year and I'll estimate the same for 2013.  So, 820-20 gives 800 runs scored for the year which coincidentally is exactly the same as the simulated result at Replacement Level Yankees blog.  .

Of course, the analysis above assumes no major injuries, but an an increase of 74 runs (7 wins) would be impressive.  Most of that comes from replacing Brennan Boesch, Ryan Raburn and Delmon Young with Hunter, Martinez and a full season of Omar Infante.  If all goes well, it should be a productive and exciting line-up this year.   

Table 1: Tigers Projected Runs in 2013

Player
PA
Runs Created
3-Yr Avg*
2013
Proj
Avila
450
61
60
Fielder
700
124
125
Infante
575
63
60
Peralta
575
64
60
Cabrera
675
137
135
Dirks
450
61
60
Jackson
650
83
85
Hunter
600
84
80
Martinez
500
76
70
Pena
200
16
15
Santiago
200
18
15
Boesch
150
17
15
Garcia
150
15
15
Others
375
---
25
Base Running/ DP
---
---
-20
Total Runs
6,200

800
*Adjusted for Expected PA in 2013

Friday, February 01, 2013

Converting wOBA to Runs Above Average

In the previous post, I recommended Weighted On-Base Average ( wOBA) as a measure of overall batting performance.  A limitation of wOBA is that, like OPS, it is a rate stat and does not give a player credit for playing time.  For example, Nationals outfielder Bryce Harper, Reds infielder Jeff Keppinger and Royals utility man Irving Falu all had wOBA's of .352, but had varying numbers of plate appearances:

Harper  597
Keppinger 418
Falu 91

One would guess that Harper contributed the most offensively of the three followed by Keppinger, but wOBA does not tell us that.

We need a counting statistic and the best kind is one that can be expressed in runs.  Once such statistic is Batting Runs which was first presented by Pete Palmer in The Hidden Game of Baseball in 1984.  Tom Tango later re-introduced it in  The Book: Playing the Percentages in Baseball as Weighted Runs Above Average (wRAA).  It is now an important statistic at FanGraphs 

Getting back to the above example, Harper had 18 Batting Runs in 2012.  This tells us that he contributed an estimated 18 runs above what an average batter would have been expected to contribute in the same number of outs.  Appropriately that was more than Keppinger (12) and Falu (3) accumulated in less playing time.

Percentiles

Table 1 below shows the percentiles for wRAA for players with 250 or more plate appearances (PA) in 2012.  That includes all regulars and part-timers who were considered good enough to see semi-regular playing time.  For example, the 75th percentile for wRAA is 15.  This means that 75 percent of players with 250+ PA had less than 26 wRAA and 25 percent had more than that.  The wRAA column is listed next to the percentiles for RBI to make it a little easier to grasp what's good and bad.  For example, we can see that a 15 wRAA  is equivalent in magnitude to about 73 RBI (although the two numbers measure different things) 

Table 1: Percentiles for Batting Runs

PCTL
wRAA
RBI
100
57
139
90
26
92
75
15
73
50
4
54
25
-5
35
10
-12
26
0
-24
9
 

Calculation

The wRAA metric is based on a player's wOBA and the MLB average wOBA (MLB wOBA) and is calculated as follows:

     wRAA = (wOBA-MLB wOBA)/1.245 x PA.

You may remember from the previous post that 1.245 is the factor which was applied to wOBA to put it on the same scale as On-Base Percentage (this number changes slightly each year).  The MLB average wOBA in 2012 was .315, so Harper had (.352-.315)/1.245 x 597 = 18 wRAA.

More Results

Table 2 below shows the wRAAs for some past and present Tigers.  The final column shows specific percentiles.  For example, Austin Jackson's 28 wRAA  fell at the 91st percentile of all batters with 250 or more PA.  That means he had more more wRAA than 91% of MLB players in 2012.  The percentiles and ordering came out pretty similar to that for wOBA.  There are small differences where players with a lot of playing time moved up and players with less playing time moved down.  The leading Tiger was MVP Miguel Cabrera with 57 wRAA.  He was also the MLB leader.


Table 2: Batting Runs for Tigers, 2012

Player
PA
wOBA
wRAA
PCTL
Cabrera
697
.417
57
100
Fielder
690
.398
46
98
Jackson
617
.371
28
91
Hunter
584
.356
19
83
Dirks
344
.368
15
75
Avila
434
.327
4
53
Infante
588
.310
-2
33
Berry
330
.305
-3
33
Young
608
.305
-5
26
Peralta
585
.301
-7
20
Boesch
503
.288
-11
12
Santiago
259
.253
-13
8
Raburn
229
.256
-18
2



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