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Quantifying 2009 Bullpen Management

The early season mantra here on DRB was that the Rays did not have a designated closer and instead had a designated "chiller" in J.P. Howell who could be used in the highest leveraged situations. Indeed, this is what we wish would have happened. As the season progressed, Howell appeared in the 9th inning and occasionally in the 8th for a 4 out save. Meanwhile, we witnessed the Maddon March (tm Tommy Rancel) in earlier innings with the bases loaded where we attempted to play matchup relief with a seemingly low degree of success. We at DRB had a good chuckle about a road series at KC where we never saw Joakim Soria, but rallied from behind against the Royals bullpen in all 3 games.

How can we put our naked eye complaining and Tuesday Morning Quarterbacking aside and quantify bullpen management?

Star-divide

A few realities:

-The same pitcher should generally perform the same across all leveraged situations.

-If teams used their best relievers in the highest leveraged situations, the team should expect their pitching stats to improve in high leverage situations.

 

-The numbers used are derived from baseball-reference.com. To calculate a rough number for innings pitched I used (AB-H+CS+GIDP+SH+SF)/3.

-These numbers include starters as there was no way to separate the bullpen in leverage splits. This is important because Big Bossman Tommy Rancel has been very critical of Maddon sending starters out to begin an inning only to have a quick leash at the first sign of a base runner. The decision on when to pull a starter is a key element of bullpen management.

 

-We will look at all AL teams across low, medium, and high leverage situations in 5 categories: Slugging Percentage allowed, unintentional walks per 9 innings, strikeouts per 9 innings, home runs per 9 innings, and Fielding Independent Pitching which was calculated as:

(((13*HR)+(3*(BB+HBP-IBB)-(2*K))/IP)+3.2.  Onto the results:

The only defensive dependant stat I will look at is slugging percentage. This helps account for the severity of hits allowed by weighing each type.

 

 

SLGl

 

SLGm

SLGh

BAL

0.457

0.474

0.477

BOS

0.437

0.421

0.379

CHW

0.434

0.395

0.408

CLE

0.439

0.436

0.423

DET

0.433

0.415

0.399

KCR

0.415

0.424

0.44

LAA

0.46

0.435

 

0.406

MIN

0.42

0.446

0.433

NYY

0.437

0.396

0.39

OAK

0.414

0.425

0.431

SEA

0.413

0.392

0.378

TBR

0.413

0.421

0.433

TEX

0.415

0.427

0.388

TOR

0.418

 

0.432

0.465

TOT

0.429

0.424

0.416

 

 

As you would expect teams on average have the lowest slugging percentage allowed in the highest leveraged situations. The Rays allow a .433 SLG against in high leverage spots, the highest for them of any situation and the third highest in the league behind Toronto and Baltimore.

 

FIP

FIPl

FIPm

 

FIPh

BAL

4.67

5.09

5.00

BOS

3.92

4.31

4.07

CHW

4.29

4.41

3.83

CLE

4.86

4.66

4.37

DET

4.62

4.64

4.02

KCR

4.44

4.29

4.17

LAA

4.92

4.47

 

4.03

MIN

4.31

4.55

4.48

NYY

4.90

4.23

3.76

OAK

4.02

4.41

4.55

SEA

4.71

4.69

4.12

TBR

4.61

4.10

4.87

TEX

4.68

4.90

4.12

TOR

4.24

 

4.57

4.35

TOT

4.51

4.52

4.25

 

 

Again the league FIP in high leverage spots is 0.25 better than either low or medium leveraged spots. The Rays fail here too, with a 4.87 FIP in high spots, second worst in the league. More annoying is that the Rays have a league best 4.10 in medium spots. Perhaps, the Rays have had the most mismanaged bullpen in the American League?

 

K/9

K/9l

K/9m

 

K/9h

BAL

6.14

5.73

5.72

BOS

8.17

7.88

7.10

CHW

7.33

7.05

6.73

CLE

6.60

5.63

5.84

DET

7.06

6.95

7.07

KCR

7.62

7.12

6.90

LAA

6.78

6.42

 

6.80

MIN

6.91

6.12

6.33

NYY

8.23

7.20

7.88

OAK

7.40

6.25

6.76

SEA

6.43

6.42

6.70

TBR

6.86

6.83

7.19

TEX

6.44

5.87

6.55

TOR

7.43

7.58

 

7.22

TOT

7.10

6.65

6.78

 

 

The Rays do have a higher K/9 in high leverage, but interestingly enough, this is the stat the league average is least affected by leverage.

uBB/9

uBB/9l

uBB/9m

uBB/9h

BAL

3.05

 

3.18

2.88

BOS

2.95

3.18

3.21

CHW

2.95

3.24

2.43

CLE

3.64

3.14

3.82

DET

3.38

3.48

3.31

KCR

3.41

3.58

 

2.84

LAA

3.09

3.06

3.21

MIN

2.87

2.58

2.70

NYY

3.35

3.64

2.70

OAK

2.97

3.12

3.50

SEA

3.19

3.38

3.14

TBR

2.99

2.73

3.92

TEX

3.47

3.48

 

2.63

TOR

3.20

3.60

2.70

TOT

3.18

3.25

3.07

 

 

Ouch. The Rays allowed almost a full unintentional walk higher per 9 innings in high leverage spots, and the highest in the league.

 

HR/9l

HR/9m

HR/9h

BAL

1.18

1.40

 

1.38

BOS

0.98

1.16

 

0.82

CHW

1.14

1.11

0.84

CLE

1.25

1.09

 

0.78

DET

1.26

1.19

0.86

KCR

1.17

0.96

0.97

LAA

1.44

1.06

0.77

MIN

1.09

1.20

1.16

NYY

1.54

0.89

0.89

OAK

0.96

1.04

1.14

SEA

1.23

1.16

0.88

 

TBR

1.28

0.97

1.31

TEX

1.09

1.20

0.95

TOR

1.04

1.19

1.23

TOT

1.19

1.12

0.99

 

Lastly, home runs per 9.

 

HR/9l

HR/9m

HR/9h

BAL

1.18

1.40

1.38

BOS

0.98

1.16

0.82

CHW

1.14

1.11

 

0.84

CLE

1.25

1.09

0.78

DET

1.26

1.19

0.86

KCR

1.17

0.96

0.97

LAA

1.44

1.06

0.77

MIN

1.09

1.20

1.16

NYY

1.54

0.89

0.89

OAK

0.96

1.04

1.14

 

SEA

1.23

1.16

0.88

TBR

1.28

0.97

1.31

 

TEX

1.09

1.20

0.95

TOR

1.04

1.19

1.23

TOT

1.19

1.12

0.99

 

 

Again, the Rays fared the worst in high leveraged spots where the trend is as one would expect, the best pitchers outperforming in high spots.

 

One last note, I mentioned the starting pitchers were included. The starters' seasonal FIP is 4.46 while the bullpen's is 4.24. This serves as further evidence that the Rays should outperform in high spots.

The bullpen has had ups and downs, but when things were good everyone was on and Joe could do no wrong. Given the severe difference between the team's seasonal FIP and high spot FIP, it is safe to say the bullpen decisions did not work out in 2009. I suppose you could argue the decisions were correct but the results were not. However if you are to honestly assess the pen, and the DRB belief that a traditional 9th inning closer is silly, you should not be able to look in the mirror and say the decisions were correct.

Lastly, to prevent this from becoming a skewering of JP by the you-know-whos, here is the breakdown of FIP by pitcher in High Leverage situations along with his % of the team's 220 high leverage innings prior to the double header.

 

% of High Lev Spots FIP
Wade Davis  0.3% -0.80
Dan Wheeler  6.4% 3.14
J.P. Howell  14.2% 3.23
Matt Garza  14.3% 3.45
David Price  7.5% 4.02
Scott Kazmir  6.4% 3.84
Lance Cormier  3.3% 5.63
Grant Balfour  8.1% 5.64
Jeff Niemann  8.9% 4.61
James Shields  11.1% 5.84
Chad Bradford  1.4% 1.49
Brian Shouse  2.5% 1.20
Troy Percival  2.5% 7.91
Randy Choate  2.3% 8.80
Joe Nelson  4.2% 8.20
Andy Sonnanstine  4.5% 11.63
Russ Springer  1.4% 19.06
Jason Isringhausen  0.4% #DIV/0!
Jeff Bennett  0.1% #DIV/0!

 

While there are plenty of small sample sizes, the fact remains if Maddon's toys had not been used in high leverage spots in favor of the Iceman's 3.23 High Leverage FIP, they Rays might have more than a handful of additional wins.

Comment 25 comments  |  2 recs  | 

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Good post. I'm not sure about this, but it seems we

Can we get robots for umpires and a computer to make in game strategy decisions? I'm sick of inconsistently bad umpiring and Joe's pitiful in game management. Oh and Navi (and BJ) need some PED's. BenZo, Bartlett, and Pena do not.

by matthan on Sep 7, 2009 10:54 PM EDT via mobile reply actions  

FYI I hate mobile postings

Anyways I think we seem to make more mid inning pitching changes than most teams. I’m not sure but would having a reliever enter with men on base hurt their performance? Way to often it seems like we ask a reliever to clean up anothers mess. Thoughts?

Can we get robots for umpires and a computer to make in game strategy decisions? I'm sick of inconsistently bad umpiring and Joe's pitiful in game management. Oh and Navi (and BJ) need some PED's. BenZo, Bartlett, and Pena do not.

by matthan on Sep 7, 2009 10:56 PM EDT via mobile up reply actions  

Yes

The Rays bullpen made 425 appearances prior to today spanning 1664 PA. Thats 3.92 PA per appearance. By far the fewest and almost a full PA off league average.

OAK 4.84
TBR 3.92
SEA 5.31
TEX 4.85
NYY 4.86
BOS 4.59
DET 4.94
MIN 4.86
TOR 4.76
CHW 4.92
CLE 4.96
KCR 4.88
LAA 4.94
BAL 5.31
TOT 4.84

Follow Me on Twitter @FreeZorilla

by FreeZorilla on Sep 7, 2009 11:07 PM EDT up reply actions  

So would it be better to not change pitchers as much?

What would the optimal pitching chain be on a given starter’s day?

by Transplanted on Sep 7, 2009 11:13 PM EDT up reply actions  

This is interesting

there’s been talk that overuse shouldn’t be an issue since the Rays are relatively low in relief IP. But where are they in relief appearances? Because a goood percentage of the work a reliever does in pitching is in getting ready to pitch. This should be disproportionate for the Rays since their average actual appearance is shorter.

If their number of appearances is closer to league average, or higher than average, then overuse could be an issue despite the IP. And maybe this could be laid at Maddon’s feet – as well as the pitchers themselves for poor performance. And this does get at the criticism of “Matchup Joe”.

by nyyfaninlaaland on Sep 8, 2009 2:11 AM EDT up reply actions  

Avgs

The average BP has faced 1804 PA., the Rays 1664.
The average BP has made 373 relief appearances, the Rays 425

Well below average on PA, well above average on # of appearances

Follow Me on Twitter @FreeZorilla

by FreeZorilla on Sep 8, 2009 8:06 AM EDT up reply actions  

this

doesn’t say a whole lot in itslf, because some teams like Balimore average more PA per RP appearance because their starter ges knocked out in the 3rd inning every other day. thus they’re forced to go long on their RPs to begin with.

The Yanks mix and match quiet a bit if you watch some of their closer games, but because they also blow away their oppenents quiet often they’re not in that many close games to begin with.

so it’s hard to make a judgemen with this sort of data, if a team is always in a lot of close games they’re naturally going to have their RPs pitch shorter stints then if they’re always blowing out there opponents or getting blown out.

by RollingWave on Sep 8, 2009 2:36 AM EDT up reply actions  

Great post freezo

Makes you wonder if we had a shutdown guy for the 9th and could have let JP continue to freelance how it would have looked. Can you e-mail me your workbook? I want to see what this looks like using an approximation of wOBA.

Embrace Eternity

by Sandy Kazmir on Sep 7, 2009 11:50 PM EDT reply actions  

Unfortunately I deleted OBP from my workbook since I did not use it.

On the main page of bref you can click on AL pitch splits. Id suggest going to the leverage section and creating a separate sheet for each leverage type. Should be pretty easy

Follow Me on Twitter @FreeZorilla

by FreeZorilla on Sep 8, 2009 8:24 AM EDT up reply actions  

Wheeler is pretty high on the bottom chart

Do you think Maddon would look at a similar chart on occasion?

by g8rboarder on Sep 8, 2009 1:06 AM EDT reply actions  

Not to be disagreeable

but my take on your data says it’s not really Maddon’s fault. And my take comes largely from the FIP data.

That said, this was some pretty cool stuff.

Here’s my take. And it may be that this approach doesn’t get to Maddon’s culpability.

The highest 3 in HL share in the pen are JP, Balfour, and Wheeler. JP by far, and justifiably. Of those, only Balfour’s been a failure, and he was the man last year. So maybe Maddon has stuck with him too much. In SSS’s Shouse and Bradford are good – but they were largely unavailable. Those who took Choate in the him vs. Shouse debate should perhaps rethink their position. Nelson was a bust. Contrary to popular belief, perhaps Cormier doesn’t deserve HL spots. The others – tiny SSS.

What really drives the HL data is the Starters – 53 % of the sample. And they weren’t outstanding either. And the top 3 RP’s cover another 28.7%.

My take is some of the players have failed, and failure has become widespread of late. Maddon is perhaps grasping at straws, and the straws aren’t stirring the drink. Wheeler’s lack of use could be due to something we don’t know (Pain or fatigue?) . I don’t think Joe is absent culpability, but the players just haven’t performed.

I hope you don’t take my post wrong FreeZO – this was really interesting.

by nyyfaninlaaland on Sep 8, 2009 1:58 AM EDT reply actions  

220 IP is a very strong single season sample size.

My take is the top 3 bullpen arms only account for 61% of the bullpen high leveraged spots. I don;t think that is high enough. Cumulatively, the small sample sizes add up to a number higher than I would like to see.

I do not blame Joe for using Balfour in those spots. I have always been a big endorser of Balfour. I would use a mix of those top 3 pitchers. If no situation arises, use J.P. to close. If a 2nd situation arises, use Balfour. I’d use Wheeler for the 9th as he is proven to be the most HR prone.

Follow Me on Twitter @FreeZorilla

by FreeZorilla on Sep 8, 2009 8:14 AM EDT up reply actions  

But shouldn't that utilization % be comparable across baseball?

Is the Rays 61% for the top 3 out of the ordinary? I’m sure it’s not possible for that number to get very high- using them always in those situations is untenable, or having the high leverage innings break in that fashion where that would be manageable would signal incredible good fortune. In essence Howell has appeared in such roughly 4X more often than the others, Wheeler twice, and Balfour almost 3 X. That doesn’t seem unreasonable to me.

Undrstand your take on utilization at end above, but Wheeler with a 1 run lead? It just seems that often use is influenced by the prior few nights action – you can’t always pick the best option – and I’m not saying Maddon has. But his matchups are what seem to be sending everybody off. It was a bit ironic to see NYY’s Joe go matchup happy tonight.

To me the above issue of # of appearances is very telling. IP aren;t telling the true usage tale. When coupled with warmup work, the high number of appearances suggests to me the pen may be overused despite the IP numbers.

by nyyfaninlaaland on Sep 9, 2009 1:44 AM EDT up reply actions  

Cool

Isn’t it possible that Maddon has leveraged the pen reasonably well, and the guys are simply undperforming in high leverage spots relative to low or medium leverage spots?

Smoltz.

by vivaelpujols on Sep 8, 2009 2:28 AM EDT reply actions  

Is it a genuine disconnect in strategy? meaning Maddon likes to over think these situations?

or do we see it a bit clearer having had time to see the results and look at the numbers. Not a very scientific question, but curious.

www.bucem.com - SBNation's source for all things Buccaneer

by Buc Wild on Sep 8, 2009 8:51 AM EDT reply actions  

How did/does the bullpen compare to 2008?

Did Maddon manage it differently? Granted we had different pieces (Percy for one) but was his micro-management the same and we overcame it, or is this just a fluke of a happening?

www.bucem.com - SBNation's source for all things Buccaneer

by Buc Wild on Sep 8, 2009 2:48 PM EDT reply actions  

I don't have the number's specifically, but JP started the year as a long reliever and moved to middle relief pretty quickly.

We lost a lot of games before we even got to the 8th inning this year. Last year, we were almost always in the game late.

Also, Balfour was fantastic last year and average this year.

by Suttree on Sep 8, 2009 6:58 PM EDT up reply actions  

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