Archive

Archive for August, 2007

On quality starts and dominant starts

August 30, 2007 donchoi 3 comments

There are many methods of measuring pitcher performance, and how good a pitcher really is. Can you really draft for fantasy leagues based on won-loss records and ERA? Experience tells me, not really. So what can you look at?

How useful is the definition of a “quality start”? In 1985, John Lowe sought to define what a good starting pitcher ought to achieve in order to give his club a high chance of victory. If a pitcher lasts at least six innings while allowing three earned runs or less, he gets credit for a quality start.

David W. Smith showed back in 1992 that teams who got quality starts won about 70% of the time. So if you could get all quality starts all year long, you should finish about 113-49. Not bad.

But the quality start statistic has also received criticism from many, primarily because of the minimum requirements. Three earned runs in six innings of work corresponds with an ERA of 4.50, which doesn’t sound like a “quality” pitcher. And what of the pitcher who tosses a complete game but allows four runs? He doesn’t get credit for a quality start, yet his 4.00 ERA is better than the guy who meets the minimum requirement for a QS, and gives his team a better chance to win. Bill James has pointed out that these cases are indeed problematic, but few and far between, rendering them statistically negligible.

Checking recent years, from 2004-2007, I found that Smith’s findings still hold generally. Getting a quality start from your pitcher gets you a win 68.2% of the time.

Year    Total QS   	AL QS  		NL QS
2004	1566-711 (.688)	712-295 (.707)	854-416 (.672)
2005	1651-795 (.675)	755-354 (.681)	896-441 (.670)
2006	1566-713 (.687)	737-296 (.713)	829-417 (.665)
2007	1312-618 (.680)	618-292 (.679)	694-326 (.680)
Totals	6095-2837(.682)	2822-1237(.695)	3273-1600(.672)

The National League averages about 200 more quality starts per year than the American League. You can rationalize this with the presence of the designated hitter, who replaces the easy-out pitcher in the lineup with one of the best hitters in the lineup. Interestingly, the winning percentage in the AL is consistently higher than the NL for a quality start. Perhaps this reflects the fact that a quality start in the AL is different than a quality start in the NL. Or it may be due to overall bullpen quality. Or the liberal use of pinch hitters, bunts and small ball.

Looking at the quality starts leaders for this season, and the percentage of starts which are considered quality, we see some very good pitchers:

QS	QS%	Name
25	89.3	Dan Haren
23	82.1	Brad Penny
23	85.2	Jake Peavy
21	80.8	John Smoltz
21	72.4	C.C. Sabathia
21	75.0	Tim Hudson
21	80.8	Fausto Carmona
21	75.0	Erik Bedard
20	71.4	Johan Santana
20	71.4	Tom Glavine
19	67.9	Andy Pettite
19	67.9	Roy Oswalt
19	70.3	John Lackey
19	76.0	Kelvim Escobar
18	64.3	Brandon Webb
18	66.7	Matt Cain
18	69.2	Mark Buehrle

The number of quality starts does give you a sense of how good a pitcher is, but it’s not the whole story. You might say that it tells you more about consistency than dominance. I’d like to propose another related measure, called a dominant start.

The Dominant Start

What defines dominance? Unhittableness? Strikeout rates? How good of a chance your team has to win? It’s difficult to extract that kind of information from standard pitching stats. What you get is a conglomerate of all of a pitcher’s performances, which rewards consistency far more than one dominant outing. So if we analyze outings individually, we get a truer sense of potential, because we see peaks that otherwise get smoothed out by totaling and averaging.

So how should we define dominance? I think a pitcher should go at least six or seven innings, and allow 2 runs or less. Why two runs? Because a pitcher can dominate a whole game, but walk one and allow a home run, and that’s two earned runs. Or a walk and two hits in a bad inning can yield two runs, but typically not three. The starter should also strikeout at least a batter an inning to dominant. Why do K’s count? Because strikeouts lessen the effects of lucky hits and subpar defense out of the equation, and speak to the skill and deception of the pitcher on a given night.

To decide between 6 or 7 innings, I tested the two cases for the years 2004-2007:

League	6 innings	7 innings
AL	848-251 (.772)	428-105 (.803)
NL	1078-359(.750)	560-148 (.791)

Based on the above, I would propose that at least seven innings pitched while allowing two earned runs or less, AND striking out seven or more hitters constitutes a dominant outing. It works out nicely that a quality start gives you a 70% chance of winning the game, while a dominant start puts you right near 80%.

And now, without further ado, the dominant start leaders of 2007:

AL Dominant starts, 2007 
DOM	DOM%	Name
10	35.7	Erik Bedard
9	31.0	C.C. Sabathia
8	28.6	Johan Santana
8	29.6	Daisuke Matsuzaka
8	32.0	Josh Beckett
6	21.8	James Shields
6	21.8	Dan Haren
5	20.0	Kelvim Escobar
4	15.4	Justin Verlander
4	15.4	Javier Vazquez
4	16.0	Jeremy Bonderman
3	12.5	Felix Hernandez
3	11.5	Roy Halladay
NL Dominant starts, 2007
DOM	DOM%	Name
9	32.1	Brandon Webb
9	33.3	Jake Peavy
9	32.1	Aaron Harang
7	28.0	Cole Hamels
6	26.1	Chris Young
5	19.2	John Smoltz
5	17.9	Brad Penny
5	23.8	Tim Lincecum
5	18.5	Matt Cain
4	14.8	Barry Zito
4	15.4	Wandy Rodriguez
4	15.4	John Maine
4	15.4	Rich Hill
4	18.2	Orlando Hernandez

I’d rather draft this second group of pitchers over the quality starts group, any day. Dominant starts gives you very good pitchers, but filters out the lower fantasy performers, and seems to incorporate some of that all-important “upside”.

So together the quality start percentage and dominant start percentage tell you how consistent a pitcher’s been, versus how dominant he’s been in specific outings. You could easily use the dominance measure to data mine for future aces and breakout pitchers for fantasy play. It would also be interesting to see how quality start percentage and dominant start percentage come into play over a pitcher’s career. But we’ll leave that until next time.

Categories: Uncategorized

Help shape FantasyScope!

August 29, 2007 donchoi Leave a comment

Hey, I’d like some feedback on the site: what posts do you enjoy the most? Which would you like to see more of, and which need to go? Should I stick to statistical analyses, or do you like fantasy advice better?

Categories: Uncategorized

Waiver wire: Nate McLouth

August 28, 2007 donchoi Leave a comment

The Pirates’ Nate McLouth has caught fire in August, hitting .284/.373/.589 for the month with 7 HR and 6 SB. His season average is just .251, so I kept waiting for him to go into the dumper, but he continues to get big hit after big hit for the Bucs, as evidenced by his 20 RS and 17 RBI this month.

It’s not so much the average or the slugging as it is the overall fantasy production that makes him an attractive pickup. He’s a very hot player, and could be a bridge guy if you’ve had someone hit the DL recently, like Gary Sheffield.

Categories: Uncategorized

Waiver wire: Ian Kinsler

August 28, 2007 donchoi Leave a comment

For those of you needing help at second base, Ian Kinsler is finally healthy and kicking once again. He’s at .293/.352/.394 for the month in 99 AB, and his stick has shown a lot of life recently. He can also steal a decent number of bags when healthy too, so he’s a quality pickup.

Kinsler was hitting .298/.375/.667 on May 1 with 9 HR, and continued to show pretty good power and production until an injury sidelined him in June. He could be very productive this last month, when the Rangers have nothing left to lose.

Categories: Uncategorized

Keepers: Three pitchers to get

August 24, 2007 donchoi Leave a comment

I’ve been doing some searching, and I’ve got three keeper candidates that you should try to land for your team. I’ll start with the most obvious and work my way down from there:

Tim Lincecum, San Francisco
The next Pedro Martinez?  The smallish Lincecum hasn’t given any reason for anyone to doubt it. Featuring a plus 95 mph fastball and a devastating plus-plus curve, this 23-year old is already buckling knees at the major league level. Lincecum dominated the college competition, and shouldered a heavy workload, carrying Wash U quite far.

He’s gone 7-4 with a 3.91 ERA this year in 20 starts, but that’s not the whole story. He’s struck out 132 hitters in 124.1 IP and been dominant at times. How about eight shutout innings against the first-place Brewers on July 21? 65% of his starts have been quality starts. He’s showing decent control, gotten 155 ground balls to 117 fly balls, and has only allowed 11 longballs this year. He’s pretty mature for his age. As a rookie, sure he’s taken his lumps too. But he’s worked efficiently and held opponents to a total line of .213/.294/.353. Pair him with a bounceback season from Matt Cain next year, and the Giants may not be so pathetic in 2008.

Adam Wainwright, St. Louis
The 6′7″ Wainwright gets noticed wherever he goes. Is there a word that means, “lankier than lanky”? Wainwright is a 25 year-old righty who works in the low 90s. He’s got a very good curveball, and a pretty good changeup, and he is tossing the ball very well right now. He’s not a big strikeout pitcher, but his K rate is not bad, and he doesn’t walk too many hitters, either. Is athletic, despite his height; he was an All-State kicker and wide receiver in high school.

Wainwright is 11-9 this season with a 3.97 ERA, but his second half numbers are quite a bit more impressive: 4-2 with a 2.67 ERA. He hasn’t posted a monthly ERA over 4.00 since May, and is becoming quite dependable for the Red Birds. He two-hit Milwaukee on August 16 for seven innings, and one-hit the Royals for eight innings during interleague play. He should slot in as a pretty solid #3 for the Cards in 2008 behind Chris Carpenter and Mark Mulder.

A.J. Burnett, Toronto
Burnett is 30 years old, and missed large parts of the last two seasons since signing his free agent deal with the Blue Jays. What is he doing on a keepers list? Like I said, the least obvious would be last.

Burnett is 7-7 with a 3.85 ERA this season in 18 starts, hardly numbers worth writing home about. But he is on this post because of the way he is throwing the ball. A.J. has really recovered his explosiveness, and it shows. He’s struck out 126 men in 114.2 IP, the highest strikeout rate he’s had ever, his WHIP is down to 1.20 on the season, and hitters are batting .210 against him this year. He’s tossed two complete games already, and gone at least six innings and allowed one run or less in six of his starts. That’s impressive. He’s 2-1 with a 1.74 ERA since the All-Star Break, and looks like he could become Toronto’s ace next season, surpassing even Roy Halladay.

Categories: Uncategorized

Trade: Craig Munroe to the Cubs

August 24, 2007 donchoi Leave a comment

The Detroit Tigers traded outfielder Craig Munroe to the Chicago Cubs for a player to be named later. Munroe was struggling, hitting just .222/.264/.373 this season. He is a right-handed bat with some power, but look for him to platoon in left field with Matt Murton until Alfonso Soriano returns off the DL. There’s not much fantasy value here, though Munroe has been known to get on hot streaks in the past.

What’s interesting is that, in the middle of a pennant race, the Tigers have elected to open up left field to competition between a lot of really young guys. Marcus Thames has a couple of years under his belt, but he’s not that different a hitter from Munroe. Cameron Maybin is the stud prospect candidate, and Ryan Raburn is the underdog, a rookie who’s performed quite well so far. The Tigers’ lineup is very good, so any of these guys would be lucky to crack the top 7 in the order at this point. But that could change if somebody gets very hot, so keep an eye on this situation.

Categories: Uncategorized

Waiver wire: Adam Wainwright

August 23, 2007 donchoi Leave a comment

If you need some pitching help, go grab Adam Wainwright. He is 11-9 with a 3.97 ERA for the resurgent Cardinals this year, but his second-half numbers are attention-grabbing: 4-2 in 8 starts with a 2.67 ERA and 1.28 WHIP. The big righty is also striking out 8.17 hitters per nine innings as a starter in the second half. He’s dominated (translated: shut out for 7 innings or more) Milwaukee, Philadelphia and Kansas City this season with his quality stuff this year.

He’s actually pretty good keeper material, from the looks of it.

Categories: Uncategorized

Waiver wire: When do you pick up hot no-name players?

August 20, 2007 donchoi 1 comment

Anyone, I mean literally anyone, can get on a hot streak in the Major Leagues. But you’ve got proven talent on your team; if you drop any of your guys, they’ll get snatched up without a second thought. So why would you drop good players to pick up some backup who happens to have gotten hot?

This is the time of year that this should enter your thinking. So long as you’re not in a keeper league, if you are trailing by a pretty good margin and have nothing to lose, you might as well go with the hot hand. Sure, you’ll regret dropping some players later, but if you can be consistent about it, you should be able to keep your team averages pretty high. Pitching is a whole other story, so we’ll stick with picking up hot bats for now.

Out of my four leagues, I am in first or second place in three of them; the last league I am languishing in fifth place, with my offense mainly to blame. So I decided to try out this experiment: Pick up hot bats, and drop them as soon as they show signs of cooling off. Theoretically, this should allow me to get better overall production from my lineup.

Here is my team as of yesterday:

C  Yorvit Torrealba
1B Albert Pujols
2B Orlando Hudson
3B Alex Gordon
SS Maicer Izturis
OF Carlos Lee
OF Johnny Damon
OF Raul Ibanez
DH Gary Sheffield

Due to Yahoo! rules, I can not drop Pujols, Lee or Sheffield. But I can and will shuffle everyone else if/when they don’t perform.

My first three add/drops:

2B/3B/SS Maicer Izturis for SS Jack Wilson.
Both of these guys are weak hitters with little or no power. Normally, I’d like to keep someone with so much position flexibility, who plays for a first place team, rather than cellar dweller Pittsburgh. Wilson also has no speed, which is a minus. However, Wilson is hitting a slick .413/.500/.652 in August, and the rumors of a possible waiver trade to the Tigers sure can’t hurt.

C Yorvit Torrealba for C Yadier Molina.
Both of these guys are young catchers who have shown flashes of being able to hit, but generally haven’t shown that much consistency. In my mind, this is a pretty even fantasy transaction, only that Molina is .373/.448/.549 on the month, and ranked just above Albert Pujols in OPS for August. If you could add an Albert Pujols for free from the catcher spot, wouldn’t you?

3B Alex Gordon for 3B Mark Reynolds.
This is a trade you would never make in real life. But Gordon is clearly not arrived all the way yet at the plate, and defense doesn’t count in fantasy sports. Arizona is incredibly hot right now, due in part to Reynolds’ line of .404/.446/.615 in August (and some guy named Brandon Webb). Reynolds seems to be finished with his two month slump, and is crushing the ball, just like he was back in May when he was first called up.

Of course, this is no guarantee that they’ll continue hitting well; rather, they are highly likely to decline from here, with nowhere else to go. But you just keep monitoring them, and look for the next best thing once they show signs of becoming themselves again. One useful tool is to keep checking how they’ve done in the last week.

Categories: Uncategorized

Waiver wire: Get ‘em while they’re hot

August 19, 2007 donchoi Leave a comment

Mark Reynolds, 3B. Reynolds is back, tantalizing us with some pretty gaudy numbers. In the last week, he’s hitting .480, and is the proud owner of a .452/.489/.643 line in August. No one doubts the power stroke, but after two months of hitting sub-.200, we’re not quite sure we’d keep him long term.

Moises Alou, OF. Alou just continues to surprise us. Just when you think he’s definitely finished, he comes back from yet another injury to hit extremely well again. He’s one of the hottest hitters right now, scorching the ball at a .345/.406/.724 clip this August.

Frank Catalanotto, OF. Now there’s a name you haven’t heard in a while. Since being exiled to Texas, the wily veteran is finally getting some playing time. He’s seeing the ball extremely well, as he’s hitting .395/.469/.744 this month.

Categories: Uncategorized

Great pitching article on Baseball Analysts

August 17, 2007 donchoi Leave a comment

If you’re into understanding pitching, there is a must-read post on Baseball Analysts this morning. They go into detail on pitch tracking, and make a good argument for actual pitch speeds based on flight time rather than radar guns. Joe Sheehan talks about the actual path of a curveball (Rich Hill’s plus plus curve) versus a fastball. They even list the 10 fastest single pitches thrown this season. Cool stuff.

They also link to a great site on the Physics of Baseball.

Categories: Uncategorized