Author Archive

Daily Graphing – Vicente Padilla

Did Vicente Padilla being traded to the Rangers yesterday go under the radar or what? I didn't find out about it until I opened up a Washington Post during lunch, and it's not like I have my head under a rock or anything. Anyway, the one time All-Star will be pitching at Arlington Field which believe it or not, is a better place for a right-handed pitcher than Citizens Bank Park. After having two nice season in 2002 and 2003, he's been plagued by various elbow injuries that have limited him to 262 innings with a 4.63 ERA the past two seasons. What are the chances he returns to his 2002-2003 form?

K9

Oddly enough, his strikeouts per 9 innings (K/9) were slightly up the past two years despite his injuries. His K/9 of 6.3 is just above the league average of 6.0 for starting pitchers. Unfortunately, his walks per 9 innings (BB/9) were up as well. Up by a lot.

BB9

Hopefully the huge spike in his BB/9 was injury related or just an incredibly off year. Chances are it was a combination of the two. The same thing can probably be said about his home run rate (HR/9) which also showed a considerable increase. He had 14.9% of his fly balls leave the park in 2005. With the league average being around 11%, that number is likely to improve next year.

HR9

Vicente Padilla's 2005 seems like it was a very off season mostly due to his nagging injuries. His K/9 is solid, so his success will hinge on him getting his walks and home runs down to where they were prior to 2004. While Arlington Field may be more pitcher friendly than Citizens Bank Park, it's not that much friendlier and a switch over the American League means he'll have to deal with facing a DH. I think he'll defintily rebound in 2006, but he has his work cut out for him.


Daily Graphing – Jarrod Washburn

With most of the top-tier free agent pitchers already signed, teams that missed out on the first round of signings will open their wallets towards the second tier starters. Jarrod Washburn fits the bill and rumor has it the Rangers and Nationals are interested in signing him. After going 18-6 with a 3.15 ERA in 2002, he had two disappointing seasons with an ERA over 4.00. In 2005 he seemed to recapture some of that 2002 form by going 8-8 with a 3.20 ERA. His 8-8 record was mostly due to his 5th worst run support in the American League. Is he likely to repeat his 2005 season or will he revert back to his 2003 and 2004 mediocrity?

KBB

If only he never had to face a right handed batter. I guess that could be said about any left-handed pitcher but it's especially true with Jarrod Washburn. In 2005 he had a strikeout to walk ratio (K/BB) of 6.75 against left handed batters, the fourth best ratio in baseball. Unfortunately, only 20% of the batters he faced actually batted left-handed. His K/BB against right-handed batters has been in a four year decline, and despite his success against left-handed batters, his overall K/BB has also been headed down the past four years.

LDFBGB

To add the list of things that are down, take a look at his fly ball percentage. He used to be primarily a fly ball pitcher, but in recent years he's managed to even it out by allowing an equal number of fly balls and ground balls. Depending on where he ends up, this may or may not be ideal. If the Nationals sign him, a fly ball pitcher would be perfect for the spacious outfield of R.F.K. Stadium. Overall though, it's nice to him induce less fly balls as it may help him limit the number of home runs he allows. He's never been particularly good at keeping the ball in the park.

HR9

Jarrod Washburn will assuredly have more wins next year, but I doubt he'll be able to keep his ERA as low as it was in 2005. I think his success against left-handed batters was inflated, which contributed to his low ERA. He should be a reliable, but unspectacular addition to any pitching staff.


Daily Graphing – Edgar Renteria

After just one season with the Red Sox, Edgar Renteria and his four year 40 million dollar contract were shipped off to Atlanta for third base prospect Andy Marte. In 2002 and 2003 Edgar Renteria posted back to back season with a batting average over .300. Since then, he's reverted to his pre-2002 days where he was a around a .275 hitter for five straight years. Is there any hope him ever doing as well as his 2003 season?

BBK

In 2003 he had a tremendous spike in his walk to strikeout ratio (BB/K) which validated his .330 batting average that year. What this graph doesn't show is just how out of whack is 2003 season was. Here's a little sneak preview of our right handed/left handed split graphs.

SBBK

Most of that spike in his his BB/K was due to a incredibly dominant year against left handed pitchers. In 2003 he was an amazing .391/.507/.669 against lefties. I think we can safely say that is not going to happen again.

With a return to his 2003 season likely out of reach, considering his career averages, I'd say the best you can expect out of Edgar Renteria is a return to his 2002 season. The good news is, besides his 2002 and 2003 seasons, he's been incredibly consistent. I doubt he'll be worse than he was in 2005, and chances are he'll be a little bit better next year


Daily Graphing – Brad Wilkerson

ESPN is reporting that Nationals players Brad Wilkerson, Terrmel Sledge, and a player to be named will be headed to the Rangers in exchange for Alfonso Soriano. After Brad Wilkerson hit a career high 32 home runs in 2004, he and the rest of the Montreal Expos became the Washington Nationals. The move was not kind to Brad Wilkerson, as he experienced his worst season to date by hitting just 11 home runs with a .248 batting average. Now that he'll be playing in the batter friendly confines of Ameriquest Field in Arlington, is it likely that he'll rebound in 2006?

ISO

Where did your power go Brad Wilkerson? Playing in R.F.K. stadium certainly didn't help. Only 7% of fly balls hit in R.F.K. stadium became home runs, the lowest in baseball. Yet he wasn't just bad playing at home, he was even worse on the road. Check out his Home/Away splits from 2004 compared to 2005.

HR/FB Splits
Season	Home	Away
2002	18%	11%
2003	15%	15%
2004	15%	17%
2005	7%	5%

As you can see, something was seriously out of whack last season and chances are it was an “irritated ulnar nerve” in his forearm that bothered him the entire 2005 season. It's also worth noting that in 2004 he altered his approach at the plate which caused him to start hitting more fly balls. With his HR/FB of just over 16% in 2004, that easily explains the career high 32 home runs.

LDGBFB

But what about his sub par batting average? His walk percentage was down slightly to just under 13%, but that's still very good. It really all boils down to his high number of strikeouts. The good news is, he's been chopping away at his strikeout percentage (K%) each year he's been in the league. If he can continue to lower it, there's bound to be improvements in his batting average.

KP

Brad Wilkerson's 2005 power outage seems like it's mostly due to injury, with some additional help from R.F.K. stadium. If he's healthy in 2006, I see no reason why he won't be able to fully rebound. He's a perfect match for Ameriquest Field where left handed batters hit a league high 15% of their fly balls for home runs. Also, let's not forget he's only 28 years old and just entering what should be his most productive years.


New Stats

We've recently acquired a slew of new stats from our stats provider Baseball Info Solutions. While none of them are being graphed yet, I made them available in the “Season Stats” section for each player.

Here is the list of stats that have been added:

GB/FB	Ground Ball to Fly Ball Ratio.
IFFB%	Percentage of fly balls that are infield fly balls.
HR/FB	Percentage of fly balls that are home runs.
IFH%	Percentage of ground balls that are infield hits.
BUH%	Percentage of bunt hits.

IFFB	Total number of infield fly balls.
IFH	Total number of infield hits.
BU	Total number of bunts.
BUH	Total number of bunt hits.

Since these stats have just been added to our database, I haven't done much research on them. It's tough to say whether the particular ratios and percentages added are useful.

There have been two other changes:

1. Some of the existing stats are now carried out an extra decimal point.

2. Choosing a player for comparisons should work a little better now.

I'd like to remind people that it's ok to use any “Fan Graph” in your own articles, blogs etc…. If you want the image to be permanent, you must save the image and host it yourself. The graphs hosted here are periodically wiped clean because of the large amount of space they take up. Over 80,000 graphs were generated the past two months.

There will be another site upgrade sometime in the next two weeks that should include “split graphs”. These will allow you to track a player's right-handed or left-handed only stats against one another and the players combined average.


Daily Graphing – Paul Byrd

Paul Byrd and the Indians have agreed on a 2 year contract worth slightly over 14 million dollars with an 8 million dollar third year option. This will be his fourth different team in his past four seasons. After having a breakout year in 2002, he spent all of 2003 recovering from Tommy John surgery. When he returned in 2004, he picked up right where he left off by having another 2 season with an ERA slightly below 4. Is there any reason to suspect he'll be any different in 2006?

BB9

His walks per 9 innings (BB/9) have been very consistent the past three years. Obviously he issues very few walks. He had the fifth lowest BB/9 among all starting pitchers in 2005. However, his strikeouts per 9 innings (K/9) are an entirely different story.

K9

Once again he's very consistent, but this time not in a good way. His low number of walks and low number of strikeouts means he puts the ball in play often. This inspired me to take a look at the number of home runs he allows per fly ball (HR/FB). In 2005, 7% of his fly balls ended up being home runs where the league average is around 11%. Due to his low HR/FB percentage, my research (see HR/FB analysis) shows there's about a 70% chance it will increase the next year. It's also worth noting he's a fly ball pitcher, so a larger HR/FB percentage means even more home runs than a ground ball pitcher.

LDFBGB

Despite a likely increase in his home run totals, I think Paul Byrd next year will probably be pretty similar to what he was in 2005. There's not much suggesting his previous three seasons were flukes. Watch to see what his K/9 does next year. Any increase in his strikeouts will go a long way considering his BB/9 is so low.


Daily Graphing – Kyle Farnsworth

Reports are that free agent Kyle Fransworth will likely be signed by the Yankees to a three year contract somewhere in the neighborhood of 17 million dollars. This past year he had his best season ever by posting an ERA of 2.19 and striking out 87 batters in just 70 innings of work. He was traded to the Braves in early August and took over the closers role by the end of that month where he went 10 for 10 in saves. The last time Kyle Fransworth pitched nearly this well was 2001 and he's never had back to back seasons with an ERA under 4. Will he be able break that trend and repeat his 2005 season next year?

K9

If his strikeouts per 9 innings (K/9) are any indication of how well a reliever does (which they are), then I'd say he's a pretty attractive relief pitcher. He had the sixth highest K/9 of any relief pitcher in 2005. Unfortunately, he has been periodically wild and that has kept him from consistently being one of the best relievers in baseball.

BB9

The two other things he had going for him in 2005 were the small number of home runs he allowed and his Batting Average on Balls in Play (BABIP). He only gave up 5 home runs the entire season making his home runs per 9 innings (HR/9) the lowest of his career. Likewise, his .261 BABIP was also the lowest of his career.

HR9

I think Kyle Farnsworth was definitely a little lucky last year, but that's no reason to think he can't be a dominant pitcher in 2006. His K/9 is exactly where you want it to be for a relief pitcher and while an increase in his home runs and BABIP are likely, there is still plenty of room to improve the the number of walks he issues. I think we'll see a similar Kyle Farnsworth next year, and for the first time he'll keep his ERA well under 4 for two consecutive season.


Research – Pitchers, Home Runs, & Fly Balls

Stemming from the Home Runs & Fly Balls research, there is some question about how much control a pitcher has over the amount of home runs he allows. In an attempt to answer this question, I made a scatter plot of a pitchers Home Runs per Fly Ball (HR/FB) and the change in his HR/FB the following year using data from 2002-2005.

HRFBD

The horizontal red line is the average HR/FB, and the vertical red line indicates the place where zero change would be from year to year. This divides the chart into four quadrants. The percentages in each corner show the percentage of data points in each quadrant. For instance, 41% of the pitchers sampled had a below average HR/FB that increased the following year. Likewise, 32% of the sampled pitchers had an above average HR/FB which decreased the next year. That means that 73% reverted their home run fortunes the following year and only 27% continued their current trend.

Careful though, just because a player reverted their HR/FB doesn't mean they're doomed or saved from home runs. Here is another scatter plot that compares the first year's HR/FB directly with the next years.

HRFBA

As you can see there is pretty much no correlation between a player's actual HR/FB from year to year. This tells me that while a player is likely revert their HR/FB the following year, it's unclear how much of a change there will be. One thing to note is it seems that below average players are slightly more likely to continue having a low HR/FB. However, this may just be a result of the pitchers sampled in this study.

I believe this data shows that pitchers generally do not have control over their HR/FB from year to year. This would mean that the number of home runs a pitcher allows is based on both chance and the number of fly balls a pitcher allows.


Research – Home Runs & Fly Balls

I thought I'd try something a little different today and write about some research I've been doing on home runs and fly balls. Most of this research was spurred by a good discussion that's ongoing in our forums section between Russ, Mike and me. The first question posed was, “How much of a batter's power is related to his Fly Ball/Ground Ball ratio?” Knowing that most home runs are the result of fly balls (a few are line drive), it seemed to make sense that if a player hit more fly balls he'd be rewarded with more home runs. For a quick answer to that question I put together a scatter plot of each player's Home Runs per Balls Hit into Play (HR/BIP) and his FB/GB ratio using 2002-2005 data.

BHRBIP

As you can see, the trend would indicate there is some correlation between how often a player hits fly balls and his home run production, but unfortunately it's not all that strong a correlation. One thing to note is that players who hit an extremely high number of ground balls don't hit a lot of home runs, but once you exit the extreme groundball category the less conclusions you can make about a batters power based on his FB/GB ratio.

What about pitchers? Does their FB/GB ratio dictate how many home runs they give up? Here's the same scatter plot for pitchers.

PHRBIP

There is definitely a different shape here, but essentially it shows a similar correlation (but slightly stronger) to what the batter's graph showed. Either way, I think it's safe to say that just because a batter hits or a pitcher allows a lot of fly balls doesn't mean they'll be exiting the park. However, it does seem like the more fly balls a player hits/allows, the more susceptible to home runs he becomes.

Tomorrow (or later today), I'll be writing about how much control a pitcher has over his home runs allowed.


Daily Graphing – Esteban Loaiza

Yesterday, free agent Esteban Loaiza was signed by the Oakland Athletics to a 3 year deal worth slightly over 21 million dollars. Esteban Loaiza has been quite the enigma the past three years. After being consistently average for the first 8 years of his career, he shocked everyone in 2003 by winning 21 games with a 2.90 ERA and finished second in the AL Cy Young balloting. Then in 2004 he had one of the worst seasons of his career by posting a 5.71 ERA. Last year, determined to prove that his 2003 season was not entirely a fluke, he went 12-10 with an ERA of 3.77. Don't let that 12-10 record fool you either. He had 24 quality starts, the 6th best in the majors and some very poor run support. So, the big question is, who is the real Esteban Loaiza?

BB9

He's certainly not someone who walks a lot of batters. As you can see he's done a very good job limiting free bases over the course of his career. The one exception was 2004 and most of his trouble came after he was traded to the Yankees. Before being traded to the Yankees he had a walks per 9 innings (BB/9) of 2.9. With the Yankees it jumped to an abysmal 5.5 BB/9. I think it's safe to say that was a fluke. Since he has his walks under control, strikeouts will be one of the major keys to his success.

K9

As you can see, in 2003 his strikeouts per 9 innings (K/9) took a major jump mostly due to an improved cut fastball and changeup. In 2004 in dropped back down to his career levels and then in 2005 it was up again. What the graph above doesn't show you is that in 2004 his K/9 was creeping back up to 2003 levels the entire year. In the first half of 2004 his K/9 was 5.1 where in the second half it was 6.9.

K9D

The other key to his success in 2003 and 2005 was limiting the number of home runs he allowed. He's actually been all over the map in home runs per 9 innings (HR/9) and I wouldn't be too surprised if he allowed more home runs next year.

HR9

I think Esteban Loaiza is one of these overvalued/undervalued players where some people can't get past his 8 years of mediocrity and others are still hung up on his 21 win season. I have to admit, I've been on the mediocrity side for quite some time, but as long as he doesn't allow too many home runs I think he'll be a quality pitcher. He's never had a problem with walks and it looks like his increased strikeouts are for real.