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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.


Daily Graphing – Jim Thome

For the first time in 7 years, Jim Thome failed play in over 140 games after having season ending elbow surgery in mid August. Before his decision to shut things down, he was easily having the worst season of his career by batting only .207 with a mere 7 home runs in 193 at bats. Jim Thome insists he'll be fully recovered from shoulder surgery next season and ready to play for his new team, the White Sox. While a rebound for the slugger is almost a certainty, how much of an improvement over last year should be expected?

BABIP

First let's address his poor batting average. Besides injuries, some of his .207 batting average can be attributed to a very low Batting Average on Balls in Play (BABIP). As you can see his 2005 BABIP of .260 is way out of line with his career averages and should revert to at least the .300 mark next year. In addition to his low BABIP, his walk to strikeout ratio remains above average which only bolsters evidence that his batting average will rebound.

BBK

However, the area where he experienced the most severe decline was not his batting average but his Isolated Power (ISO). Much of this decline is likely due to injuries, but he'll be 36 years old next season and I'd be surprised if his age wasn't slightly responsible for the decrease in power.

ISO

If Jim Thome can remain healthy next season, I don't see any reason why he won't have a significant rebound. His batting average should return to around his career averages, but I'd be surprised if he had another 40 home run season. Considering his health and age, I think 30 home runs is more within reason.


Daily Graphing – Bob Howry

The Cubs have signed Bob Howry to a three year, 12 million dollar contract. For the past two years, Bob Howry has been one of the better relievers in the American League by posting back to back sub-3 ERA seasons. Let's see if there's any chance he can make his sub-3 ERA, a three year occurrence.

K9

His strikeouts per 9 innings (K/9) have been fairly inconsistent. In 2004 he had an excellent K/9 of 8.2, but in 2005 it dropped to a below average 5.9. Despite the drop in his K/9 he was able to keep a high strikeout to walk ratio (K/BB) by decreasing the number of walks he allowed.

KBB

The one area where I see a real problem is his Batting Average on Balls in Play (BABIP). In 2005 he had a BABIP of .222, which is incredibly low. It was so low that it puts him in the 99th percentile of all pitchers. Considering the league average is right around .300, I'd say there is absolutely no chance of him repeating his .222 BABIP.

BABIP

I can't say I'm too optimistic that Bob Howry will have another sub-3 ERA season. The decrease in his strikeout rate is somewhat troubling as it means he'll have to be extra careful not to walk batters. Then there's the unsustainable BABIP which I wouldn't be too surprised to see above .300 next season considering how lucky he was in 2005. Don't think that a move to the National League will help him either as NL relievers actually had a higher ERA than American League relievers last year. Yeah, I'd say the chances of Bob Howry having another sub-3 ERA season are pretty slim.


Daily Graphing – Javier Vazquez

A couple of weeks ago, Javier Vazquez formally requested to be traded. If the Diamondbacks don't trade him by March 15th, he will have the option to become a free agent. Up until being traded to the Yankees in 2004, he spent six years in Montreal where he was one of the better pitchers in the National League. After spending one devastating year with the Yankees, he was sent to the Diamondbacks where he showed vast improvement, but failed to completely recapture his pre-Yankee days. Will Javier Vazquez ever return to being the dominant pitcher he was in Montreal?

KBB

If you look at his strikeout to walk ratio (K/BB), it actually looks like he already returned to his pre-Yankee days. However, the same cannot be said for his ERA.

ERA

The main reason for his failure to post such a high ERA despite his very high K/BB is that he gave up 35 home runs, the second most in baseball.

HR9

For Javier Vazquez to completely recover from his year as a Yankee, he'll have to reduce the number of home runs he allows. A move to a pitcher friendly park would certainly help him in this area. Other than his home runs, it looks like he's back on track to be a dominant pitcher.