Living in Dangerous Times

Let’s start with the surprising conclusion: Batters are getting hit by pitches at near-historic rates. For all that you hear about pitchers who won’t pitch inside, and umpires issuing warnings that make it impossible to throw at hitters, and batters being unwilling to take one for the team, we’re seeing batters get hit by pitches at the highest rate since the turn of the last century.

I looked at each decade since 1901, the first year there were two leagues. Using FanGraphs’ Leaders page, I calculated the number of hit batsmen per 100 games played:

   1901-1910  6.5

   1911-1920  4.9

   1921-1930  3.6

   1931-1940  2.6

   1941-1950  2.4

   1951-1960  3.1

   1961-1970  3.4

   1971-1980  3.1

   1981-1990  3.0

   1991-2000  4.7

   2001-2010  5.8

   2011-2014  5.3

Baseball was kind of a wild game in the early days, with all sorts of shenanigans on the ball field, including throwing at batters. Hit batsmen were already in decline when, on August 16, 1920, Carl Mays hit Ray Chapman in the head with a pitch, killing him. Hit batters declined through the next three decades, bottoming out at 2.14 per 100 games in 1946. They stayed around 3 or so per 100 games through the 1980s, and then they took off. Here are the 30 years with the most batters hit by a pitch per 100 games:

    1. 1901  8.0       11. 1907  6.1       21. 2008  5.5

    2. 1903  6.9       12. 2004  6.1       22. 2011  5.3

    3. 1905  6.9       13. 1909  6.0       23. 2009  5.3

    4. 1902  6.8       14. 2003  6.0       24. 2013  5.2

    5. 1904  6.6       15. 2006  6.0       25. 1913  5.2

    6. 1911  6.5       16. 2005  6.0       26. 2010  5.2

    7. 2001  6.2       17. 2007  5.8       27. 1999  5.1

    8. 1908  6.1       18. 2014  5.7       28. 1998  5.1

    9. 1910  6.1       19. 2001  5.7       29. 2000  5.1

   10. 1906  6.1       20. 1912  5.5       30. 2012  5.1

Isn’t that strange? Every year from 1901 to 1913 and every year since 1998. Nothing from the intervening 84 seasons. It raises two questions:

  1. What’s going on? Why have hit batsmen increased despite efforts to cut down on beanball wars? It really has turned on a dime. There were 3.8 hit batsmen per 100 games in 1992, the 68th straight year below 4.0. It hasn’t been below that level since.
  2. When will it change? Andrew McCutchen’s plunking was a big story but didn’t lead to any calls for change. Amid laudable efforts to improve player safety, from batting helmets to neighborhood plays to home plate collision rules, hit batters are returning to levels not seen since the year before Babe Ruth’s rookie season. There have been some pretty terrible beanings, like Jason Heyward’s last year. Let’s hope it doesn’t take something worse than that to reverse the trend.

 


2014’s Most Average Hitter

The premise of this article is a very simple one: which hitter has been the most average in 2014? Considering this question led me through a very simple process, and to a very sad answer (I urge you not to look at the links until the end because suspense). To the leaderboards we go!

Seeing as we’re looking for the most average hitter (not considering defense), and wRC+ is a hitting statistic designed to compare hitters against the average, it seems like a natural starting place. Considering only players with wRC+ between 95 and 105 gives us a list of 24 players.

Next, let’s look at wRC+’s partner in crime: wOBA. League average for wOBA is .316, so this round we’ll be restricting our list of 24 even further, only looking at hitters with wOBA between .310 and .320. Doing so cut our list (almost) in half! We are now left with only 13 players, progress!

Now that we’ve condensed the list based on production, it’s now time to look at the composition of said production. Our average player should have a BB% of about 7.9, and a K% of 19.8. Adjusting our leaderboard leaves us with the three most average hitters in the league. One of these three is not a surprise. The other two are very sad surprises.

But we want 1 average player, not 3, so to narrow it down to the end, I have included another filter for ISO, because our most average hitter should hit for an average amount of power. This final filter leaves us with the single most average player in the major leagues, and fair warning, it will sadden you:

Evan Longoria: BB%: 8.8 / K%: 18.8 / ISO: .139 / BABIP: .287 / OBP: .324 / SLG: .390 / wOBA: .312 / wRC+: 102

League Average: BB%: 7.9 / K% 19.8 /ISO .140 / BABIP: .301 / OBP: .319 / SLG: .396 / wOBA: .316 / wRC+ 100

There was a time when Longoria was to baseball what Mike Trout is today (well maybe not quite on the same level). He came up in 2008 and was the the star of the Rays in their surprising march to the World Series. He showed off 100% not-fake, seemingly-superhuman powers. From 2008 to 2013, Longoria’s wRC+ was 15th in baseball, in a virtual tie with David Wright (who happens to be one of the other most average players). He was also the single most valuable position player by WAR (36.1) in that time. For the first 6 years of his career, Longoria was a model of offensive consistency.

2014 has been a different story though. I’m not the first to write about Longoria’s down year, so I’ll refer you to the works of Jeff Sullivan and James Krueger. The bottom line: Longoria’s bat speed is down, which is killing his power and his ability to hit inside fastballs. This can be seen in his power numbers: a .139 ISO is a far cry from his career ISO of .225 (for reference, David DeJesus has a career ISO of .140). Longoria’s only hitting 9.7% of his fly balls for home runs, compared to 15.5% for his career.

His power hasn’t fully disappeared, but it’s nowhere close to what it was. It’s this sort of sharp power decline that usually suggests some sort of injury à la Matt Kemp (.236 ISO in 2012, .125 in 2013 following a shoulder surgery). Longoria is not expected to miss much time with his latest foot injury, and as Krueger points out, Longoria himself has attributed these struggles with mechanical issues. However, if I were a betting man (or at least old enough to legally gamble in casinos), I would put money on the Rays’ third baseman undergoing some sort of procedure over the offseason.

Now the good news for the Rays is this: even as the league-average hitter, Longoria is still very valuable. Dave Cameron ranked him 9th in his trade value series, no doubt in large part due to his superb defense and very team-friendly contract. Projections have Longoria finishing 2014 with 4.0 WAR. If the cost of a win is approximately $6 million, then he’s worth about $24 million in 2014, but only being paid $7.5 million. Even if Longoria continues to be a league-average bat with excellent defense, he will be very underpaid and very valuable. Really goes to show how great that contract was, huh?

Even more fortunate for Rays’ fans is that given Longoria’s career history, this sort of drop off in offensive production likely is not representative of his true-talent level. While his days as a ~135 wRC+ hitter may be behind him, 119 games is not a huge sample size and Longoria is still just 28. It’s likely that Longoria’s production increases closer to his career averages (Oliver has him 126 wRC+ for next year, which definitely passes the sniff test). The fact remains: Evan Longoria, despite being the most average hitter in baseball, is still one of the most valuable. Now we’ll just have to see what happens to that other average-hitting third baseman.


Scouting Buck Farmer’s MLB Debut

Thanks to sudden injuries to Justin Verlander and Anibal Sanchez, the Tigers were forced to scour their minor league affiliates’ rotations in order to find a replacement on short notice. Whether due to his rather fun name or the fact that he happened to line up to pitch on Wednesday, the Tigers selected Buck Farmer from Double-A to make the start against the Pirates.

Although Farmer was a four-year college pitcher out of Georgia Tech, he hadn’t thrown a pitch above Single-A until August 1st of this year. This fact, coupled with his lack of pedigree as a prospect, would lead one to believe that Farmer’s MLB odds for the 2014 season weren’t looking particularly bright, let alone existent, a few short weeks ago.

As a 23-year-old in Single-A, Farmer did exactly what he would be expected to, posting 10.07 K/9 while walking only 2.08 batters per nine. He’s mostly a groundball pitcher, and the long ball (0.52 HR/9) hasn’t been a problem for the big right-hander.

The Tigers believed that Farmer is advanced enough to compete (for one start, at least) against major league hitters, and he proved himself worthy of the challenge. While his final line wasn’t necessarily pretty (5 IP, 6 H, 4 ER, 4 K, 1 BB, 1 HR), he pitched much better than the numbers might indicate.

Farmer relied mostly on his fastball, a two-seamer that he threw 53% of the time. The pitch sat at 93 mph and topped out at 95 mph while exhibiting mild sink. He only got one whiff with the fastball, and four of the six hits he allowed came on the pitch. The two biggest hits of the game, an RBI double by Russell Martin and a two-run HR by Travis Snider, came on fastballs up in the zone. Farmer struggled to keep the pitch down in the zone, where it is most effective since it doesn’t garner whiffs.

His best pitch throughout the night was his changeup, which flashed plus at times. Farmer throws the changeup at various speeds, from 80-86 mph, and he used it as his main strikeout pitch, especially against left-handed batters. The pitch showed nice fading action, sinking more than his fastball did. He threw it from an identical motion, and most hitters were off balance when offering at the changeup. Both of his swinging strikeouts were a result of the changeup.

Farmer’s slider wasn’t particularly impressive, and he struggled to get right-handed batters to chase the pitch out of the zone. Varying in break and velocity (79-83 mph), the slider sometimes looked more like a curveball, often exhibiting far more vertical than horizontal movement. Yet he was able to throw it over the plate to steal strikes, and he mixed pitches well for the most part.

What really hurt Farmer was his (or, more likely, Alex Avila’s) stubbornness with the fastball. In the fourth inning, Farmer had retired the first batter before backing Pedro Alvarez — who he had struck out on three consecutive changeups in the third inning — into an 0-2 hole. Avila called for a fastball, which Farmer placed perfectly on the lower edge of the zone. Alvarez lined it into center field for a base hit, setting things up for Jordy Mercer and Travis Snider, who tripled and homered, respectively — both on fastballs. Farmer retired the next two batters using his slider.

Overall, Farmer was more than decent for a kid making only his third start above Single-A, not to mention his first big league start in the thick of a pennant race. He was confident enough to throw any pitch in any count, and he was in or around the zone for the most part. When he did miss, however, it was often up in the zone. That’s not going to work against MLB hitters, especially since he probably won’t get many whiffs with the fastball.

The slider needs more polish, but it looks to be an average pitch. His high strikeout rate won’t translate to the major leagues, unless he adds more bite to the slider in order to get right-handed batters to chase. But the changeup is a nice pitch and he throws hard enough, doesn’t hurt himself with walks, and gets enough ground balls to be a No. 4 starter in the big leagues, maybe even in 2015.


The Chicago Cubs and the Terrible, Horrible, No Good, Very Bad Junior Lake Season

The future is bright on the North side of Chicago. As Rany Jazayerli pointed out this week on Grantland, that future is especially bright in the batter’s box. With an absolute stud to build around, arguably the best bat in the minor leagues right now, a 24-year old short stop who has been worth over ten wins in his career so far, and seemingly every single middle infield prospect in the world, even the biggest curmudgeon on TV seems to be enthusiastic about the Cubs future. However, if this article were written a year ago today, there would be another name that Cubs fans would be screaming at me for leaving off, Mr. Junior Lake. While Lake was not the biggest prospect in the Cubs’ system, when he burst on to the scene last July, excitement was high. It took him only five games to tie a major league record, as no player has ever had more than the 12 hits he garnered through his first five games.

After six games, Lake had an article of his own on FanGraphs, (deservedly) espousing his hot start, while (prophetically) looking at a few red flags in Lake’s game (more on that later). In those six games he slashed .519/.536/.852 with a pair of home runs and three doubles. He even continued to hit well for the remainder of the season, finishing with a wRC+ of 110 and despite below average defense in the field, was still worth over a win to the Cubs for the 64 games in which he appeared. Coming into this season, Lake was a 23-year old with a decent upside who had Cubs’ fans excited for the future.

Cut to: August 13, 2014.

Lake has lost his regular spot in the lineup, and no one has deserved to lose their spot in the lineup more this season. Now Lake may bounce back to be a decent contributor for future iterations of the Cubs (again, more on that in a little bit), but his numbers this season are incredibly poor. Check out his ranks (these will all be from the bottom ranks, as in first really means the worst in the league) in these essential statistics in 2014:

Stat Lake in 2014 League Rank (min. 300 PAs)
OBP .246 2nd
wOBA .269 11th
LD% 15.6 8th
wRC+ 66 10th
fWAR -0.7 6th

Being near the bottom of one of these statistics is hardly a death knell (check out the killer lineup that could be created with the lowest line-drive rates in the league), but if you’re at the bottom of the barrel across the board, it’s fair to say you’ve Schruted up your season in a big way.

So what has been the cause of Lake’s collapse at the plate? The answer is pretty simple. All that’s needed is a trip over to the plate discipline graphs on this very website. Once again using from the bottom ranks, check out some of Lake’s plate discipline statistics:

Stat Lake in 2014 League Rank (min. 300 PAs)
K% 33.4% 3rd
BB% 3.3% 7th
BB 10 T-1st
BB/K 0.10 1st
O-Swing% 43.0% 7th
Z-Swing% 77.2% 7th
Swing% 58.1% 4th
O-Contact% 43.3% 5th
Z-Contact% 74.5% 4th
Contact% 61.6% 3rd
F-Strike% 69.5% 1st
SwSt% 21.7% 1st

As someone who is neither here nor there on the Cubs (aside from a long-term bet in which I have them making the playoffs before the Astros), I think it’s fair to look at this man who has somehow combined a Pablo Sandoval-esque lack of patience at the plate with a Chris Carter-esque lack of contact on those reckless swings, and simply say, “I’m not even mad, that’s amazing.”

That duo isn’t easy to pull off. Of the top thirty highest swing rates among hitters with at least 300 plate appearances, only one other hitter (Mike Zunino) has a contact rate in the sixties, and Zunino’s swing rate is lower and his contact rate is higher than Lake’s. Not to mention that Zunino’s defense has actually made him worth two wins for the Mariners this season, while only George Springer has committed more errors in the outfield than Lake in 2014.

Lake’s Brooks Baseball profile is maybe the most depressing thing in Chicago since this guy.

His performance against fastballs is described as, “an exceptionally aggressive approach at the plate (-0.19 c) with a disastrously high likelihood to swing and miss (30% whiff/swing),” against breaking pitches, “an exceptionally aggressive approach at the plate (-0.32 c) with a disastrously high likelihood to swing and miss (50% whiff/swing),” and against offspeed pitches, yeah, “an exceptionally aggressive approach at the plate (-0.65 c) with a disastrously high likelihood to swing and miss (55% whiff/swing).”

The man clearly needs a private lesson with Wade Boggs, although that might not even be enough. Interestingly enough, in his aforementioned piece on Lake last year, FanGraphs’ Bradley Woodrum spotted a couple of potential flaws that Lake would have to fix. Woodrum mentions Lake’s lack of plate discipline in the minor leagues, but he also touches on two other drawbacks to Lake’s game: his extremely “loud” swing, and his struggles with low sliders.

As far as the “loud” swing, scouting player’s swings is not my specialty, but his swing actually does seem a little toned down in 2014. Check out the gif used in last year’s FanGraphs piece showing Lake’s bat going crazy as the pitch comes in. Now here’s his toned down approach taken from the middle of this season. Well, toned down until he swings and misses, at least:

While his hands are still moving, they don’t seem to be doing so with the same reckless abandon as last year. That would seem to be a good sign, one that Lake is willing to tinker with his swing to get better results. As I said though, I am far from a scout, and would be curious to hear feedback on what others think about his swing.

In terms of his struggles with sliders, those have only been exasperated in 2014, as he has derived the fourth-lowest value against sliders this season, at -7.4 runs. And considering that that pitch value is a cumulative statistic and the three men in front of him all have more than 100 more plate appearances than Lake in 2014, it’s fair to say Lake has struggled as much as any hitter in baseball against the slider in 2014.

With Arismendy Alcantara having made a far smoother transition to the outfield (believe it or not, Lake was yet another middle infield prospect originally), and Jorge Soler/Kris Bryant due to be called up in the not-too-distant future, one has to wonder whether Lake’s shot at as a member of the Cubs is through with. The best option likely would have been to send him down to Triple-A about a month ago, as sitting on the bench in the major leagues will neither help his confidence, nor give him the chance to get in regular swings every day, and begin to tinker with his swing etc.

There is some evidence that Lake far prefers to play left field instead of center field, slashing .312/.333/.561 in his 44 games in left field, but this seems a little bit more noise than signal. However, given that the Cubs really have no motivation to win at this point, their best option may well be to put Chris Coghlan, their current left fielder and a useful piece for say the Oakland A’s, on waivers, and see what they have with Lake in left field for the remainder of the season. With a month and a half of season left, the Cubs could see if those splits really are statistically significant, and if they were, the Cubs could have yet another piece of their future lineup in place. And if not, there are plenty of reinforcements on the way.


How Eric Sogard Made History

Last Saturday’s Athletics vs. Twins game turned out just about as everyone expected, with Oakland winning the game 9-4 in what was a noncompetitive contest after the 5th inning. Minnesota chose to debut their #8 prospect, starting pitcher Trevor May, in a road game during a lost season against a team with the best run differential in the majors. They did this, one can only suspect, because they are the Minnesota Twins. From experience we may infer the answer to the question “what happens when we give a young man his debut against a pitching meat grinder?”, and so it was that Trevor May struggled, and struggled mightily. May lasted only two innings, gave up four earned runs, walked seven batters, and did not record a single strikeout. This is strange for many reasons, the main ones being that Minnesota is a pitch-to-contact team in its approach, and because no one has walked at least seven batters and not struck anyone out in their debut since Ricky Romero for the Blue Jays in August of 2012.

However, we’re not here to talk exclusively about Trevor May, even though his wild performance on Saturday night partially allowed this article’s existence. We’re here to talk about Eric Sogard, who quietly had a strangely historic night during an otherwise fairly pedestrian Oakland win. Eric Sogard is known, if he is truly known outside of the Oakland fan base, for two things: coming in second during this past off-season’s “Face of MLB” contest, and for his prowess with the glove.

Sogard doesn’t really hit: he’s currently slashing .216/.305/.271, and he hit his first home run of the year last week, a 349-foot missile down the right field line. Eric Sogard is one of those major leaguers who is in the league because he does one thing very well, and because he plays for a team that has the luxury of being able to carry a player whose value is determined almost entirely by defense. Make no mistake, Eric Sogard is a very good defensive second baseman: he has a UZR/150 of 8.5 that puts him 8th among active 2B this year with a minimum of 500 innings played. He is not, however, great with the bat.

That being said, let’s look at Eric Sogard’s batting line from Saturday night against the Twins, when he batted in the 9th position:

0-1, 1 R, 4 BBs, 1 SB

Eric Sogard walked four times while batting in the 9th position in the lineup on Saturday night. Take a moment to let that fact sink in, because it’s crazy. How rare is it for a batter in the 9th position in the lineup to walk four times? Since 1914, it has only happened 14 times including Sogard this past weekend. He’s the first member of the Oakland Athletics to ever do it. Only two other players since 1914 have accomplished this and also stolen a base in the same game: Desi Relaford (2002) & Brady Anderson (1990). On top of all of that, Sogard also made an error – because in a game when weird things are happening to a defensive second baseman, of course he did. He’s now the only player in baseball history to have walked four times in the 9th spot, stolen a base, and made an error in the same game. That’s reaching a little bit, but hey, baseball history!

Just pointing out the rarity of this phenomenon isn’t really interesting enough, though. Let’s go a little deeper. Specifically, let’s ask ourselves this question: “how many pitches did Eric Sogard ‘get to hit’ on Saturday night?” By “get to hit” I mean pitches in the strike zone that have a high likelihood of good contact – i.e., not “pitcher’s pitches” on the corner low and away or nasty breaking pitches located perfectly. Yes, this is subjective, as every hitter is different in their preference of locations to swing at and hit thrown pitches, but we’re more generally going to look at pitches that were over the plate and hittable. We know the answer to this question isn’t going to be a lot of pitches, given the four walks. However, for a light-hitting second baseman batting in the 9th spot, who should expect to be challenged over the plate in almost every at-bat, it’s a fun question to ask. It also allows us to look at some GIFs.

I’ve gone ahead and split up every at-bat that Eric Sogard had on Saturday into different GIFs and overlaid them with circles: green for balls and red for strikes. Sogard saw 22 pitches on Saturday, which tied him for the team lead with Derek Norris. Let’s dig in.

1st AB, 2nd inning – 2 out, none on, P Trevor May:

AB1_Cropped

Sogard saw four pitches, all four of which were balls. Only the first pitch of the at-bat was close to in the strike zone, and Sogard was either taking all the way or correctly identified the pitch as a changeup and laid off.

Pitches to hit tally: 0

2nd AB, 3rd inning, 1 out, 1 on: P Samuel Deduno:

AB2_Cropped

This was the biggest battle of the game for our nerd power-harnessing second baseman, as he saw seven pitches and went to a full count. The 2-0 strike might have been the most hittable pitch Sogard saw all night, even though it was low in the zone and breaking slightly toward the outer half of the plate. The 3-1 pitch, called a strike, probably could’ve been called either way, and Sogard pulled a 3-2 liner foul off of an inside fastball off the plate before taking his second walk.

Pitches to hit tally: 1

3rd AB, 5th inning, 1 out, none on: P Samuel Deduno:

AB3_Cropped

Deduno had just given up a two run homer to Stephen Vogt in the previous at-bat, so he might’ve been a little rattled when facing our young hero. Sogard walked on five pitches, with the 1-0 high fastball strike the best pitch to hit. However, when you’ve already walked twice, why start swinging now?

Pitches to hit tally: 2

4th AB, 6th inning, 2 out, 1 on: P Ryan Pressly:

AB4_Cropped

Nothing to swing at. The two low and away pitches were the closest to strikes, but they were also easy takes after two pitches high and outside that weren’t close. Four walks achieved.

Pitches to hit tally: 2

5th AB, 8th inning, 2 out, 1 on: P Anthony Swarzak:

AB5_Cropped

At last Eric Sogard is bested. After a high and outside pitch was taken for a ball, allowing us to dream of the first-ever five walk night out of a hitter in the 9th spot, Sogard swung at a nasty low and away pitch on the corner and meekly chopped out to the pitcher. Not even Sogard’s blazing speed could rescue him this time. Unfortunately, that was not a pitch to hit/swing at.

Alas, poor Sogard, we knew him well.

Final pitches to hit tally: 2

To wrap it all up, here we have a GIF of all of the pitches Sogard saw on Saturday (from the catcher’s perspective). I’m viewing the strike zone that was generated by the system with a healthy bit of skepticism, as it’s not adjusted for the batter or the umpire. Still, it gives us a concrete idea of how many pitches Sogard saw that were worth swinging at:

sogard

The answer is two or three at most, which is insane, because the Minnesota Twins have the fifth-lowest BB/9 in the majors, and Eric Sogard is hitting around .215 with one home run.

Baseball is great because Giancarlo Stanton hits majestic 500 foot moon shots, but it’s also great because guys who are 5′ 10″ (on a good day) defensive specialists who platoon at second base draw four walks against a team that is known for pitching to contact. Players like Eric Sogard aren’t barred from the history books, even though they’re often overlooked in favor of the mashers chasing home run titles; they simply make their history in a very different and sometimes more interesting way. Maybe we have to dig for it a little. Or maybe Eric Sogard just needs to not swing for a whole game and let the stars align.

This post is dedicated to my good friend Adam Sax, who is nice enough to help me out with the deep stats (and the last GIF) and is the biggest Sogard fan I know.


Extreme Teams Past and Present

The way a team is built is always at the heart of discussions of free agent acquisition, trade analysis, optimal lineup construction, etc.  It is what general managers are paid to do, and there are some very divergent philosophies that are espoused by folks like Brian Sabean or Jeff Lunhow.  A few teams each year by happenstance or design end up having one unit, offense or pitching and defense (p/d), far outstrip the other in performance, and these are what I want to look it today.

In this instance I am stripping teams down to a function of two activities, how many runs do they score and how many do they give up.  Some teams have innate advantages to one or the other of these activities based on fun things like park effects or deep pocket books, but that’s okay.  What I did was pull the last ten full seasons (2004 through 2013) first and find out what the average runs scored/given up by a team was for that year.  Then for each team I gave them a plus minus for runs scored and given up so a team that scored 20 more runs than the average gets a +20 and if they also allowed 20 fewer runs than average they get another +20 and their extremeness rating is 20 – 20 = 0, so their units of offense and p/d are balanced and not extreme.  The most extreme differences for the two units over those ten years are as follows:

 photo ExtremeTeams_zps6989f530.jpg

 

What stands out is that the most extreme teams tend to not be very good because one unit tends to be very, very bad creating an insurmountable obstacle to success.  The Rangers of 2008 are by leaps and bounds the most extreme team because the had the best offense in major league baseball at 148 runs more than the average team, but they also allowed the most runs that year giving up 214 more than average and thus one 79 games and an extremeness rating almost 50% above second place.  The 2005 Red Sox are the only team that made the playoffs with one dominant unit, and their pitching staff was bad, but not extremely bad as we will see in a bit.  Their 2011 team was similar, but the 90 wins was not enough to get them into October.

Another interesting thing in this group is that almost all of them skew toward hitting.  Only the 2010 Mariners, and the Giants teams 2009 and 2011 were pitching oriented with no offense to speak of.  Also, 2005 was evidently the year for being extreme as there are three teams from that season in the top 10.  Now let’s look at teams that are most extreme in one or the other category rather than the combined.

If we look at just extreme offenses there is a lot of success.  The top offense of the last 10 seasons was the 2007 Yankees who scored 190 more runs than the average team that season.  I was looking at the top 15 offenses by this measure and the Yankees show up 6 times and Boston does 4 times.  Money can buy you a great offense, and it can get you to the playoffs.  A full 80% of the top 15 offenses above average made the playoffs with only the aforementioned 2008 Rangers and 2011 Red Sox along with the 2005 Rangers missing the postseason.  Those three teams all had negative p/d production relative to average that kept them out, though the Red Sox team was close.

Before moving to p/d extreme teams, I also looked at the records of these teams versus their Pythagorean expectation and they seem to perform as you would expect.  Seven of the 15 were below expectation, so conversely eight above and on average the actual and expected were very close to being the same.

The teams that were best by runs allowed look very different.  At +165, the 2011 Phillies’ “Best Rotation Ever”, was at least the best rotation of the past ten years by runs allowed versus the average.  The volatility of pitchers prevents particular organizations from dominating this list like the offensive list.  Only the Giants and Padres show up more than once with the three and two seasons respectively, thanks PECTCO!  That means the top 15 offenses of the past decade belong to only four organizations versus 12 different teams being represented on the pitching side.

This probably shows that teams are being smart (or unsuccessful) in trying to build a team with extreme pitching dominance too.  Only eight of the 15 best p/d teams made the playoffs, so better than naive probability of getting there, but a lot worse than the dominant hitting teams percentage at a little over 50% versus the 80 we saw before.  Three of the playoff teams did manage to cover up below-average offenses, but generally you need a decent offense to go along with dominant p/d.  A big reason for the difference is that the offenses tend to diverge from average to a greater extent as we can see in the top 2, top offense +190 and top p/d only +165.  This difference is consistent though decreasing in magnitude moving down the top 15s.

If you compare the pitching extreme teams’ actual wins versus their Pythagorean expectation it does not behave like the extreme offensive group did.  Out of the top 15 pitching extreme teams, 11 had fewer wins than expectation.  The two tail p-value on a paired t-test for actual versus expected is 10.4% which doesn’t make for a strong conclusion, but probably means this needs some more attention.  So what does all of this mean for this year’s playoff race?

The extreme run scoring teams for 2014 are Oakland, LA Angels, and the Blue Jays.  Detroit was close, but they also just traded away some offense, so I will save them for another day as I think they are interesting right now too.  Oakland is a lock for the playoffs and are the only team on pace to crack the top 15 of the past ten years with the offense trending toward being about 125 runs above average though the departure of Yoenis Cespedes may bring that back a little.  The Angels are also looking pretty good for the playoffs, but probably as a wild card due to Oakland.  Toronto is 2 games out of the wild card and needing to jump two teams, so they are in some trouble as their p/d is not doing so well.  Their only trade deadline move of note was to add Danny Valencia so they have not shored up the pitching much though Marcus Stoman and Aaron Sanchez have come up and maybe Daniel Norris will as well.

The extreme p/d teams so far this year are Seattle, Washington, Oakland again, and a couple of almost teams like Cincinnati and San Francisco.  Seattle is there with Toronto only flipped as they have a below average offense.  They added Kendrys Morales and Austin Jackson and Chris Denorfia to try and help, but all have struggled so far for the Mariners.  Oakland of course added lots of pitching in Jeff Samardzija and Jason Hammel and then Jon Lester, so don’t be surprised if they end up with the best offense and defense by the end of the year.  Washington added Asdrubal Cabrera to a very average offense and Matt Thornton to their bullpen, but since they are almost a lock for the playoffs they weren’t needing large upgrades.


Can the Cubs Draw an Ace?

A major league baseball franchise exists to serve one of only two purposes: (1) win a World Series; or (2) line the owner’s pockets without regard to the quality of the team on the field. Since this post isn’t about the Miami Marlins, I’ll focus on the first purpose. It is almost axiomatic that a championship team needs at least one ace-caliber starting pitcher. Cubs president Theo Epstein has been acting as though he would single-handedly battle a battalion of Imperial storm troopers if that’s what it would take to get an ace. And indeed, many of you felt a minor disturbance in the Force when the Cubs claimed Cole Hamels off waivers from the Phillies tire fire. No trade was consummated, but is Theo right to obsess over finding an ace?

Here are the best starters from each of the last 10 World Series winning clubs, along with their ERA+ for that year, their career ERA+, and age that year. I’m using ERA+ to wash out park effects as well as the effects of the last decade’s gradually desiccating run environment.

Year   Pitcher                     ERA+ (WS season/career)           Age

2004  Curt Schilling (BOS)                   148/127                   37

2005  Mark Buehrle (CHW)                 144/118                   26

2006  Chris Carpenter (STL)               144/118                   31

2007  Josh Beckett (BOS)                     145/111                    27

2008  Cole Hamels (PHI)                     141/125                    24

2009  CC Sabathia (NYY)                     137/120                    28

2010  Madison Bumgarner (SFG)   131/114                   20(!)

2011: Kyle Lohse (STL)                         109/99                     32

2012: Matt Cain (SFG)                          126/117                     27

2013: Clay Buchholz (BOS)                234/110                    28

So while a team can be championship caliber without a dominant starter, it hasn’t happened often in the last 10 years. The 2011 Cardinals were the only team in this (admittedly miniscule) sample to scrape by with a pedestrian #1 starter (and remember, this was the year that Cards managed to win the pennant only by imprisoning the Atlanta Braves in a shipping container). Buchholz is a bit of an oddity in that he pitched only 108 innings, but man, they were 108 damn good innings. Lester and Lackey had weaker rate stats but pitched many more frames.  Every other team had a clear ace who beat the league ERA by at least 25% — most did even better.

What this list also shows is that aces don’t ace it every year. Most of these guys beat their own career ERA by roughly 10-30% in their World Series seasons. These are, for the most part, very good pitchers who had an occasional great season, but not guys who can crank out stifling dominance year after year. Almost nobody can do that. The other thing to note is that 7 of the 10 were under 30, and only Schilling was putting his teeth in a glass at night. Dominance is generally a younger man’s game.

All this suggests that the best way to get an ace season is to get two or three young quality starters with upside, and hope that at least one of them has an explosive season when the rest of the team is also doing well. But for a team like the Cubs, who have a plethora of low-ceiling starters in their system, this big bang approach probably won’t work.

So if they’re going to get an ace season, they need to import. Unfortunately, imported front line starters generally don’t come young, and never come cheap. The big obtainable names include the following (numbers are career ERA+/ current age):

Free agents at the end of this year

Max Scherzer (118/30)

Jon Lester (120/30)

Free agents at the end of next year

David Price (123/28)

Zack Greinke (116/30) (Greinke has an opt-out after the 2015 season, but he’s signed through 2018.)

I’m a celebrity! Get me out of here!

Cole Hamels (125/30)

And here they are ranked by 4-seam velocity this year:

Price             93.4

Scherzer       92.7

Hamels         91.8

Lester            91.6

Greinke         91.6

If I were Theo I’d probably start at the top of this list and work down, but Price may never become available if the Tigers lock him up. Scherzer and Lester will cost lots of money but no current talent, and will both probably be available in 2 months. The Cubs don’t have a front-line starter anywhere in the organization, but they do have around eleventy quillion dollars in payroll space, which will get even larger after the ad revenues from the new jumbotron start rolling in. Buying two of these guys and teaming them up with C.J. Edwards, Corey Black, and what looks likely to be a young, cost-effective, video game offense could finally make Cubs fans forget about 1908. Or the free-agent contracts could be giant albatrosses that make Cubs fans forget about Alfonso Soriano. That’s why they call it gambling.


Biogenesis Players: Then vs. Now

After watching Nelson Cruz this year and all the noise he has been making, on top of a recent report by Buster Olney stating, “The average distance of the fly balls pulled by Ryan Braun this season is down 42 feet, from 302 to 260…”, it inspired me to look up the numbers for players suspended in the Biogenesis case. The big four suspended were Alex Rodriguez, Ryan Braun, Nelson Cruz, and Jhonny Peralta. Other position players involved and suspended were Everth Cabrera, Jesus Montero, Francisco Cervelli, and Jordany Valdespin.

This article will focus on the big four with the exception of A-Rod because he has been suspended all season. Obviously enough this is a small sample size so take heed. I will be making a couple of assumptions, the main one being that these players had been using steroids for at least 3 years (2010-2012) prior to their being caught and suspended. The other assumption being that enough time has passed for the effects of the steroids to have worn off and that their bodies/abilities are back to their more natural state.

Ryan Braun 2010 2011 2012 2014 2014 (ZiPSU)
HR/FB 14.00% 18.80% 22.80% 15.10%
Slug% 0.501 0.597 0.595 0.496 0.505
ISO 0.197 0.265 0.276 0.211 0.231
WRC+ 134 171 160 129 133
OFF 32.5 58.8 52 12.5 21
True Distance (ft) 408.2 406.7 406.9 387.9
Average Speed Off Bat (mph) 105.1 104.7 104.2 102.1

 

Nelson Cruz 2010 2011 2012 2014 2014 (ZiPSU)
HR/FB 15.20% 18.70% 13.10% 20.00%
Slug% 576 509 460 513 505
ISO 258 246 200 253 246
WRC+ 147 116 105 130 127
OFF 26.6 7.7 0.8 14.9 18.5
True Distance (ft) 405.2 411.6 418.6 398.9
Average Speed Off Bat (mph) 105.2 106.4 106.8 104.2

 

Jhonny Peralta 2010 2011 2012 2014 2014 (ZiPSU)
HR/FB 7.50% 10.80% 8.30% 12.50%
Slug% 392 478 384 447 441
ISO 143 179 145 187 180
WRC+ 91 122 85 122 120
OFF -12.7 11.2 -13.8 8.4 10.3
True Distance (ft) 392.5 388.4 391.9 397
Average Speed Off Bat 101.2 102.3 101.7 102.8

 

The main thing that jumps out at you is that Cruz and Peralta are statistically putting up some of the best numbers of their careers (without a doubt, top 3)! Braun, however, is having his worst season of the 4 above, while Peralta and Cruz both are having their most powerful seasons yet. Their HR/FB rates are each at their highest as well as their ISO numbers, while again Braun’s are at his worst of the 4 seasons. Looking at WRC+ and OFF, Peralta is having his 4th best season ever, Cruz is having his 2nd best ever, and Braun is having the worst season of his career to date (with the possible exception of 2008).

Using ESPN’s hittrackeronline.com I looked up each player’s True Distance on home runs this year as well as the average exit speed velocity of their home runs. Ryan Braun has lost 3 mph which has correlated to a shortage of almost 20 feet on his balls. Nelson Cruz has lost about 2 mph and 20 feet off his home run balls from his peak of the four years. Jhonny Peralta, on the other hand, is showing his best numbers this year.

So what does all this mean? In summary, I believe the main thing we can take away from this is that each player who used steroids should be assessed on a case by case basis. Every player is affected differently. We cannot group all steroid users together. Using the above statistics as proof, after being charged in the Biogenesis case, 2 players are having among the best seasons of their careers while another is having his worst. In addition the best all-around athlete and youngest of the 3 (so therefore closest to his prime) is the one who is struggling most, Ryan Braun! Whether it is the HOF vote, or evaluating future value of perceived steroid users, we can’t lump them all into the same group and assume that they will automatically decline. Yes, using steroids is absolutely cheating, however it doesn’t necessarily mean that those players wouldn’t have been just as productive had they chosen legal supplements or nothing at all.


Another Way to Show that Mike Trout’s Athleticism is What Separates Him

We all know Miguel Cabrera and Mike Trout are elite hitters.  Yes, I am going to compare the two.  And yes, I know that’s been done many times before.  However, I’ve come up with a stat that really separates the two. I’ll be looking at their complete offensive package, so this is not at all related to WAR, as it does not include defense.

Cabrera has won the MVP for the past two years, and Trout is putting up seasons never seen before from 20-22 year olds.  When you compare what they’ve done since 2012, they are very similar hitters. (Stats through Aug. 9, 2014)

Trout: .317/.408/.563 with a 172 wRC+, .247 ISO, .415 wOBA (1860 PA)

Cabrera: .330/.403/.592 with a 167 wRC+, .263 ISO, .420 wOBA (1828 PA)

As you can see, they’re almost identical.  Cabrera has a slight advantage in the power department with a 16 point advantage in ISO and a 29 point advantage in SLG. What I want to do is take this a bit further and analyze how much speed and athleticism gives Mike Trout an advantage.

WAR takes everything a baseball player can do into account.  Trout has had the edge over Cabrera since 2012 with a 26.5 mark compared to Cabrera’s 17.7, a pretty significant gap.  Many people don’t buy into WAR, so I wanted to show how speed changes Trout’s offensive game.  Again, I am not looking at defense for this piece.

As we know, SLG is total bases divided by plate appearances.  However, it does not include every single base a hitter collects.  For example, walks and HBP are not included.  There are many more things that it does not include, and that’s what I looked at in order to create a new stat, adjusted SLG, if you will. I used FanGraphs and Baseball Reference to find every single base an offensive player can collect, whether it’s after they hit the ball or after they reach base. In addition to hits, walks, and HBP, I looked at extra bases taken, reaching on errors, net stolen bases, pickoffs, and double plays grounded into.  I included double plays because they make a huge impact.  It’s two outs on one play, so I took an extra base away for each double play, as it eliminates another base runner.  For extra bases taken, I included five things:

  • Times a runner is on first, then reaches third or home on a 1B
  • Times a runner is on first, then scores on a 2B
  • Times a runner is on second, and scores on a 1B
  • Bases taken on fly balls, passed balls, wild pitches, defensive indifference, balks
  • Minus outs made at bases (doubled off, trying for double/triple/HR, advancing on fly balls, wild pitch, passed balls)

Other things to keep in mind; I added up every single base, then subtracted a base for when a guy gets picked off or bounces into a double play.  For the final percentage, I took all the bases each player collected and divided it by plate appearances.  It’s a very simple stat, once you gather all the information needed.

Here is a table for what I calculated (ROE—reached on error. NSB—net stolen bases. XBT—extra bases taken.  PO—pickoffs.)

PA (TROUT) BB HBP ROE NSB 1B 2B 3B HR XBT PO DP TOTAL ADJ SLG
1860 239 20 24 82 297 99 22 82 161 6 19 1390 0.747
PA (CABRERA) BB HBP ROE NSB 1B 2B 3B HR XBT PO DP TOTAL ADJ SLG
1828 200 9 9 6 319 102 2 105 120 0 63 1230 0.673

As you can see, the speed of Trout has pushed him way over the top when it comes to being a complete offensive player.  He has reached on an error 15 more times than Cabrera (24-9).  Speed has a lot to do with this by putting pressure on defenders, especially infielders, who often rush throws when a speed guy is running down to first.  Trout also has 76 more net stolen bases than Miggy (82-6) as he has racked up 94 steals since 2012 while being caught just 12 times.  He also grounds into a double play far less than Cabrera, with 19 since 2012 compared to Cabrera’s whopping 63.  Trout also takes more bases while on the base paths.

When you consider that Trout and Cabrera both get hits, extra-base hits, and walks at a fairly similar rate, it’s alarming to see how much Trout goes ahead of Cabrera when you take speed and baserunning into account. Trout’s “adjusted slugging percentage” (or fill in another creative name here) is .747 since 2012, compared to Cabrera’s .673, a very noticeable difference of 74 points.  This percentage, and all of the counting stats that are included with the table, is reliable because they both have almost the same number of PA since 2012, with Trout at 1,860 and Cabrera at 1,828.

Everybody loves to compare Trout and Cabrera.  This is just another way of showing that Trout is ahead of Cabrera, because it shows how well Trout does the things that are smaller and often unnoticed things well.


The Curious Case of Chris Coghlan

Jed Hoyer and Theo Epstein have been praised over and over for how well they draft and how they sign pitchers like Scott Feldman and Jason Hammel to one-year contracts and flip them for Jake Arrieta, Addison Russell, and Billy McKinney.  The hype they have created about the Cubs farm system is unimaginable and deserving.  But I’m not here to talk about how great the farm system is, it’s been repeated to us a million times.

Chicago’s 2013-2014 offseason signings were headlined by players like Nate Schierholtz and Emilio Bonifacio (especially after his hot start), but the best free agent pick up came from a minor league contract and has been undervalued by the Cubs fan all season.

I’m here to talk about the Curious Case of Chris Coghlan.

Chris Coghlan was the Rookie of the Year in 2009 when he played for the Marlins.  He put up a .321/.390/.460 line and had a wRC+ on 127.

In 2010 Coghlan became an average hitter putting up a pedestrian line of .268/.335/.383.

His decline continued until he hit rock bottom in 2012 only playing 39 games with the big club and putting up numbers that shouldn’t be uttered.  But just so you don’t have to go look them up yourself: .140/.212/.183.  *He did miss a lot of time due to injury

In 2013 Coghlan put up numbers comparable to his 2010 season and the Cubs front office must have liked the upward trend because they signed the 29-year-old to a minor-league contract that gives them team control until 2017.  This was not an investment but a very low-risk speculation, and right now the Cubs have their second-most productive hitter only making ~$500,000 this year.

Yeah, I said it: Chris Coghlan is the Chicago Cubs’ second-most productive hitter. (Behind Rizzo)  Not Castro, not Baez (yet, needs more PA), not Ruggiano, the only player relatively close was Bonifacio.

Coghlan has put up numbers that are comparable to his Rookie of the Year season:

2009:                                                                                   2014:

BABIP: .365                                                                      BABIP: .333 (2nd on Cubs)

wRC+: 127                                                                         wRC+: 135 (2nd on Cubs)

wOBA: .374                                                                       wOBA: .369 (2nd on Cubs)

Walk Rate: 10.9 %                                                           Walk Rate: 10.6% (2nd on Cubs)

K Rate: 13.6%                                                                    K Rate: 16.9 % (1st on Cubs)

 

Right now Chris Coghlan realizes 35% more value in Runs Created than the average position player.  And although he doesn’t have enough PA to be qualified for the FanGraphs leaderboards, plugging his numbers in would put him in the class of players like Carlos Gomez, Matt Kemp, Melky Cabrera, Ryan Braun,  and Ben Zobrist.

What those players will be making this year followed by their wRC+ and wOBA:

Carlos Gomez: 7 Million, 135, .370

Matt Kemp: 21 Million 133, .358

Melky Cabrera: 8 Million 137, .374

Ryan Braun: 10 Million 129, .362

Ben Zobrist: 7 Million 132, .356

Chris Coghlan: 500k, 135, .369

The Chicago Cubs are paying 500k dollars for the offensive production of Carlos Gomez.  It’s almost scary how similar their numbers are:

Name                    Slash                                      wRC+                    wOBA

Gomez                 .289/.352/.490                   135                         .370

Coghlan                .288/.367/.477                   135                         .369

 

With the assumed call up of Soler in September, there is one outfield spot left for Coghlan.  And with the development of Almora stunted a little bit in his call-up to AA it seems Coghlan has some more time to prove himself, and also prove he brings value to the Cubs in other ways.

With the army of prospect the Cubs will be calling up these next couple years it would be downright crazy to believe that some players aren’t going to struggle.  I really don’t feel like I have to draw the conclusion for you but I will anyways.  Even if Coghlan’s playing time and numbers decrease next year, the Cubs will have a 30-year-old who has been Rookie of the Year while also having a 30-year-old player who has gone through major slumps and bounced back. Chris is (hopefully) somebody who can be a mentor for the up and coming while still giving value of somewhere between 115-120 wRC+.

For all of the things that Theo and Jed have done for the Cubs, I think I’m right here to argue that the signing of Chris Coghlan has realized the most value of any position player signing they have made.  The Chicago Cubs are paying $500k for Carlos Gomez offensive output, let that sink in.

Maybe the Curios Case of Chris Coghlan is just like The Curious Case of Benjamin Button (but with better alliteration) in the fact that Coghlan is playing younger as he’s getting older.