Archive for Player Analysis

Hack Wilson: The Most Interesting Player You’ve Sorta-Kinda Heard of Before

Lewis Robert “Hack” Wilson was an outfielder for the New York Giants, Chicago Cubs, Brooklyn Dodgers, and Philadelphia Phillies in the early 20th century. Wilson was a very good ballplayer, and was enshrined in Cooperstown in 1979.

As my title suggests, you have probably heard the name Hack Wilson before, but I’m guessing you probably don’t know much about him, because his most popular claim to fame is considered by many to be irrelevant today. This claim to fame is his record-setting 191 RBI in 1930. This remains the single-season record for the stat to this day, and it’s hard to believe that anyone will come along who can break it. In that 1930 campaign, Hack also slugged 56 home runs, walked 105 times, struck out 84 times, and slashed .356/.454/.723 with a 1.177 OPS and a 177 OPS+. These were all league highs, excluding average and OBP.

That’s a great season, but it gets a whole lot more interesting when you look a little closer. 56 home runs is a lot. That mark is tied with Ken Griffey Jr.’s pair of 56-home-run campaigns for 17th-most all-time in a single season, and was the best non-Ruth mark at the time (although this would last just two years, when Jimmie Foxx hit 58 home runs in 1932).

Just hitting home runs isn’t what makes Hack Wilson so interesting to me, though. It’s who he was. Hack Wilson stood at just 5’6. The same height as our favorite short player today, Jose Altuve. In fact, at 5’6, Altuve and Hack are both the shortest players to ever hit 20 or more home runs in a single season. Hack alone is the shortest player to ever slug 30, 40, or 50 in a single season. Hack also holds the single-season home-run record for anyone under 6’0. Hack, Mantle (5’11), Mays (5’10), and Prince Fielder (5’11) are the only men to hit 50 or more home runs while being less than 6’0.

However, with that enormous home-run total comes strikeouts. You may have noticed that he struck out just 84 times in that 56 home-run season, and he even walked more than he struck out. But 84 was a lot in 1930. In fact, Hack Wilson led the league in strikeouts.

In 2017, just 25 qualified hitters struck out 84 times or fewer. Of these 25, just one (Mookie Betts) matched or exceed Hack’s 709 plate appearances. This tidbit really speaks more to the two eras in discussion, but it’s interesting nonetheless.

Some other Hack Wilson fun facts:

Hack received MVP votes in five years. Amazingly, his monstrous 1930 season (undoubtedly his best) was not one of the five. However, this was due to the fact that the MVP was not awarded in 1930. Had it been, Wilson likely would have won in a landslide.

Despite having the single-season record for most RBI, he is tied for just the sixth-most seasons of 150 or more RBI with two, behind Lou Gehrig (7), Babe Ruth (6), Jimmie Foxx (4), Hank Greenberg (3), and Al Simmons (3), and tied with Sosa, DiMaggio, and Sam Thompson.

Despite the legendary 1930 season, Hack’s career was significantly below that of a typical Hall of Famer. His Gray Ink score is 110 (average HOF’s is 144), and his “Hall of Fame Standards” is 39 (average HOF’s is 50). His 38.8 career bWAR is nearly half of the average bWAR for center fielders, at 71.2.

That’s all I have on Lewis Wilson. He may still seem like a relatively mundane player, but imagine if Altuve came out in 2018 and kept up with Stanton and Judge in the home-run race. That is what Hack Wilson did in 1930, belting 56 homers as a man who stood 5’6″ tall (how can you not be romantic about baseball?).


Who Are the Top “Pound-for-Pound” Power Hitters?

We all know that Aaron Judge hit for more power this year than Jose Altuve. But, whose power was more impressive? Aaron Judge, who is 6’7 and 282 pounds, has a considerable size advantage over Jose Altuve, at 5’6 and 164 pounds. Perhaps Altuve is actually a better power hitter for his size than is Judge. Let’s expand this idea to the entire league: who is the pound-for-pound top power hitter?

Role of Height and Weight in Batter Power

Using simultaneous linear regression, I estimated the effects of two physical characteristics — height and weight — on batter power. Measures of batter height and weight were taken from MLB.com. For batter power, I used Isolated Power.

As shown in the figures below, weight and height have positive relationships with power.

Height and Weight

Weight has a stronger relationship with power than height, though it is difficult to see in the figures alone. (It’s also not intuitively clear exactly how height affects power.) In subsequent analyses, I consider both weight and height.

Who are the top pound-for-pound power hitters?

Using the model, one can predict a batter’s expected power (based on height and weight) and compare it to their actual power.

Who are the top pound-for-pound power hitters? See below for the results.

Top 10 hitters

Khris Davis, formerly the #9 top power hitter, emerges as the #1 pound-for-pound power hitter in baseball. In 2017, Davis, who is three inches and over 30 pounds below average for a Major League hitter, hit a remarkable 43 home runs in 2017, with an ISO of .281. Nolan Arenado and Josh Donaldson made similar jumps in the rankings, from #7 to #2, and #10 to #3, respectively.

Notable power hitters have fallen slightly on this list, though remain in the top 10. For example, Aaron Judge fell from the top spot to #8, while Giancarlo Stanton dropped three spots (#2 to #5). It is important to note here that these power hitters are still impressive – continuing to hold spots in the top 10, regardless of their size.

Biggest improvements in rankings

Which players showed the most improvement in the list? Below are results from the top 50 players on the list.

Top 3 improved rank players

Andrew Benintendi showed the largest increase in rankings (from 184 to 43). Jose Altuve nearly broke into the top 10, jumping from 132 to 12. Lastly, Eddie Rosario improved 68 spots (100 to 32). Altuve, in particular, has recently shown increases in power (from .146 to .194 to .202 in 2015-2017); as a result, his pound-for-pound status may continually increase in upcoming years.

Who was more impressive?

To reference the initial question in this article: was Jose Altuve’s or Aaron Judge’s power more impressive? Results from the above analyses were compiled from 2015 to 2017 seasons. To compare Altuve and Judge’s recent season, take a look below.

Altuve vs Judge

Aaron Judge tops Jose Altuve in the pound-for-pound hitter rankings – by a very thin margin – in 2017. Judge’s power performance exceeded expectations (as predicted by his height and weight) to a slightly higher degree than Altuve.

Full Rankings

If you want to see the full list of hitters for this dataset, including the worst pound-for-pound power hitters (poor Jason Heyward!), click here.

Analysis

Read the rest of this entry »


Alex Cobb Will Be One of the Gems of This Free Agent Class

Of the pitchers hitting the free-agent market this winter, Alex Cobb is not likely to receive the most fanfare.

Aces Yu Darvish and Jake Arrieta will command contracts north of $100 million. Closers Wade Davis and Greg Holland will do their best to secure four-year deals with big price tags. The whole world is watching every development in the Shohei Ohtani saga. Hell, among midmarket starting pitchers, MLB Trade Rumors predicts Lance Lynn to receive a more lucrative contract than Alex Cobb.

Cobb, who broke in as a full-time starter with Tampa Bay in 2012, has historically shown great promise and good-but-not-great results. He averaged 2.5 fWAR from 2012-2014, lost the next two seasons to Tommy John surgery, then came back with a 2.4 fWAR season in 2017. Cobb has never started 30 games in a season, nor has he ever thrown 200 innings. These facts are concerning to some, but I would argue that he is one of the wisest investments one can make this offseason.

Alex Cobb has evolved as a pitcher through pitch selection. Cobb has a great curveball. You either already know that, or you’re about to find out. He also mixes in a four-seam fastball, a splitter, and a sinker. Right now, curveballs are all the rage in baseball, resulting in tremendous success for pitchers like Rich Hill, Trevor Bauer, and Lance McCullers. They throw their curveballs so often that we can consider the breaking ball, not the fastball, to be their primary pitch. Like Hill, Bauer, and McCullers, Cobb has a quality breaking ball, so it stands to reason he should throw it more often and perhaps eschew his mediocre offerings. With Brooks Baseball, we can track the usage rate on each of his pitches throughout the season.

Look at the first couple data points for the usage rates on his pitches, and then compare them to his points at the end of the season. It’s clear that Cobb began to realize he works best by using the fastball and the curveball exclusively, so he increased his usage rate on those pitches and gradually phased out the splitter and sinker.

The question for Cobb is whether this was a good idea. In Cobb’s career, he’s only posted a strikeout-to-walk percentage (K-BB%) above 15% twice, and only ever so slightly so. He’s not bad in that regard, but it’s not where he makes his bread and butter. Fortunately for Cobb, he is one of the better pitchers in the league at inducing ground balls, which we know is favorable contact. The more grounders Cobb induces, the better he gets, and his curveball is a ground-ball machine. Consider the correlation between the rate at which Cobb increased his curveball usage and his ground-ball rate (GB%) throughout the season:

That’s a pretty strong correlation. It seems that Cobb is ready to join the Hills, Bauers, and McCullerses of the world and ride a high breaking-ball-usage rate to breakout success. Of course, it’s never going to be that easy for Cobb or anybody, but let’s go through one of his starts and parse what we can from the good and bad.

On September 4, Cobb pitched against a red-hot Minnesota Twins lineup and had one of his better starts of the season. His first batter of the game was second-half monster and fly-ball connoisseur Brian Dozier, and he managed to get him out on the first pitch.

It’s been proven that batters from the “fly-ball revolution” can be neutralized if you throw them high fastballs. These hitters are swinging up to lift the ball, but it’s difficult to put much lift on a high pitch coming in fast.

We’re going to focus on the curveball throughout this piece, but here is a fun fact about his fastball. Cobb’s heater sits at 92 MPH and had a spin rate of 2101 RPM this season, which seems pretty pedestrian. However, among starting pitchers with at least 100 batted-ball events involving fastballs, Alex Cobb’s has the 31st lowest exit velocity (87.1 MPH). To put this in perspective, that’s a better mark than James Paxton, Chris Sale, Max Scherzer, Jon Gray, Justin Verlander, and Luis Severino.

Cobb was smart to bait Dozier here, and he reaped the benefits with a first-pitch out to begin the ballgame.

In the second inning, we see Cobb pitching out of the stretch and unleashing a curveball that Ehire Adrianza buries into the ground. This will be the common theme today.

I mentioned earlier that Cobb doesn’t have the K-BB% of Chris Sale or Corey Kluber, so every once in awhile he walks batters. The common thought is that Cobb, who throws so many breaking balls, might end up behind in the count thanks to misplaced curves. Then, to get back in the count, he throws his 93 MPH fastball in the zone, which gets crushed by every hitter expecting it.

This would be a bad habit for Cobb to fall into, but he certainly didn’t in 2017. Consider the list of pitchers who threw the most curveballs while behind in the count this season (via Baseball Savant):There’s Cobb, in fifth place, not far behind Rich Hill himself. All five of these guys have great curveballs, so it makes sense for them to Trust the Process and continue dropping the hammer rather than submitting to doom and throwing a predictable fastball in the zone.

After walking the leadoff batter to start the third inning, Cobb knew Joe Mauer could make him pay. So rather than giving Mauer the fastball he wanted, Cobb began the at-bat by dropping a curveball for a strike that even froze the great Mauer.

This changed the whole at-bat, because now Mauer didn’t know whether Cobb would be coming at him with the curve or the fastball. Cobb took advantage of his opportunity, used the fastball to get him in an ideal 1-2 count, and then he went back the curveball and got Mauer to ground into a double play.

Cobb is comfortable throwing the curveball both behind in the count and with runners on base, so he can reap the rewards and induce quite a few double plays. That is an asset. Additionally, Cobb is comfortable throwing his curve from both the stretch (as we saw against Adrianza and Mauer) and from his big windup, as you can see here.

Eddie Rosario is a good hitter who made great strides late in the season, but even he found himself to be another ground-ball victim of Cobb’s curveball.

By the fifth inning, Cobb was almost through his second time against the Twins’ batting order. At this point, they weren’t sure whether to expect the curveball or the fastball, so Cobb was often ahead in the count. Here, he has Eduardo Escobar in a 1-2 count and throws a high fastball that Escobar swings right through.

Everyone in the park was expecting Cobb to throw the curveball to finish Escobar off. From a look at Escobar’s swing, it’s safe to say he was expecting a curveball himself. Cobb’s fastball isn’t necessarily anything special, but the way he uses it to pitch off the curveball can be.

With two outs in the inning, Cobb faced his 18th batter (which would complete his second time through against the opposing batting order). He quickly got Ehire Adrianza into an 0-2 count and then unleashed his best curveball of the night, which Adrianza pounded into the ground for another easy out.

At this point, Cobb had gone through the opposing order twice, pitched five innings, and only given up one run. Teams around the league are beginning to realize that most of their starters simply shouldn’t go out for the third time through the order, even if they are rolling. The Houston Astros just rode using Lance McCullers, Brad Peacock, and Charlie Morton in tandems all the way to the World Series. Those three guys are valuable pieces, and if Cobb is utilized liked this, so is he.

Unfortunately for Cobb, his pitch count was at 85, so his manager decided to bring him out for another inning. The Twins got their third look at Cobb, and I don’t need to cite the statistics to you about what happens at this point. Hitters are smart, so they can pick up on the tendencies of a pitcher if they see him so many times. Alex Cobb, as great at he was through five innings and two times through the order, is no exception to this rule.

Here is Joe Mauer taking an 0-2 curveball from Cobb and driving it into the gap in center for a double.

The important question here is, “was that Cobb’s fault or just a good piece of hitting from Joe Mauer?” Of course, the answer in baseball is always going to be both, but you can see in the embedded GIF that Cobb doesn’t necessarily leave the pitch up. In fact, if you compare it to the curveball that Cobb threw earlier in the game to get Mauer to ground into a double play, it doesn’t look much different — maybe an inch or two higher, at worst. The bigger change is Mauer, who swings like a guy fighting to stay alive in the first GIF, then like he knew exactly what was coming and how to handle it in the second.

This is the “third time through the order” effect in a microcosm. Pitches that fool batters earlier in the game become cookies, so the key is to relieve your pitcher while his pitches still fool the batters. Cobb should not be penalized by us for giving up a double to Mauer there; in 2018, analytical teams will be bringing in a new pitcher in these situations.

In this sense, Cobb is the first free-agent test case for the newest pitching trend in the industry — the tandem starter — one who pitches twice through the order, hopefully gets 15-18 outs, and then gives way to someone else. The Mets, who hired progressive Indians pitching coach Mickey Callaway to be their new manager, have made it clear that all starters not named deGrom or Syndergaard will be shielded from facing lineups more than twice in a game. Baseball has never experienced a shortage of five-inning pitchers in its history, but these changes in pitcher usage are leading to new premiums for these specialists.

It’s as simple as this: every team wants to stock their pitching staff with Alex Cobbs. To be clear, every team wants a Justin Verlander, but there is only one Justin Verlander; even horses Chris Sale and Corey Kluber showed significant wear and tear in October. To combat this dilemma, the Houston Astros deployed Lance McCullers, Brad Peacock, and Charlie Morton in five-inning tandems and rode them all the way to the last out of Game 7.

I expect Alex Cobb will fit into this role quite nicely for whichever team he signs with.


Second Half Fly Ball Escalators – Part 1

The fly-ball revolution is upon us.  We all know this; it’s been happening since the second half of 2015 and has continued through 2017.  This doesn’t seem to be a fluke or blip on the radar.  Until MLB changes the ball or does something to shift favor to the pitchers, fly balls aren’t going away.  The ratings are up and there’s a great young crop of major league players who play with a ton of passion and they are embracing this revolution.

First, let’s start with the parameters I set for this statistical analysis.  It’s easier to see which hitters change their approach year to year but I wanted to focus on players who have increased their fly balls in the 2nd half of 2017.  I split the data between the 1st half and the 2nd half of 2017 with a minimum of 200 PA in each half.  I was only going to include hitters who increased their fly-ball rates by 4% of more between the 1st half and 2nd half but it would have excluded Byron Buxton (2.4% increase) and Giancarlo Stanton (3.4%).  I want to talk about both of them, so I went a little lenient to include those two.

Now that I have my crop of fly-ball escalators, I also included Infield Fly%, BABIP, HR/FB, and Hard Hit%.  I wanted to see the increase in fly balls affected these statistics and see whether of not they make sense or if luck played a role (I mean, it’s baseball, luck is always involved).  Keep in mind, not everyone is benefiting from hitting more fly balls.  Here’s the table of players I believe should benefit in 2018 with the increase fly balls if their approach remains the same, via Google Docs.

Eugenio Suarez

Suarez had a nice little breakout year in 2017 with a wRC+ of 117.  In the 2nd half of 2017 he significantly increased his FB% while decreasing his IFFB%.  That’s huge because of course infield fly balls are essentially an automatic out.  He did all that while increasing his LD% and hard hit%!  This to me looks like a conscious change for Suarez coming into 2018.  His overall numbers look pretty good in 2017 with a triple slash of .260/.367/.434 with 26 HRs (career high), and he’ll be entering his age-26 season.  All that being said, I think there’s still upside there.  Here is his slash for the 2nd half of 2017: .268/.378/.490 with a wRC+ of 126!  For reference, here are few players with similar wRC+ in 2017: Gary Sanchez (130), Nolan Arenado (129), Domingo Santana (126), and Chris Taylor! (126) (more on him later), and Brian Dozier (124).  You get the idea.  But can Suarez do it for a full season?  If he does, we are looking at a 30-100 player in 2018 hitting 4th or 5th behind Joey Votto and Adam Duvall.  In my opinion, he’s a better hitter than Duvall and should be slotted behind Votto.

Of this group of 2nd half fly-ball surgers, Suarez is one of the more intriguing for fantasy purposes.  Suarez is and has been the starting 3rd baseman for the Reds, but he’s also one of only two players on the roster who have logged significant time at SS within the last three seasons (the other being Jose Peraza) now that Zack Cozart is gone.  Nick Senzel, who finished the season in AAA, is knocking on the door and 3rd base is his main position, but they are giving him reps at 2nd (which should tell you they like Suarez at 3rd).  This creates a logjam at 2nd with Scooter Gennett but still doesn’t solve the shallow SS position.  Maybe the Reds address it or maybe Suarez plays some shortstop and on those days, Senzel moves to 3rd.  If this happens and Suarez gains SS eligibility, he could be at top 8-10 shortstop right behind Corey Seager.

Manuel Margot

Coming into 2017, Margot was a consensus top 50 prospect and was ranked 24th overall by Baseball America.  Eric Longenhagen of FanGraphs graded him at a 70 speed score out of a possible 80. So far, it checks out per Baseball Savant, as he ranks 8th in average sprint speed in all of baseball.  Something else you may notice on Margot’s FanGraphs page is the potential for a 55 raw power grade.  You can’t totally ignore the 40 game power grade, but these are the types of guys who have proved to benefit the most from the “juiced ball.”  Keep in mind that Margot played all of 2017 at age 22.  This kid is still learning the game and developing power.

That being said, his batted-ball profile leaves a lot to be desired.  He made a lot of soft contact and, of course, not a whole lot of hard contact.  However, based on the 1st half / 2nd half splits, he made adjustments with not only more fly balls and line drives but harder contact.  That’s a good sign, but yet his BABIP dropped in the 2nd half.  Sure, a speedster like Margot can benefit from weakly-hit ground balls (part of the reason Billy Hamilton doesn’t hit below the Mendoza line), but the increase in line drives should have certainly increased his BABIP.  The point is, even with the slight improvement in wRC+ between the 1st and 2nd halves, he was still unlucky.

I expect Margot to continue to make improvements with the bat in 2018.  I don’t expect him to reach the 55 raw power grade, but he’s moving in the right direction.  I also expect him to improve on the bases and utilize his speed a little more while he’s still at his peak (as far as speed in concerned).  There’s an intriguing window with young players who possess speed and untapped raw power where the speed is still at (or near) its peak and the raw power begins to materialize.  Margot will be approaching that window in 2018 at age 23, so you need to jump in now before he’s fully reached that window and becomes a premier power/speed threat that is so rare in fantasy baseball these days.  Jump in now while his ADP is around 200 and you could be rewarded with around 15-18 HRs and 20+ steals in 2018.  His upside could be somewhere around Mookie Betts’ 2017 without the runs and RBI numbers.  Will he ever reach those heights?  I can’t say for sure, but it’s intriguing.  In keeper/dynasty leagues, he’s a great asset to have at his current value.

Logan Forsythe

Forsythe was hampered by injuries in 2017; he broke his toe in April of 2017 and only appeared in 119 games.  In those games he had 439 PA, and hit .224 with six HRs and three steals.  Woof.  Why is he a thing for fantasy baseball in 2018 at age 31?  Well, first the Dodgers traded Jose De Leon to the Rays for him last off-season and exercised his option for 2018. With Utley now gone, second base is his to keep or lose.  So playing time is there unless they sign another 2nd baseman this off-season.  On the plus side, he walked at a career high 15.7% clip and had some big at-bats in the post-season, carrying at least some momentum into 2018.

You would expect Forsythe’s numbers to improve in the second half due to the toe injury in April, and the numbers in the 2nd half look awfully good.  Yes, his line drive rate did drop by 2.8%, but the net positive on FB% + LD% is 12.6% and his hard-hit rate increased by 10.9% in the 2nd half!  That massive BABIP drop of 0.082 seems way out of whack to me.  That’s the reason he hit .201 in the 2nd half.  Now, I’m not saying he’s going to go nuts, but he also cut his SwStr% to 6.6% and his O-Swing% to a career-low 18.7%.  So there are a lot of potential positives with Forsythe in both the average and power departments, based on my research.  I expect the K% to go back down to about 20%, the BABIP to go up about .020 points, and the HR/FB% to be back in the double digits.  His value is going to depend on playing time.  If he platoons, he’s an NL-only bat.  If he doesn’t and gets, say, 550 PA, he could go something like .258/.339 with 14 HRs and seven steals, becoming a solid deep-league MI.

Jacoby Ellsbury

Over the last year or so I had left Jacoby Ellsbury for dead until this research piece.  All of his batted-ball data in the second half of 2017 point to improved results. While his 2nd half 107 wRC+ was an improvement on his 95 wRC+ in the 1st half, I’d argue he was extremely unlucky and it should have been much higher.

Let’s look at the positives: his K% dropped, BB% went up, FB% went up, IFFB% went down, and hard hit% went up.  So then why did his BABIP, HR/FB, and BA (albeit minimally) all go down?  I don’t know.  How’s that for an answer?  In my opinion, it can be chalked up to straight-up bad luck.

Since the Yankees are clearly moving in another direction, Ellsbury may not have a starting spot with Judge, Gardner, and now Hicks listed as starters, with Clint Frazier ready to be a full-time major-league starter when healthy.  The best chance for Ellsbury is to be traded where he can start.  Of course with his huge contract, that could prove to be difficult.  Hypothetically, though, if it happens, he’s good for 20+ steals; he was 22-for-25 last year so his speed is still there, and steals are becoming more and more infrequent.  For fantasy in 2018, he could be a solid 4th or 5th outfielder, going .270 and 10-20 next year.


How Do You Hit 30 HR While Being the Worst Hitter in Baseball? Ask Rougned Odor

On the surface, Rougned Odor had a pretty decent 2017. He got paid $1.3 million, was healthy the whole season, and on top of it all, he hit 30+ home runs for the second straight season. That’s about it as far as good things go — Odor posted the single worst wRC+ and OBP of 2017 among qualifiers, and barely hit above the Mendoza line. Yes, someone who hit 30 home runs was worse at the plate than Alciedes “What’s an extra-base hit?” Escobar.

The fact that Odor hit such a milestone while being so terrible places him in unique company. Of all the sluggers who hit 30+ home runs this season, here’s where he ranks in wRC+.

Single Season wRC+ with 30+ HR (2017)

Single Season wRC+ with 30+ HR (2017)

Ouch. Almost every single player who hit 30+ HR in 2017 posted a wRC+ that was at least average, but Odor was 39 points below average.

If you’re reading this, Odor, please stop, because it’s going to get worse before it gets better. Actually, I lied, it doesn’t get better. It only gets worse.

Here’s how Odor’s season ranks historically among all seasons with 30+ home runs.

Single Season wRC+ with 30+ HR (All-Time)

Single Season wRC+ with 30+ HR (All-Time)

Words escape me. Hitting 30+ HR is typically a recipe for success. We’ve seen 1,292 individual seasons of 30+ HR, and in those seasons, 98.3% of those hitters posted a wRC+ of at least 100. In 99.9% of those seasons, those hitters posted a wRC+ of at least 70. Odor only barely broke 60, posting a wRC+ of 61.

Every single hitter who hit 30+ HR in a season posted an SLG over .400 — except Odor (.397), who finished 20 points behind the second-lowest SLG in a 30+ HR season, Dave Kingman’s 1985 season (.417).

Across individual seasons with 30+ HRs, hitters posted an average wRC+ of 143. Odor is about -3.45 standard deviations from the mean. For context, Babe Ruth’s 1921 season, where he hit 59 home runs, drove in 168 RBIs, and posted an OPS of 1.359, was +3.41 standard deviations from the mean.

In other words, Odor’s 2017 was a historical oddity.

Single Season wRC+ with 30+ HR (All-Time) Histogram

Single Season wRC+ with 30+ HR (All-Time) Histogram

How was Odor so brutally bad, in spite of hitting 30 home runs? Jeff Sullivan identified an issue with Odor back in June in that Odor was hitting too many pop-ups, leading to poor production. Compare Odor’s batted-ball data from 2016 to 2017. Odor’s batted balls didn’t change that much, aside from his infield pop-up rate almost doubling.

Rougned Odor Batted Ball Data, 2016-2017

Rougned Odor Batted Ball Data, 2016-2017

Essentially, Odor was still squaring up and hitting dingers, but the rest of his fly balls weren’t leaving the infield at the same rate that they were in 2016. Odor recorded 16 fewer extra-base hits in 2017 than he did in 2016 despite appearing in 12 more games.

Sullivan predicted that Odor wouldn’t finish “all that close to a wRC+ of 54” because Odor would adjust and correct his infield pop-ups. And yes, Odor did manage to adjust, dropping his IFFB% a good amount during the second half (first-half IFFB% of 20.6%, third-highest in the MLB, second-half IFFB% of 9.4%, 67th in the MLB), but Odor didn’t get that much better.

Rougned Odor's 15-Game Rolling IFFB%

In fact, Odor actually got worse in the second half — Odor posted a wRC+ of 69 in the first half, but only 50 in the second half. Despite cutting down on his biggest issue, Odor struggled even more.

Maybe it was just bad luck. Odor saw his BABIP drop by 46 points (.244 to .198) and his wOBA drop by 27 points (.284 to .257) from the first half to the second half despite his batted-ball data staying roughly the same, and his xwOBA dropped only from .288 to .281.

The portion of Odor’s production that relied upon home runs was still intact, but the rest of Odor’s production was practically non-existent. Odor doesn’t rely on walks, and the balls that he puts in play tend to run low BABIPs. So Odor’s non-home-run production is extremely BABIP-reliant and therefore extremely volatile, so when BABIP turned against Odor, the only form of production he could fall back on was home runs.

Odor’s 2017 resembled that of a three-true-outcomes hitter who doesn’t walk. For example, if we gave Odor’s BB% rate to his teammate, Joey Gallo, Gallo’s 2017 wOBA would drop from .364 to .296, which resembles Odor’s 2017 wOBA of .272 (the difference between the figures can be accounted for by Gallo’s higher HR/PA).

Take this as evidence that Odor could be a productive hitter. If, all other things held equal, he walked as much as Gallo did, his fly-ball-happy approach wouldn’t be so problematic. But he doesn’t, so Odor will need to radically change his approach at the plate to achieve consistent production.


Cody Bellinger’s Ability to Be Great

Cody Bellinger was called up by the Dodgers to the big leagues on April 25th of this year. Coming in at only 21 years of age, Bellinger was looking to make a name for himself. Toward the beginning of the season he would split starts between left field and first base. Eventually Adrian Gonzalez would go down to injury, giving Bellinger the opportunity of being an everyday first baseman. Bellinger rose to the occasion, cementing himself in the history books, as he will be the National League Rookie of the Year. Not only will he achieve this award, but he helped bring his team to the World Series. Before Bellinger’s arrival to the team, the Dodgers were 9 for their first 20 games. The Dodgers would go on to win 104 of their 162 games.

During the course of the season, Bellinger put up incredible numbers. He played in 132 games throughout the year, driving in 97 runs, scoring 87 times, and belting an astonishing 39 home runs, finishing only behind the powerful Giancarlo Stanton (with 59). Bellinger had a respectable .267 batting average while maintaining a .352 on-base percentage and .581 slugging percentage. He was a force at the plate, putting fear into the eyes of many pitchers. Although he didn’t walk so much — only 11.7% of the time — he still managed to have a wOBA of .380, staying in the top 30 for the MLB. On average, he would draw a walk for about every two strikeouts; not the best, but still better than most players belting over 30 homers. His plate discipline was above average for power hitters throughout the season, but come postseason, this would all change.

Throughout much of the postseason, most people were reflecting on Aaron Judge’s struggles, after having himself a historic season at the plate. Judge would break the record for strikeouts in a postseason until Bellinger would then beat this unfavorable record with 29. Through Bellinger’s 15 postseason games, he would belt three home runs, driving in nine runs and scoring 10 times while walking only three times. Most of these statistics happened during the NLDS and NLCS. His wOBA would fall to .295, with a .219 batting average, walking 4.5% of the time, while striking out in an astounding 43.3% of his plate appearances. In fact, in the World Series alone, he would achieve 17 of his 29 strikeouts. Bellinger would struggle immensely at the plate throughout the World Series, with the exceptions of Games 4 and 5.

During the series, the Astros pitching staff would focus on beating Bellinger in on the hands with curveballs falling out of the zone, and with fastballs tailing up and away. Amazingly, Bellinger during the regular season only chased pitches out of the zone 29.7% of the time. This would change immensely as the Astros pitching staff’s effective deception would often pull Bellinger’s bat out of the zone.

In Game 4, Bellinger would face Astros pitcher Charlie Morton in the top of the 5th with no outs in a 1-2 count. Bellinger’s stance is in a more upright position with his bat also in a vertical position. This makes creating torque through his hands a little more awkward, as he rolls his hands into a hitting position. When this curveball begins to spin further in on his hands, it becomes too difficult to bring his hands in further, leading to this awful swing and follow-through shown. His approach on this pitch looks as if he’s trying to hit the ball 500 feet over the right-field wall; not an optimal mindset in a 1-2 count when you know the curveball is coming. His head was nowhere near the zone; he may as well have swung with his eyes closed. This is the position we often saw Bellinger in throughout the World Series when thrown an inside curveball. However, Bellinger would use this at-bat for his next plate appearance.

Now we see later in the game Bellinger is in a 1-1 count facing Morton in the top of the 7th. He knows he’s going to see a curveball in on his hands and adjusts accordingly. His body is in a lower position with his bat in a more angled approach, with his hands staying back, anticipating curveball, looking to stay in on the ball with his hands and drive it to right field. Bellinger manages to fight this pitch off, fouling it back, showing his adjustment helped. His follow-through is also in a significantly better position, with his head staying back looking at the ball, and his body stays in a more balanced stance. This approach, showing that he’s able to make even a small adjustment to making contact with the low and in curveball, led pitchers to start targeting the outside upper half of the zone with the fastball again.

Here we see in Game 4, Bellinger faces Astros pitcher Charlie Morton with a 1-1 count and 0 outs in the top of the 5th. Bellinger’s body is not in an effective hitting position for hitting this outside fastball. His body is falling out away from the zone, his pivot foot is not providing any power, and his hands reach out from his body too far. Bellinger would acknowledge this issue and had this to say before Game 4:

“I hit every ball in BP today to the left side of the infield,” Bellinger said. “I’ve never done that before in my life. Usually I try to lift. I needed to make an adjustment and saw some results today. I’m pulling off everything. Usually in BP I just try to lift, have fun in BP. But today I tried to make an adjustment. I needed to make an adjustment, and so I decided I’m hitting every ball to left field today.”

This is exactly what Bellinger would do.

In the top of the 9th in Game 4 with a 1-0 count and no outs, Bellinger faces Astros closer Ken Giles with runners on. Bellinger has his eyes locked in on the ball as he’s seen this pitch before. He’s using his approach from batting practice earlier to drill this ball into the gap. He keeps his body in an athletic hitting position, keeping his hands in and generating all his power through his lower half, creating torque through his strong hands. We see him drive this ball into the left-center gap, keeping his eyes on the ball the whole way and maintaining a strong follow-through. Bellinger did exactly what he said he would do and helped his team win this game. He would then carry on this adjustment into Game 5, showing people why he will be this year’s NL RoY.

Although Bellinger would fall into his old habits in Games 6 and 7, his ability to recognize where the problem is and the ability he has to adjust is what makes him an effective hitter. Through this, Bellinger will only continue to become better and will continue to become one of the most feared hitters in the league this next season. At only 22 years old now, Bellinger will become the next big star in this great sport we call Baseball.


Kershaw Has a Problem That Isn’t Really a Problem

As one of the greatest pitchers of our generation, one might think that it is extremely unlikely that Clayton Kershaw would have what we would consider a ‘problem.’ As a seven-time All-Star, a three-time (potentially four-time) Cy Young winner, and an NL MVP, Kershaw has been the model of consistency over the past number of seasons, and as his career progressive ERA would dictate, he gets better each and every season. But if there were one knock on Kershaw, especially over the last season, he has been extremely prone to the long ball. His HR/9 rate in 2017 was 1.18, significantly higher than his previous high, which rang in at 0.92 in 2008. Between 2008 and 2017, the highest HR/9 during that span was 0.63 in 2012.

Also at a career high this season was his HR/FB rate. This season, he came in at 15.9%, compared to his previous career high, which also came in 2008, at 11.8%. So it wasn’t just an increased number of fly balls that led to his inflated HR/9, but as we can see with the high HR/FB rate, more of the fly balls hit left the yard.

Expanding on that even further, in his regular-season career, Kershaw has given up 128 home runs. Of those 128, 75 of them have been solo home runs (58.6%). This season, of the 23 home runs Kershaw surrendered, 15 of them were solo shots (65.2%). League-wide this season, of the 6105 home runs that were hit, 3495 were of the solo variety. This is 57.2%. Kershaw’s career average is on par with the major-league average, but this year, there is a significant spike in the percent of solo home runs that Kershaw gave up. Is this because Kershaw took it easy with the bases empty? Or because hitters have finally realized that stringing together three hits in an inning off of Kershaw can seem about as impossible as licking your elbow? (Real question is how many of you just tried to lick your elbow.)

Whether or not 2017 will turn out to be an outlier for Kershaw in terms of the home-run ball remains to be seen. Will hitters continue on the same trend, thinking that the long ball is the only way to beat Kershaw? Only time will tell. As for things we do know, while giving up the most home runs of his career, Kershaw still remained near the top of the list of best pitchers in the game. And while he missed six starts in July/August, he will still receive numerous Cy Young votes, although I predict he will come up short.

Kershaw, as proven last Thursday night in the Dodgers’ 11-1 rout of the Cubs to clinch the NL Pennant, remains terrific. The home run that Kershaw gave up to Kris Bryant was a cheap one. The ball was hit at 94mph, at a 32 degree launch angle. The expected average given that combination is an abysmal .136, and is a home run just 6% of the time (via Mike Petriello). Granted, not all home runs that Kershaw gives up are like that, but maybe Kershaw just ran into some bad luck this past season.

So given Kershaw’s resume, and the fact that he somehow finds a way to lower his career ERA each and every season, just how good could Kershaw be next year if he fixes his “problem?” The sky’s the limit, and if anyone could reach the sky, it would be Kershaw.


Game 4: Stephen Strasburg and the Right-on-Right Changeup

In the NLDS, Stephen Strasburg was absolutely brilliant for the Nationals in his two starts. Due to an injury to Max Scherzer, Strasburg got the ball for Game 1 and was dominant. He threw 5.2 innings of no-hit ball before giving up back-to-back RBI singles to Kris Bryant and Anthony Rizzo that allowed two unearned runs to score thanks to a rare error by Anthony Rendon. Strasburg finished with an impressive line of 7 IP 3 H 2 R 0 ER 1 BB and 10 K in a losing effort. Although his outing was ruined by the unearned runs and Kyle Hendricks’ outstanding start which shut down the Nationals offense, Strasburg made the Cubs hitters look foolish all night long. Getting the ball once again with his team down 2-1 in the series, Strasburg turned in another absolute gem in Game 4. In a 5-0 victory, Strasburg threw seven shutout innings, scattering three hits while walking two and striking out 12. In his two starts combined, Strasburg threw 14 innings without allowing an earned run, while only giving up six hits with three walks to go along with 22 strikeouts.

The dominance on display by Strasburg is nothing new. Despite being the second-best pitcher on his team, Strasburg is an ace and finished second (behind Scherzer) among NL pitchers with 5.6 WAR. When Strasburg come to mind, the immediate thought goes to his power fastball. It’s one of the main reasons why the Nationals selected him with the first overall pick in the 2009 draft. He throws the pitch with an average velocity of 95.6 MPH good for fifth among qualified pitchers. Yet, Strasburg also loves to throw changeups, especially to right-handed hitters. Throughout the course of the regular season, Strasburg threw 16.3% changeups to right-handed hitters. This is an absurdly high amount for a power pitcher like Strasburg. Typically right-on-right changeups are primarily thrown by low-velocity sinkerballers, since changeups typically have the same movement as their sinker despite being thrown 5-10 MPH slower. Conventional wisdom has dictated for years that power pitchers should throw fastballs and curveballs (or sliders) to the same-handed hitters while throwing fastballs and changeups to opposite-handed hitters. The idea behind this is to throw a breaking pitch with movement that breaks away from the hitter, making it harder to hit. Right-on-right changeups were regarded as a dangerous pitch since a mistake almost always ended up with the pitch being barreled.

In 2013, Ben Lindbergh wrote an article for Baseball Prospectus about the Tampa Bay Rays (because who else besides Joe Maddon and Andrew Friedman) and their increased usage of same-sided changeups (this article includes left-on-left changeups as well). However, the team refused to recognize this increased same-sided changeup usage as an intentional move, but rather tried to classify it as an increase in the emphasis on throwing changeups to all hitters regardless of handedness. As a team in 2013, the Rays led the league in percent of same-sided changeups, as 15.9% of all pitches thrown to same-sided hitters were changeups. The league average was 5.4%. This league average has held relatively constant over the last four years. Using Statcast data from 2017 for all right-on-right pitches thrown by starting pitchers, 6.6% of all right-on-right pitches were changeups.

Back to Strasburg. Throwing his changeup 16.3% of the time to right-handed hitters, he generated a whiff rate of 27.2% while only allowing five hits and 13 other balls in play, on 213 changeups. Four of those five hits were singles, while the other was a home run hooked down the line by Josh Harrison (hit probability of 13%). He used his changeup primarily as an out pitch, as most were thrown down and in with two strikes. It totally makes sense for Strasburg to use his changeup so much, as it is one of the best pitches in baseball, and it really is its own animal. It’s unique because he throws it really hard. It was the second-hardest changeup among qualified starters, coming in at an average of 88.7 MPH. Despite throwing it so hard, it was 7 MPH slower than his average fastball, right in the ideal range of velocity differential. It also has a decent amount of arm-side run to go along with late and sharp drop (as can be seen here). According to the Pitch Values assigned by FanGraphs, Strasburg’s changeup was fifth best among qualified starters in total value, and 10th best on a per-pitch basis.

In his Game 1 start, Strasburg threw six right-on-right changeups out of 45 pitches (13.3%) and generated four whiffs with zero balls in play. This was right in line with his season averages, which would’ve been expected to continue in Game 4. But this was not the case. It was reported on Tuesday that Strasburg was sick and would not pitch on Wednesday despite being on regular rest after the rainout. Yet, on Wednesday morning, plans changed and he was announced as the Game 4 starter with the Nationals season on the line. As mentioned earlier, he did his job by turning in a spectacular start, and the Nationals’ season lived to see another day. However, in Game 4 Strasburg decided to get funky. He threw 16 right-on-right changeups out of 45 pitches, equal to a whopping 35.6% of the time, and generated eight whiffs with one ball in play hit at 27.7 MPH. His changeup and its increased usage was no doubt a huge factor in shutting down the Cubs once again (as can be seen here, here, and here). Who knows why he decided to go to it so much more often. Maybe he saw the success he had with it in Game 1, or maybe that pitch was the most comfortable for him to throw while supposedly not feeling well (his average fastball velocity of 95.4 MPH suggests he was feeling just fine). No matter what it was, it doesn’t matter. Strasburg has proved that the right-on-right changeup can not only be an effective pitch, but an absolutely devastating one. A pitch that can even be used over a third of the time. Let’s see if hitters will be able to adjust.


The Effect of Rest Days on Starting Pitcher Performance

Since the dawn of baseball, fans and coaches alike have debated whether or not pitch count and days of rest affect a pitcher’s health status and performance. This ongoing discussion has led to a close examination of how to best manage the health status of a pitcher. Should you give your starting pitcher that extra day of rest or can you pitch him in the big game today? The question of how to manage your starting pitcher can make or break a season, and, therefore, certainly merits the amount of attention and debate it has received.

Major League Baseball’s adjustment to the age of big data has reshaped the way in which we view these age-old debates. Nowadays, there are public databases that allow hobbyists and students of the game to query their own data and investigate their own theories. Baseball Savant and Baseball Reference are the two main public databases in use, and are the two databases that will be utilized for this study. The data being queried is rest days and runs scored per inning pitched for starting pitchers in Major League Baseball in the last five full seasons.

Problem Definition

In this study, I will look at the effect that the number of days of rest has on the performance and health of a starting pitcher in Major League Baseball. More specifically, I will investigate whether or not fewer rest days are correlated with poor performance and poor health status. Not only does this study have the potential to save millions of dollars for the baseball industry, but it could also provide starting pitchers with more knowledge on how rest days between starts affects their health and performance. The predictor “Runs Scored per Inning Pitched” will be evaluated to determine performance. Although there is a significant amount of noise (i.e. many factors contribute to the outcome) in the runs scored predictor, it seems like the best way to determine a pitcher’s performance on a game-by-game basis. Ultimately, the number of runs scored is the difference between winning and losing, and therefore should be the main criteria used to judge the performance of a starting pitcher.

Results

I determined that there is a significant difference between a pitcher’s performances on a specific number of rest days versus the others. However, there is no significant difference in starting a pitcher on “short rest” (1-3 days) versus “normal rest” (4-6 days) versus “extended rest” (7+ days).

This is an extremely important result considering that starting pitchers are usually employed on three, four, or five days of rest. Currently, starting pitchers are believed to perform at the highest level without the added possibility of injury with this amount of “normal rest.” However, this study shows that there is no significant difference in starting your pitcher on short rest vs. normal rest vs. extended rest. While there is a correlation in the specific number of rest days and performance of a pitcher, there is no significant difference in starting your pitcher on short rest vs. normal rest vs. extended rest.

This study shows that each of those extra off days could not only make a significant difference in pitching performance but also could make a difference in health status for pitchers. There is a fine line between getting the most out of your starting pitcher, and overusing him.

Data Analysis and Tests

In order to determine if there is a significant difference between runs scored per inning pitched and the number of rest days, a non-parametric ANOVA test is needed. The results are as follows:

Reject Ho at alpha=. 05, the Runs Scored per Inning Pitched rate is significantly different for at least one of the number of days of rest. The number of runs scored per inning pitched is significantly different for at least one of the numbers of rest days.

However, we want to know if having your starting pitcher pitch on “short rest” is significantly different than having your starting pitcher on “normal rest.” In order to do this, the data was split into number of days of rest 1-3 and days of rest 4-6. Zero days of rest was eliminated, as these numbers typically only apply to relief pitchers. Then, a non-parametric rank sum test was conducted to determine if performance on “short rest” is significantly different than performance on “normal rest.” The results are as follows:

Do not reject Ho at alpha=. 05, the Runs Scored per Inning Pitched rate is not significantly different for “short rest” and “normal rest.” There is no significant difference in performance between pitchers on “short rest” and “normal rest.”

Last, “extended rest” was looked at to determine if runs scored per inning pitched was significantly different than “short rest” and “normal rest.” “Extended rest” includes all rest days of 7 and over. The results are as follows:

Do not reject Ho at alpha=. 05, the Runs Scored per Inning Pitched rate is not significantly different for short rest, normal rest, and extended rest. Therefore, there is no significant difference in performance between short rest, normal rest, and extended rest.

Recommendations

The first recommendation I would make would be to look at pitchers coming off the disabled list and starting. Starting pitchers can definitely be skipped in a rotation when a team has an off day. This causes there to be much more time between starts.

If possible, data that tracks rest time between pitcher’s starts up to the hour as a continuous variable would be ideal. This could provide more insight into the effect of rest on performance of starting pitchers, and it would provide more of a continuous variable for analysis instead of treating all rest days equally.

Another recommendation for the study would be to use a different predictor for performance. Finding a public database that included days of rest data for each start was tough, and finding one that had days of rest data for each start along with the predictors that were sought after was even tougher. Ideally, an advanced statistic like FIP or weighted On-Base Average would be used, but these predictors are very difficult to calculate for over 1300 data points.

As long as there are starting rotations in baseball, the question of how off-days affect the performance and health of starting pitchers will be studied. Another potential study would be to look at the pitch count of starting pitchers. This could have a similar effect as rest days when looking at performance. With the recommendations made in this study, a future study to determine if performance is affected by pitch count and days of rest would be extremely beneficial.


Trevor Rosenthal, The Cardinals’ MVP?

Now, with the 2017 MLB regular season behind us, the offseason frenzy is in full swing already for those teams that didn’t make the playoffs. The biggest glaring issue that was noticed by millions of fans nationwide, appears to be the inconsistency, and overall treachery of the St. Louis Cardinals’ bullpen arms. Now, coming out of this season, in which they missed the playoffs, questions are asked about the abilities of their bullpen arms, as well as the consistency of all of them. The acquisition of Brett Cecil at the beginning of the year had looked as if it could be a great signing; however, he was anything but that. Let that segue into today’s discussion, Trevor Rosenthal.

Being a Cardinals fan definitely has its ups and downs, and like most, I ride high with the ups, and fall hard with the downs. Trevor Rosenthal has always been a well-liked player of mine, and one that I not only love watching, but also feel is a vital piece to the Cardinals’ puzzle. After Trevor’s tumultuous 2016 season, and his bounce-back 2017 season, eyebrows are still raised over the 27-year-old’s future with the team. Rosenthal was placed in the bullpen, and used as a mid-innings guy, usually when the game was out of reach for either side in 2016. Again, he did not impress whatsoever, and the offseason that followed would be a “make it or break it” one for Trevor Rosenthal. 2017 was a different story for him, however. He was able to find himself, show his life and velocity on his fastball, clocking over 100 mph multiple times a game. Cutting his ERA down to a solid 3.40, with a 2.71 FIP. His K/9 rose from a 12.5 to a 14.3, and his BB/9 dropped from 6.5 to a 3.8. His abilities to strike out batters at an extremely efficient rate, and his cutting down on H/9, led him to regain the closer role on the team, especially with Oh’s horrendous season. Yet having to undergo Tommy John surgery ended Rosenthal’s season, and ultimately the Cardinals’ bullpen as a whole.

When Rosenthal was placed on the 10-Day DL, on August 16th, the Cardinals record stood at 61-59. They finished the season at 83-79, going 22-20 over their last two months of the season. Of those 20 losses, 13 of them were due to bullpen implosions. They clearly struggled mightily, and finished the year with a team bullpen record of 22-29, and a combined ERA of a 3.81, with the 12th-highest WAR (4.4). Although these stats may not seem out of line or too terrible, when watching the game itself, you could visibly see the struggles. Their starting pitching vastly outperformed that of their bullpen, and the tumultuous headlining of Oh among the others.

Now, my main debate here is to address the following question that is in the back of my mind, and one that I certainly feel is understandable in many ways, more so than most would think and see…

Is Trevor Rosenthal the Cardinals’ most valuable player?

Rosenthal is a guy who, as mentioned prior, was crucial to the Cardinals success. Yet saying the words “most valuable player” means that he was not literally their best player, but instead their most valuable. While their best player this season had to have been Tommy Pham on the offensive side (.306/.411/.520 slash with a 5.9 WAR and 148 wRC+), with their best on the pitching side being either Lance Lynn (11-8, 3.46 ERA, 7.39 K/9 over 186.1 IP) or Carlos Martinez (12-11, 3.64 ERA, 9.53 K/9 over 205 IP), it is still bold to say that none of them are the most valuable to the team. With Rosenthal, the Cardinals clearly relied heavily on him, as he appeared in 50 games, pitching 47.2 innings. With his fireball abilities, and fantastic strikeout ratio (again, 14.6 per nine), and his 1.6 WAR. Rosenthal’s importance cannot be simply stated with statistics. Watching him pitch, his demeanor and influence on the game is virtually unrivaled. When Rosenthal was brought on, the team and fans felt safer. He often came on, threw 12 to 18 pitches, and got the three outs needed. Despite this, his ERA was an inflated 3.40. His xFIP counters this at a more-than-respectable 2.55. When opponents got a hit off of him, it was most of the time lucky (.337 BABIP against a .206 BAA), and he rarely gave up the long ball (0.57 per nine, down from 0.67 the year before). So this leads you to believe that he was their savior, or their Andrew Miller even. Rosenthal’s value for the Cardinals will be truly tested come this offseason, as they gauge whether or not to gamble on their star bullpen arm, being that he is a free agent, or if they ride the roller coaster that is their current pen.

The reason behind Rosenthal’s team MVP claim is that despite Pham’s remarkable season, and even DeJong’s and Jose Martinez’s, they did not truly impact their team. The Cardinals offense ranked 13th in runs (761), 18th in home runs (196), and 9th in team offensive WAR (0.6). When it came down to it, their contributions weren’t enough to propel the Cardinals to a ton of runs per game, and they certainly did not do enough to lead the team to the playoffs. When Rosenthal was told he would miss the season, the whole fan base felt a seemingly sharp pain in their stomach. The Cardinals were still very much in the playoff picture, sitting only 4.5 games back of first in the NL Central, yet now the team and fans knew it was going to be a much rockier go at things. Rosenthal is the Cardinals’ hardest thrower, and has the best K/9 on the team. His contributions, and ability to get the team out of sticky situations, would no longer be usable, and his elbow is now going to be a question for the future. Yet, if you’re the St. Louis Cardinals, do you re-sign your clear-cut best bullpen arm, despite the TJ surgery? If not, who do you call upon or sign to replace him? Rosenthal is not a simple piece to replace, and his value is not matched by anyone else in the pen.