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Bears in Love: Should the Cubs Pursue Panda?

Large black and white bear with light-tower power seeks LTR in middle of playoff-contending lineup. In addition to high AAV contract, needs steady supply of bamboo shoots.

Pablo Sandoval enters the off-season as one of the biggest (in every sense of the word) free-agents in the current class. As a star-quality player at a position largely bereft of talent, Sandoval should and will command a top-dollar contract. The Cubs, with money to spend, playoff ambitions (whether premature or otherwise), and a hole at the hot corner, are a logical fit. Kris Bryant has yet to solidify his defense at the position, and there is no one else in the Cubs’ organization ready to seize the position. Yes, they have Luis Valbuena, but, come on, he’s Luis Valbuena for God’s sake. And Panda is a team marketing department’s wet dream; if giant Panda heads have taken over San Francisco, imagine how many could be sold in the Chicago-Joliet-Naperville metropolitan statistical area. Sandoval is just what the Cubs need to turn playoff dreams into reality in 2015.

Or so Sandoval’s agent would have you believe. That is pretty much the case for the Cubs signing Sandoval, but does it hold up under scrutiny? Let’s take the arguments on at a time.

Is Sandoval a star player at a weak position?

“But where are the third basemen of yesteryear?” Francois Villon might well have asked had he been (a) alive today; (b) able to speak English; and (c) modestly knowledgeable about baseball. Consider this: in 1973 three future Hall-of Fame third basement were active (Brooks Robinson, Mike Schmidt, and George Brett), though Brett was just getting his first cup of coffee. Several others (Ron Santo, Graig Nettles, Buddy Bell, Sal Bando, and Darrell Evans) who at least arguably belong in the Hall also played that year. According to Baseball Reference, third base was the most valuable non-pitching position in the majors in 1973, as measured by Wins Above Average.

In 2014, third base tumbled all the way to … second most valuable non-pitching position, albeit well off the front-runner (center field). The talent at the top may be thinner – only Adrian Beltre appears to be assured of a place in Cooperstown – but there are several intriguing younger players coming into their own at the position, including Josh Donaldson, Anthony Rendon, Kyle Seager, and (for now, at least) Manny Machado. This may not be the Golden Age of Third Basemen, but it isn’t exactly the Stone Age either.

Regardless of what one thinks of the current class of third basemen, Sandoval is not at its head. He was 11th on the WAR list for third basemen last season, just .3 ahead of, yes, Luis Valbuena. True, this year was a bit of a down year for the Panda, but on the WAR list for third basemen over the last three years he actually fares worse, falling to 17th. His offense has declined every year since 2011, and while he has been a slightly above average defender, his overall career numbers conceal wild year-to-year swings.

Is Kris Bryant a bad defender?

Let’s get retrostatistical!

Player              Career Fielding Pct at 3B          Career Range at 3B

Mr. X                                  .942                                           2.73

Mr. Y                                  .936                                           2.62

One guy is a minor league hot cornerist known for his glove. The other is Kris Bryant.  Yeah, the traditional fielding stats may not tell us much, but they’re what we have in the minors, and this comparison at least suggests Bryant hasn’t been hideously overmatched at the position. He’s Mr. X, by the way, and his numbers at AAA last year (.966/2.73) actually showed slight improvement over his career marks. (The other guy is Christian Villanueva, by reputation, at least, the best Cubs’ third base glove in the minors.) If the Cubs are seriously thinking of moving Bryant off third, nothing in his playing time shows that. Bryant has played 160 of his 167 career games at third; in the other seven he DH’d.

Is Panda better then Valbuena?

Yes.

Player           Career wRC+         Career vs. R            Career vs. L

Panda                 122                           134                              95

LuValb                88                             89                              88

That said, in 2014 both players had severe platoon splits; they were both good against righties and atrocious against lefties. Against righties Sandoval had a slightly higher OBP, while Valbuena had a higher ISO. The advantage goes to Panda, 136 to 124 in wRC+, But Panda was actually worse against lefties than Valbuena (59 to 75 wRC+). Panda’s collapse against lefties was a BABIP illusion; there is reason to think he will return to his typical middling effectiveness against them next year. A more interesting question is whether Valbuena can maintain his newly found status as a useful platoon player. Scott Strandberg seemed to think so in June, and Valbuena backed that analysis up, finishing the season with just one bad month.

Should signing Panda be a Cubs’ priority?

The Cubs major league payroll is svelte right now, only Houston and Miami pay their major leaguers less. That will change, in part because Wrigley’s rebuild-in-place will provide additional revenue streams, and in part because the Cubs farm system won’t be able to plug all of the numerous holes in the 25-man roster. The Cubs have four ways to spend their increased payroll:

  1. To extend the contracts of the young players whose performance warrants it
  2. To pay free agent starting pitchers
  3. To pay free agent relievers
  4. To pay free agent hitters

However one orders these priorities, free agent hitters should probably come last. Hitting is the strength of the Cubs’ system, and while not all their young studs will mature into actual baseball players, many will, and it’s too soon to bring in expensive free agents who would not only eat up payroll space, but also block some of this nutritious farm produce from reaching the store shelves. The Cubs really don’t have this problem on the pitching side, especially with respect to starters – if they’re going to drop big bags of free agent coin, that would seem to be the best place to do it.

Sandoval’s not a bad player, but he’s probably going to get paid like the superstar he’s not. He’d be an upgrade over Valbuena, the current incumbent, but at a hefty price increase, and just when it looks like Valbuena might be getting useful. He’s probably not better than Kris Bryant, unless Bryant has serious defensive woes not visible in his admittedly unenlightening minor league defensive stats.

So Theo probably shouldn’t answer the ad – better to stay home and watch Netflix.  Maybe he can scratch that Giants itch with a little Orange is the New Black.


Job Posting: IT/Network Support Specialist

IT/Network Support Specialist

TrackMan Baseball is looking for a resourceful, innovative, self-starter to take ownership of IT and Technical support for our network of stadium and remote data collection systems.

About TrackMan

TrackMan develops, manufactures and sells 3D ball flight measurement equipment used in a variety of sports. Today, TrackMan is the world leader in golf ball flight and club data measurements and the company is considered to have set the industry standards for accuracy in golf and baseball.

TrackMan Baseball measures stuff – the location, trajectory and spin rate of pitched and batted balls – and provides real-time feedback for coaching and a new set of statistics for analyzing player performance. TrackMan Baseball is used by the majority of Major League baseball teams and premier NCAA, international and amateur baseball programs. Additionally, TrackMan is used for R&D, marketing, and media purposes by equipment manufacturers to develop more effective products and broadcasters to enhance content and analytical capabilities.

Position Description / Responsibilities

Candidate will be responsible for overseeing and maintaining internal IT, Cloud services and supporting a network of distributed system located in Major League, Minor League and NCAA baseball stadiums, and amateur baseball tournaments. Responsible for effective installation/configuration, operation, and maintenance of systems hardware and software, proactive monitoring of critical and network systems and troubleshooting. Candidate will support the company in the overall design and implementation of IT systems.

Responsibilities include, but are not limited to the following:

  • Optimize, develop and implement monitoring efforts and system building.
  • Design, develop and document solutions for troubleshooting
  • Interact with internal and external IT and non-IT personnel when setting systems and diagnosing problems.
  • Manage a team, set schedules and develop escalation policies for a network operations center

Required skills:

  • Comfortable working on Windows & UNIX operation systems
  • Proficient with backup and disaster recovery plans
  • Experience system building and automation
  • Strong organizational, analytical and problem solving skills
  • Strong ability to multi-task /change focus quickly, ability to deal with unexpected events
  • Strong technical documentation skills

Desired Skills:

  • Experience in programming both scripted and compiled languages.
  • Proficient with Microsoft SQL Server, working knowledge of relational database.
  • Knowledge of No-SQL databases
  • Experience with Cloud Services like Azure and Amazon

Education and Work Experience

  • Degree in Computer Science or related field experience.
  • 2+ years of experience managing IT

Location, Compensation & Application

  • Application: Send resume and cover letter to: np@trackman.dk
  • Location: This position is full time and based in Stamford, CT. Salary
  • Compensation: Commensurate with experience.

About TrackMan Inc.

TrackMan Inc. is a US based subsidiary of TrackMan A/S.

TrackMan A/S has developed a range of products for the golf market and is considered the gold standard in measurement of ball flight and swing path. TrackMan’s golf products are used by top touring professionals, teaching pros, broadcasters and governing bodies.

TrackMan Inc. is based in Stamford, CT, about 30 miles north of New York City.  TrackMan, Inc. introduced 3D Doppler radar technology to the baseball industry and the technology is now used by more than half of Major League Baseball teams.  TrackMan, Inc. is revolutionizing baseball data by measuring the full trajectory of both the pitch and hit and has been featured in publications such as the New York TimesSports Illustrated and ESPN.


Were the Royals the Best Team In the AL?

There has been a lot said recently about the playoff system in Major League Baseball, and how the two teams in the World Series are not really the best teams in baseball. Some fans enjoy the high stakes playoff games where the entire season is on the line. Other fans prefer “fairer” scenarios where each team needs to play 1,000 regular season games to get the best representation of who has the best team.

A much stranger scenario is outlined in The Science of the Playoffs by Sky Andrecheck. Complicated scenarios are created to match a team’s playoff odds with how that team performed in the regular season to create a more just playoff system. For instance, if a team has a regular season record that indicates it has a 60% chance of being better than the team they are matched up against, they should be awarded a playoff scenario where they have a 60% chance of advancing. Although the sample sizes are small and do not give an ultimate answer to which team is better, this approach offers a “fairer” post-season solution based on a team’s regular season record. I decided to take this idea and run with it by figuring out if the Kansas City Royals’ postseason run exceeded the initial probability that their regular season record demonstrated of being the best team in the AL.

To determine the probability that one team is better than the one they are facing in the playoffs, I compared each team’s win total using a binomial distribution with unknown true win pcts (p in Binomial Distribution), but known win totals (k in Binomial Distribution). If a team is the better team, then their win pct would be better than the team they are up against. The probability that Kansas City is better than another team can be found by summing all possible probabilities where Kansas City has a particular win pct and the team they are facing has a lower win pct. The math behind this method is shown below comparing Kansas City to the Oakland Athletics. The same formula was also used to determine the probability that the Royals were better than the Angels and Orioles.
KC OAK med
Additionally, I use the impact of home-field advantage in postseason calculations as giving the home team a 51% chance of winning an evenly matched series taken from here.

Going into the wild card playoff game, the Royals had only one more regular season win than the A’s. The regular season predicted that the Royals were the better team with a probability of 51.5%, slightly better than even money. Since the Royals were given home field advantage, they were awarded a probability of advancing close to what their regular season record demonstrated. The Royals won the game, fairly confirming that they should move on to the American League Division Series.

Next up for the Royals were the Los Angeles Angels. The Angels had a regular season record of 98 wins, much better than the Royals’ 89 win total. With this disparity in win totals, the Royals only had about a 14% chance of being the better team based on both teams’ regular season records. However, taking three out of three games from the Angels, two in Los Angeles and one in Kansas City, has about a 12% chance of happening if both teams are evenly matched. So, if the Angels were better, the probability of the Royals winning all three games would be even lower. The sweep exceeded the Royals’ initial probability of being better than the Angels, once again fairly pushing the Royals forward into the ALCS.

In the American League Championship Series, the Royals played the Orioles. The Orioles won 96 games, giving the Royals only about a 20% chance of actually being the better team. The probability of sweeping the Orioles in the ALCS if both teams were evenly matched was about 6%. Here, the Royals far exceeded their regular season odds of being considered the better team.

The odds of the Royal sweeping the entire American League in the playoffs exceeded the probability that the Royals were the best team. In other words, it was totally fair that the Royals won the AL pennant.


Who Should Be the Cardinals’ 2015 Center Fielder?

With the Cardinals season recently finished, and the end of season press conferences over, one thing was made clear for the 2015 season in St. Louis: center field was Jon Jay’s to lose. I have a few problems with this. First of all, I hate guaranteed starting jobs. I’m not saying it will happen, but it is very easy for players to fall into more of a relaxed state when they know they don’t have to fight for their playing time. As we saw in 2013, when Jay had no competition for the job, he’s not immune to becoming too relaxed in his play. Second, I still am not convinced that Jon Jay is the best center fielder on our team.

Let me make one thing clear: this is not an anti-Jay piece. I really enjoy having Jay on the team, and I think he’s a very solid piece to the team. I would love for the Cardinals to retain Jay, I’m just not sure I want him to be our starting center fielder.

Jay has generally been pretty consistent in his play throughout his career. He has 5 seasons with over 300 plate appearances since 2010, and he wRC+ over that span have all been between 115 and 116 with the exception of 2013 – a season which seems to be pretty unlucky as his BABIP dropped 30 points despite his batted ball profile remaining mostly the same. At this point in his career, it seems like we know (mostly) what type of player Jay is – an above-average hitter, with limited power, and basically average skills everywhere else.

While there is value in being average to above average everywhere, the Cardinals have another center fielder that seems to be mostly average at the plate, but has elite skills when it comes to base-running and fielding. Peter Bourjos, for his career, has posted a wRC+ of 94 – just six percent shy of being a league average hitter. While you could argue that it’s mostly driven from 2011, you could also argue that was also the only season in which he’s received consistent playing time for a full season. On top of that, Bourjos was a league-average hitter or better at every stop in the minors on his way to the big leagues – so it’s not impossible to say that he could be a league-average hitter in the majors. Add into that Bourjos’s great speed (he’s been roughly five runs above average on a 600 PA rate throughout his career) and his elite defense, and Bourjos starts to look like a great candidate.

This year, Jay got nearly twice as many plate appearances as Bourjos, and produced roughly twice as many wins as Bourjos – which makes sense. When grading them on equal scales (WAR/600), the two center fielders produced identical 3.2 win values – which brings me to the next point for starting Bourjos.

The Cardinals have long been looking to improve their offense on their bench. For years the Cardinals have had one of the weaker benches of postseason contenders, and every year they look to improve upon that. With Jay providing a clearly better bat (his career wRC+ is nearly 20 percent better than Bourjos), it seems like a good (cheap) way to improve the bench without hurting the starters. Bourjos provides similar (if not better) value to the everyday line-up, while Jay gives the Cardinals a solid bat to come off the bench.

While it’s unlikely we see this happen, barring Jay returning to his 2013 play, it seems like a reasonable route to efficiently take care of a problem so that the front office and focus on other areas of concern (the bullpen, other bench bats, back-up catcher). Mozeliak has an opportunity to make a quick, relatively cheap fix to an area of concern for his team – I just hope he and Matheny will let that happen.


Bill James Awards

The piece below is not endorsed by Bill James, writer and sabermetrician, or, for that matter, anyone else named Bill James. Mr. James did not contribute to this piece and I make no claim that it expresses his views.

It’s award season in MLB. Gold Gloves, Silver Sluggers, MVPs … it’s a lot of fun, so let’s review some other, less official awards that should be recognized. Some of these were inspired by The New Bill James Historical Baseball Abstract, while others are just off-the-wall trivia. After the jump, we’ll distribute:

* The George Grantham Award, for above-average performance in every offensive statistic.

* The other George Grantham Award, for errors at a key defensive position.

* The Joe Morgan Award. This honors the best percentage player in baseball, not idiocy in public statements.

* The Craig Biggio “little stats” award.

* The Ernie Lombardi Award, for great hitting despite slowness afoot. Measured as the difference between BA and BABIP.

* The other Ernie Lombardi Award, for worst GDP rate.

* The Ned Garvin Trophy, recognizing valorous performance by a pitcher on a bad team.

* The George Brett Citation, for exceptionally balanced offensive skills. Related awards include the Barry Bonds Distinction and the Jesus Alou Demerit.

* The Ozzie Guillen Trophy for fewest walks per plate appearance.

* The Jim Palmer Award, for outperforming one’s FIP, and its opposite, the Nolan Ryan Trophy.

* Also some quick ones: the Tris Speaker Trophy, the Sam Crawford Medal, the Mulcahy Award, and the Roger Maris Decoration.

Read the rest of this entry »


It Must Be Something: Explaining the Nationals-Giants series

Last week, the Washington Nationals lost their opening-round playoff series against the San Francisco Giants, falling 3-2 in Game 4 in San Francisco. The series offered a lot of gripping, exciting baseball; and for one Nationals fan, at least, it was an enriching experience even with the loss. (This post is written from a Nationals fan perspective, but may be of wider interest). After a close playoff series, it is natural to try to understand what happened. I’d like to look at an idea which has surfaced in prominent places in recent days:

** The Nationals suffered from a lack of poise in the face of the heightened pressure in the playoffs; and the Giants exhibited more poise, in a manner which contributed significantly to their victory.

This idea can be found in two recent columns by the Washington Post’s Thomas Boswell (“Washington Nationals must recognize, and embrace, that October is whole new ballgame” and “Hard truth is Nationals are not yet a match for the poised, traditional powers of the NL”, both from October 8). There is similar praise of the Giants in Jayson Stark’s ESPN article “For Giants, it’s ‘ugly, but it works’” (also October 8).

I’m afraid I think reactions like this are superficial. Both teams scored nine runs over four games, so by this familiar measure they were equal. But we all share a tendency to think that the Giants must have won for a good reason: there must be something which distinguishes the two teams. Rather than being unique to inquisitive baseball fans, this desire for an explanation has deep roots far outside the sporting world; it is codified in some circles as “the principle of sufficient reason.”

Regarding the baseball playoffs, this principle is often applied as follows:

Playoff contests between evenly matched teams are often won by the team which possesses more poise. As compared to the regular season, there is more pressure in the playoffs, and what really matters is whether you respond to this with poise. In fact, poise is so important in the playoffs that it often allows a less talented team to beat a more talented team.

Several factors combine to make the poise theory an inevitable diagnosis of the Nationals-Giants series. The Nationals had a better regular season record (96 wins vs. 88 for San Francisco) and are perceived as having more talent. Also, the Giants had established a reputation as a very poised playoff team by winning two of the previous four World Series. From my side of the country, it sounds like they also picked up a reputation for outperforming their regular season record in the playoffs.

Not only that, but in 2012 the Nationals had another excellent regular season before losing to the Cardinals in a five-game first round playoff series. As you know, the Cardinals also have a reputation for being a poised playoff team. And it should not be a surprise that the 2012 Nationals-Cards series seemed to lend itself to the explanation that the Cardinals exhibited more poise.

Our series matched a post-season poise team against a regular-season performer with question marks surrounding its playoff poise. So, after the series concluded in the manner that it did, a logical next step was the appearance of the poise theory.

The problem with the poise theory is that it starts with the winner and works backwards. It cherry-picks moments that are easy to remember, at the expense of more gradual or incremental dynamics. The theory routinely assigns these moments too much significance. Often, this mindset looks at only one side of what happened at various points in the game. The analytical result is that the winner won via poise, and the loser gets no credit for exhibiting poise, or any other positive qualities.

The poise account of the Giant-Nationals series is that the Nationals were frozen by the moment and didn’t hit well, that the Giants tied game 2 when down to their last out (and won it with a poised HR in extra time 9 innings later), that the Nationals made several on-field errors in game 4, and made two questionable (or just bad) bullpen-decisions in games 2 and 4…and that the Giants played gritty, opportunistic, mistake-free baseball throughout the series.

One obvious flaw in the poise account is that the last idea is false: Madison Bumgarner’s throwing error in game 3 allowed the Nationals to score 2 runs in their 4-1 victory. In addition, this error was triggered by a two-strike bunt from Wilson Ramos, which would seem to qualify as an exhibition of playoff poise (and of a player adapting to the moment, etc.).

Why doesn’t Bumgarner’s two-run throwing error count against our attribution of poise to the Giants? One reason is because we are working backwards from the fact that the Giants ultimately won the series. Since the Giants won a close series which can only be explained in terms of poise, elements of the series which clash with this narrative are suppressed to preserve the integrity of the explanation.

The “poise” explanation of the Giants’ victory is also challenged if we admit that the Nationals exhibited poise, because then the two teams do not differ in a way that explains the Giants’ victory.

Unfortunately for the poise theory, the Nationals displayed loads of this quality throughout the series – for example, via a two-strike bunt, via Jordan Zimmermann’s game 2, or via Doug Fister’s game 3. (If you are currently protesting that Ramos’ bunt was very improbable, you are just tracking the series outcome and the prior reputations of the teams).

Also, in game 4, although the Nationals certainly struggled in innings 2 and 7, including loading the bases twice, walking in a run, and throwing a wild pitch — they kept themselves in the game by limiting the total damage to 3 runs. This fact would have played very well in “poise” articles written in the scenario where the Nationals went on to win. It is now somewhat difficult for us to see poise at work in those innings. But again this is perception well shaded by the outcome. This illustrates how in baseball the attribution of poise just tracks who won a close game or series.

The poise theory cherry-picks parts of games; it also cherry-picks parts of plays. In the seventh inning of game 4, after his wild pitch, Aaron Barrett threw a ball over the catcher Ramos’ head; they were trying to walk the batter. But Ramos was able to recover the ball, Barrett covered the plate; and, in a poised, well-executed play, they threw out Buster Posey at the plate, thus preventing another run.

In game 2, with Drew Storen pitching in the 9th, Pablo Sandoval hit a ball down the left-field line which scored one run, which tied the game, and which threatened to score two. But the Nationals made two accurate throws starting from deep left field, and a good tag at the plate, to get Buster Posey (again, so to speak) at the plate.

The poise theory presumably gives Posey credit for pushing the action in close games; and here I agree. But we should also give credit to the Nationals for showing the poise, and, relatedly, the baseball fundamentals, to throw him out twice to prevent runs.

I think a normal look at poise finds it in abundance on both teams in this series. However, the baseball variant of this concept has a different logic. This variant just tracks the winner when the outcome is close.

In addition to the poise issue, there were other interesting aspects of the series.

Although the Nationals were regarded as the better team, the two clubs were not far apart with respect to many regular-season statistical measures.

Nationals batting (pitchers excluded):
.261 avg. / .330 oba / .407 slg. *** 107 wRC+, 151 HR *** 8.6% BB / 20.0% K

Giants batting (pitchers excluded):
.263 avg. / .319 oba / .401 slg. *** 107 wRC+, 128 HR *** 7.2% BB / 19.3% K

The two teams had very similar offenses, although the OBA and HR numbers represent real differences. Also, their K and BB rates cohere (to a small degree) with the idea that the Giants are more of a contact hitting team, in that they swung more (i.e., walked less) and struck out less than the Nationals. One suggestion I’ll make below is that some of the Nationals should have swung a bit more.

Turning to pitching, although the Nationals came in with a better pitching reputation, and although the Nationals have better pitching, this point is not straightforwardly validated by the full range of ERA-like measures made available by contemporary analysis:

Nationals: 3.03 ERA / 3.18 FIP / 3.43 xFIP
Giants: 3.50 ERA / 3.58 FIP / 3.59 xFIP

The pitching stats converge as we move to measures which factor out balls in play (roughly, FIP) and then factor out the home run/fly ball rate (roughly, xFIP).

FIP and xFIP bring the teams together; so do somewhat blunter measures like runs allowed per game:

Nationals: 3.43
Giants: 3.79

The teams’ xFIP’s were very close, and they were closer than I would have guessed in terms of Runs Allowed. The Nationals had a better record, but I think this was due in part to the Giants just playing the Dodgers more! These teams were closer than the lead-in fanfare communicated.

I’ll offer two observations about the Nationals’ hitting, both of which cut somewhat against the playoff poise theory. The first is that while the Nationals’ offense certainly has a high-gear mode, this is not the only face they present to the world on an ongoing basis. For instance, the non-pitchers were .252 avg. // 101 wRC+ in the first half of this season…vs. a .273 avg. // 115 wRC+ in the second half of the season.

The streakiness is due in part to a group of more or less low-average, high-power players (LaRoche, Desmond, Ramos). These players are somewhat prone to 4-0-0-0 nights anyway, and in the playoffs series the Giants appeared to have good plans for them. My subjective recollection is that there were many at-bats when these players were not close to getting a hit.

But what about the Nats’ better hitters? I am thinking of Rendon and Werth in particular, and again the Giants appeared to have a plan. Here I do have a concrete suggestion about what was going on. Werth and Rendon each had 20 plate appearances in the series, and they both had 10 appearances where they took the first pitch as a called strike. This may be a surprise to you, but I doubt it’s a surprise to the Giants. Werth and Rendon are both deliberate hitters, and I think the Giants resolved to take advantage of this, and to keeping throwing early strikes until Werth and Rendon made them pay.

Of course, Rendon batted .368 for the series, and Werth batted .056. However, Rendon’s hits were all singles, from a 21 HR / 39 2B hitter. The Giants gained an edge here – in a specific, tangible way – and Rendon and Werth didn’t make the requisite adjustment. But this is one piece of a story which could easily have been different. For example, Rendon hit a very deep fly ball in extra-innings game 2, which might have made it to the wall or farther in different wind conditions. Werth had similar misfortune on deep fly balls, the most memorable of which was Hunter Pence’s excellent catch late in Game 4.

The Giants deserve credit for executing a good approach against the Nationals’ hitters. On the other side, the Giants did not exactly light up the Nationals’ pitching. After game 2, the Giants did not score a run off a hit. So I suspect that the Nationals’ pitchers executed similar strategies as well. These layers of the competition are more remote to those of us who observe the game from the outside; but they are probably more significant than psychological differences between the teams.

What about Bryce Harper?

Bryce Harper did more than exhibit poise in this series. Bryce Harper displayed the superlative animal dynamism which our games can extract from us and showcase, the best they can offer. More than any other player, Harper elevated a series marked largely by deadlock and attrition. A series like that does require poise, which both teams showed. A series like that is exciting, but not transcendent. Poets celebrate poise when a contest offers little other inspiration.

OK, what are the proper takeaways?

Boswell writes

If you send the winning run home on a wild pitch (Aaron Barrett); if you can’t field a two-hop grounder back to the mound (Gio Gonzalez); if three players look at each other and none of them picks up a sacrifice bunt attempt (Gonzalez, Anthony Rendon, Ramos); if you can’t throw a strike with the bases loaded and walk home a run (Gonzalez); if you get confused and throw home when no Giant is actually running toward the plate (LaRoche), squandering an out, then you have no business staying at baseball’s October party.

Amen! But why not issue a similar edict against the Giants, who, again, did not score a run off a hit in the last two games? Out of context, that doesn’t sound like a terribly promising formula either.

Boswell also draws an analogy to golf: “Right now, the Nationals are like professional golfers who win a bunch of weekly Tour events but falter under the pressure in major championships.” His remark connects us with a long-running discussion in golf about competitors with various records in the majors (the Masters, the US Open, the British Open, and the PGA Championship) and in regular events. This discussion of golf players is characterized by an all-too-familiar blend of mythology, pop psychology, and information gaps. Nonetheless, I think there are instructive parallels between the majors and the baseball playoffs, which help us understand the recent Nationals-Giants series, and perhaps offer some lessons for the Nationals looking ahead.

Boswell’s peroration about disqualifying mistakes is wrong. Golfers win major tournaments despite serious, embarrassing, incriminating blow-ups. At Carnoustie’s 18th hole on Sunday of the 2007 British Open, Padraig Harrington twice hit his ball into a narrow, winding waterway, but ended up winning a playoff against Sergio Garcia. I am fine with the idea that you have no business trying to win a major if you find the water twice on the 18th hole. But this plausible moral stance is falsified by events. Similarly, in 1999, on the same final hole at Carnoustie, Jean van de Velde elaborated an even greater disaster; he blew a three-shot lead, but still qualified for a playoff.

The significance of an error depends on where you are in the competition and on what your opponents are doing. In a high-pressure situation, they may not be doing very much. At Carnoustie in 2007, the golf course and the moment got the better of everyone, in that the top three finishers (Harrington included) were a combined six over par for the last two holes. At Carnoustie in 1999, the course had been winning all week, in that no one finished under par for the tournament. In fact, van de Velde’s blow-up brought him back to a three-way tie for the lead at 6 over par. Looking at a different golf course, in the 2006 US Open, won by Geoff Ogilvy, the top four finishers all suffered serious damage on the final day, with Phil Mickelson and Colin Montgomerie taking double bogeys on the final hole.

The Nationals should work on their play inside the diamond, but they shouldn’t beat themselves up about it. Everyone is likely to screw up in the furnace of playoff pressure, including the Giants…who yielded two runs on one bunt.

Let’s say that an attrition contest is one in which even the winner takes a beating. Although this model is prominent in major golf, it is not universal. (I’m sure it isn’t in baseball either. But I have a better grasp of recent golf). Some players get a lead early and are never seriously threatened. Many of Tiger Woods’ victories fit this pattern. A recent, more mortal example is Martin Kaymer’s 8-shot victory in the 2014 US Open.

Another interesting major winner is Charl Schwartzel, who birdied the final 4 holes at the 2011 Masters, to resolve a highly fluid final-day horse race in which 8 different players had at least a tie for the lead at different times during the day. Five past or future major winners finished behind Schwartzel in the top 10, as well as Rory McIlroy, who lost a two-stroke lead, shot an 80 for the day, and finished out of the top 10. (McIlroy won the next major in 2011 and has since won three more majors). Schwartzel elevated his play above his competitors at the climax of one of the world’s great sporting events. In this setting, against this group, poise is out as an explanatory variable. Schwartzel won with the sort of imperious dynamism which I have already praised as the most admirable character trait athletic competition reveals to us.

I think the Nationals can win an attrition playoff series, because they almost did. (Just ask the Giants in a candid moment). But playoff success for them is likely to go by a different path. A team which can post a second-half 115 wRC+ (pitchers excluded) without a healthy Ryan Zimmerman and Bryce Harper, while posting a team 2.96 ERA over the same period, may not need to change the way it plays. It may need to embrace the way it plays.

Less poetically, I’m optimistic about what the team can do with a full season of Zimmerman and Harper, Harper, Harper :-).


Roster Doctor: Colorado Rockies

It was a grim year for the Rockies, with the once proud franchise sagging to 96 losses, just ahead of the woeful Snakes in the NL West. For this Dan O’Dowd, one of baseball’s longest serving GM’s, was finally shown the door, resigning rather than accepting the inevitable blindfold and cigarette. Rockies player development director Jeff Bridich now takes the reins, and he has a daunting challenge as he seeks to reinforce Colorado’s status as a purple state.

Faced with numerous roster holes, Bridich will confront perhaps the biggest decision of his GM career almost immediately: whether to trade Troy Tulowi(t)zki. Tulo was having an epic offensive season (.340/.432/.603, wth 21 HR in just 91 games) before injuries felled him, as they frequently do. In his 9-year career, Tulo has reached 600 plate appearances just 3 times. On the other hand, Tulo has failed to reach 5.0 bWAR (or, for the more traditionally minded, has failed to hit at least 20 HR) just 3 times. He recently turned 30, and is owed $20 million per year through 2019, during which his performance will inevitably decline as time’s relentless march claims another career. His contract will pay $14 million in 2020, followed by what will likely be a $4 million team buyout.

Trading Tulo is probably the only way the Rockies could even attempt to obtain young, impact starting pitchers who are at or near major-league ready. And the Rox staff is bad. Yes, Coors continues to waterboard pitchers, but the Rox were bad on the road too, regardless of your statistical weapon of choice (last in ERA, last in FIP, and 24th in xFIP). Bridich will need to examine innovative options (humidors? animal sacrifices? precision air strikes?) to aid in constructing an effective staff, but he’ll also need to at least consider trading the Rockies only real star.

The Mets, Reds, and Marlins have holes at SS and (perhaps) high-end pitching to trade, although only the Mets have it in quantity. What none of these teams probably has, however, is the will to take on a huge contract. Tulowitzki doesn’t have a no-trade clause, but the high value (both total and average annual) of his contract tends to act like one. If the Rockies could pry one or two of the Mets’ top young starters away, they should probably make the trade, but in the absence of that (and the Mets seem much more likely to trade with the Cubs, who have a glut of young, cheap, and potentially very good middle infielders), the Rockies should hold onto Tulo, and my guess is that they will. He has a legitimate shot at the Hall of Fame and is either still in his prime or just slightly past it.

This puts increased emphasis on finding solutions from the farm; that the team’s owners promoted Bridich, the player development chief, to the GM’s role suggests they have some confidence in the system he has overseen. The reviews this year on the pitching front are mixed: 3 of the Rockies’ top 5 prospects, as ranked by Baseball America during the preseason, were pitchers. Of those, Jon Gray (#1) had a good but not great year at AA Tulsa. His modest 3.91 ERA was worse than the team’s mark, but he was the youngest pitcher on the staff and his peripherals stacked up well. Eddie Butler (#2) on the other hand went backwards, as his strikeouts disappeared. While posting a decent 3.58 ERA at Tulsa, he only managed a 5.2 K/9 rate. Chad Bettis (#5) has already been moved to the pen, where he put up 24 Innings of Horror in the majors. Danny Winkler, not among BA’s Top 30 Rockies prospects, had a breakout year at Tulsa, posting a 1.41 ERA and strikeout and walk rates of 9.1 and 2.2, respectively. This is, however, about it; there aren’t many other horses in this cavalry brigade. It’s likely that none of these guys will develop into a true ace (though Gray still has an outside shot), but as the Orioles have demonstrated this year, it is possible to win without having a starter who even sniffs the Cy Young race.

Another but probably more tractable problem is the Rockies offensive ineptitude on the road. This is isn’t solely because of a drop in power; Rockies hitters on the road this year were last in on-base and 26th in slugging, leading to a wOBA of .278 on the road, better only than the San Diego Padres. Since their last postseason appearance in 2009, the Rox have been rock-bottom in road wOBA.

The good news for Bridich is that the damage isn’t uniformly spread throughout the batting order. Tulowitzki, Justin Morneau, Michael Cuddyer, Corey Dickerson, and Nolan Arenado were all effective on the road in 2014, with Arenado having the lowest road wOBA among that group at .314, a respectable mark compared to the MLB average of .310. The rest of the lineup was … well … let’s just go to the numbers (2014 wOBA):

Wilin Rosario           .235

DJ LeMahieu             .240

Carlos Gonzalez       .242

Ray Oyler                    .252

That’s Ray Oyler’s wOBA for his “career year” of 1967. Alert readers will have noted that Oyler did not in fact play for the Rockies in 2014, but his demon spawn did. Even Kershaw would struggle to win games with a 3-Oyler lineup behind him. Each of these guys presents a slightly different problem, so let’s take them in turn.

Wilin Rosario had a face-plant campaign for most of the year, but rallied at the end to put up batting and on-base averages (.267/.305) pretty close to his career numbers.  His power, however, receded (.435 SLG, compared to a career rate of .483). And oh my oh my oh my was he bad on the road, as Scott Strandberg covered in detail a few days ago. But there is some hope; while Rosario has always been weaker on the road than at home, he’s never been anywhere close to his abysmal 2014 performance. For his career (from 2012-2014) his road wOBAs are .305, .342, and <gulp!> .235 (I’m leaving out 24 PAs in 2011).

As Strandberg noted, Rosario actually improved his plate discipline this year, while dealing with rumors that he would eventually be forced to move to first because of his subpar catching skills. I’d be willing to bet that his late-season surge (.470 wOBA in September) was a sign that the swing-tinkering (if that’s what it was) was beginning to take effect, and that Bridich won’t write off his starting catcher based on 184 road PAs, even 184 as bone-chilling as Rosario’s last year. But the team will need to work with Rosario to either improve his fielding enough to keep him behind the plate long-term, or to improve his hitting enough to justify a move to first.

DJ LeMahieu can’t hit on a train. He can’t hit on a plane. He can’t hit a la mode. He can’t hit on the road. From 2012 – 2014, LeMahieu had the third worst wOBA on the road among players with more than 500 road appearances:

Darwin Barney    .237

J.P. Arencibia      .259

DJ LeMahieu           .260

Like Rosario, LeMahieu had some success on the road in the past, but much less of it. For the last three years, LeMahieu’s road wOBAs are .318, .252, and .240. He’s an excellent defender with plus speed who puts up ok numbers in Coors, but this skill set fits much better on the bench. Unlike Rosario, LeMahieu’s 2014 road performance was very much in character. It’s time for the Rox to look elsewhere for their second baseman. Minor leaguer Taylor Featherston might be able to help by the 2015 All-Star Break.

Carlos Gonzalez is a two-time All-Star who is only 28. He also hit like Ray Oyler on the road this year, which entirely accounts for his disappointing 2014 results. He was still very effective at home, posting a .407 wOBA in what was clearly his worst overall season. His road wOBA in 2014 was a full 80 points below his career road number. Some of this (perhaps a lot) is down to bad luck. CarGo had a miniscule .181 BABIP on the road, and he struggled (as usual) with injuries. It’s possible that he had the bad luck to suffer more from these on the road, or that the Rox medical staff did a better job keeping him healthy at home. In any case, Gonzalez is a much better player than his ghastly road numbers this year would suggest, and the Rockies have few alternatives available, in part because CarGo  will be hard to trade after this down year. Their best bet here is to stay the course, and to give the plate appearances he inevitably misses to Corey Dickerson if Dickerson’s not starting in center.

Bridich starts his new job with a wonderful ballpark, enthusiastic and knowledgeable fans, and a media market relatively free of piranhas. He won’t face pressure to make splashy moves, which is good, because he doesn’t have many to make.


Job Posting: Manager of IT and Technical Support, TrackMan Baseball

Manager of IT and Technical Support

TrackMan Baseball is looking for a resourceful, innovative, self-starter to take ownership of IT and Technical support for our network of stadium and remote data collection systems.

 

About TrackMan

TrackMan develops, manufactures and sells 3D ball flight measurement equipment used in a variety of sports. Today, TrackMan is the world leader in golf ball flight and club data measurements and the company is considered to have set the industry standards for accuracy in golf and baseball.

 

TrackMan Baseball measures stuff – the location, trajectory and spin rate of pitched and batted balls – and provides real-time feedback for coaching and a new set of statistics for analyzing player performance. TrackMan Baseball is used by the majority of Major League baseball teams and premier NCAA, international and amateur baseball programs. Additionally, TrackMan is used for R&D, marketing, and media purposes by equipment manufacturers to develop more effective products and broadcasters to enhance content and analytical capabilities.

 

Position Description / Responsibilities

Candidate will be responsible for overseeing and maintaining internal IT, Cloud services and supporting a network of distributed system located in Major League, Minor League and NCAA baseball stadiums, and amateur baseball tournaments. Responsible for effective installation/configuration, operation, and maintenance of systems hardware and software, proactive monitoring of critical and network systems and troubleshooting. Candidate will support the company in the overall design and implementation of IT systems.

 

Responsibilities include, but are not limited to the following

  • Optimize, develop and implement monitoring efforts and system building.
  • Design, develop and document solutions for troubleshooting
  • Interact with internal and external IT and non-IT personnel when setting systems and diagnosing problems.
  • Manage a team, set schedules and develop escalation policies for a network operations center

Required skills:

  • Comfortable working on Windows & UNIX operation systems
  • Proficient with backup and disaster recovery plans
  • Experience system building and automation
  • Strong organizational, analytical and problem solving skills
  • Strong ability to multi-task /change focus quickly, ability to deal with unexpected events
  • Strong technical documentation skills

Desired Skills

  • Experience in programming both scripted and compiled languages.
  • Proficient with Microsoft SQL Server, working knowledge of relational database.
  • Knowledge of No-SQL databases
  • Experience with Cloud Services like Azure and Amazon

 

Education and Work Experience

  • Degree in Computer Science or related field experience.
  • 2+ years of experience managing IT

Location, Compensation & Application

Location: This position is full time and based in Stamford, CT. Salary

Compensation: Commensurate with experience.

Application: Send resume and cover letter to: np@trackman.dk

 

About TrackMan Inc.

TrackMan Inc. is a US based subsidiary of TrackMan A/S.

 

TrackMan A/S has developed a range of products for the golf market and is considered the gold standard in measurement of ball flight and swing path. TrackMan’s golf products are used by top touring professionals, teaching pros, broadcasters and governing bodies.

 

TrackMan Inc. is based in Stamford, CT, about 30 miles north of New York City.  TrackMan, Inc. introduced 3D Doppler radar technology to the baseball industry and the technology is now used by more than half of Major League Baseball teams.  TrackMan, Inc. is revolutionizing baseball data by measuring the full trajectory of both the pitch and hit and has been featured in publications such as the New York TimesSports Illustrated and ESPN.

 

 


Job Posting: Software Development Intern, TrackMan Baseball

Software Development Intern, TrackMan Baseball
 
Join our team as a Software Development Intern at TrackMan Baseball, a US based sports technology firm.  You will take on a critical role in a small, fast moving entrepreneurial company that is breaking new ground in sports.
 
In this position, you will be a contributor on the application development team and work on projects that are actively used within and outside of the organization.
 
REQUIREMENTS:
  • Proficiency in an object-oriented programming language such as Python, C#, Java, etc.
  • Ability to work independently and collaboratively
  • Strong attention to detail and ability to work well with others
DESIRED SKILLS AND EXPERIENCE
  • Bachelors or Masters degree in Computer Science or a related field.
  • Strong knowledge of relational and non-relational databases such as SQL and MongoDB
  • Experience working with large baseball related data-sets.
  • R or another scripting language experience is a plus.
This is a great opportunity for someone who wants to break into the baseball community and get experience with data available exclusively to professional baseball teams.  Full training is provided and you’ll have the opportunity to work closely with all members of the TrackMan staff and interface with our partner teams.  Weekend availability is important.
 
To apply, send a resume to np@trackman.dk.  No phone calls please.
 
Compensation:
This is a paid internship.
 
About TrackMan Inc.
TrackMan Inc. is a US based subsidiary of TrackMan A/S.
 
TrackMan A/S has developed a range of products for the golf market and is considered the gold standard in measurement of ball flight and swing path. TrackMan’s golf products are used by top touring professionals, teaching pros, broadcasters and governing bodies.
 
TrackMan Inc. is based in Stamford, CT, about 30 miles north of New York City.  TrackMan, Inc. introduced 3D Doppler radar technology to the baseball industry and the technology is now used by more than half of Major League Baseball teams.  TrackMan, Inc. is revolutionizing baseball data by measuring the full trajectory of both the pitch and hit and has been featured in publications such as the New York TimesSports Illustrated and ESPN.
 
http://www.hardballtimes.com/tht-live/trackman-baseball/
http://www.si.com/more-sports/2011/04/12/fastballs-trackman
http://www.businessweek.com/articles/2014-03-04/major-league-baseball-unveils-an-even-newer-player-tracking-system

The Mariners’ Short Window

The Mariners are in a tough spot.

In 2014, the AL West was baseball’s best division. Yes, Oakland mortgaged their future at the deadline. Yes, the Angels minor league system looks weak. Yes, the Rangers aren’t guaranteed to snap back next year and have a healthy, competitive roster. Yes, the Astros aren’t there yet. There will be prominent sports writers picking the M’s to win their division next year and they will likely get bandied about as a dark horse. But…the Mariners have been baseball’s ninth-best club by BaseRuns and only the third-best in their own division. Next year’s A’s and Angels shouldn’t be drastically different, either.

What makes the Mariners situation so tough, though, is their own muddled roster construction. The M’s had a historically good year at preventing runs but still found themselves right on the edge of contending. In large part that’s because they can’t hit, and the biggest reason they can’t hit is that they have only one average or better right-handed bat, Austin Jackson. Aside from Jackson, the M’s outfield has given big chunks of playing time to four different lefties: Dustin Ackley, Endy Chavez, Michael Saunders, and James Jones.

Their biggest hole, however, has been at 1B/DH, and this isn’t a new thing for the M’s. Last year they received solid production from Kendrys Morales and an average campaign from Justin Smoak, but neither has been anywhere near effective this year. The only bright spot this year has been Logan Morrison with his wRC+ of 110. In sum, the Mariners actually had a historically terrible year from their DHs, and that was nothing new.

Looking to the minors, there is hope. 2013 1st rounder DJ Peterson has already made his way to AA, but may start 2015 back in Jackson after posting a .261/.335/.473 in 248 PAs. Jackson is a fringe candidate to contribute for a stretch run, but probably won’t be a significant contributor for quite some time. In fact, former Rutgers defensive back Patrick Kivlehan may be contribute to the big league club sooner after crushing AA pitching with a .300/.374/.485 line in 430 PAs.

But things get trickier as we look toward the offseason.

When the Mariners signed Robinson Cano, they rapidly accelerated the timeline for fielding a competitive team. While Cano and Felix will still be around when Peterson and 2014 1st rounder Alex Jackson are, theoretically, contributing to the big league club, neither is likely to be better than they are now. Both have had incredible seasons, but realistically both players can only get worse.

The window gets even shorter when you consider that Hisashi Iwakuma, Austin Jackson, and Fernando Rodney will be eligible for free agency after the 2015 season. Couple them with Felix, Cano, and a cost-controlled Kyle Seager, and the M’s, who should have about $20 million in budget flexibility next year after arbitration raises, might be best poised to try and seriously compete next season.

Any big trade or free-agent splash, however, is going to block playing time, and if that sounds like a familiar situation for this club, that’s because it is. When they signed Cano, it gutted Nick Franklin’s value, and it took the Jack Z almost eight months to make a trade.

The best place for the M’s to look would be for a bat-first, right-handed outfielder who can platoon with Michael Saunders and play DH against righties. Torii Hunter would be a great fit, although he alone probably wouldn’t be enough. Manager Lloyd McClendon has repeatedly referred to the need for two bats.

The M’s also could try and use their prospect surplus and to try and land a more impactful player. In Brad Miller and Chris Taylor the M’s have two capable (if not quite good) shortstops at the big-league level, and there had reportedly been lots of interest in Dustin Ackley at the trade deadline even before his strong second half. It wouldn’t be surprising to see the M’s try and lock up with Dodgers for Matt Kemp (with a lot of swallowed salary) or the Red Sox for a piece of their crowded outfield. Shane Victorino would be a great fit on the M’s and could be out of a job. In DJ Peterson, Taijuan Walker, and James Paxton, the M’s also have chips to land a guy like Yoenis Cespedes, but Jack Z has (wisely) shied away from moving a piece of that caliber.

But if the M’s stand pat, they probably won’t be good enough next year. Chris Young may not be a good a pitcher, and regardless he will be looking for a raise and will likely be elsewhere next season. The M’s don’t have much depth behind what still looks to be a strong group in Felix, Iwakuma, Roenis Elias, James Paxton and Taijuan Walker. As stands right now, their 2015 DH is Logan Morrison and their first baseman is Justin Smoak, but the M’s will have to choose between a $3.6M team option and a $200k buy-out, and his Mariners days are probably over.

The M’s could write off Kendrys Morales’ 2014 struggles as a result of missing spring training, but his batted ball distance in August and September is down 12 feet from last year, and generally follows what is known of the aging curve for first basemen. Kendrys’ power, at this stage, is probably in the 15-20 home run range, and along with his 49% GB rate, terrible base running, and mediocre defense, that’s not a strong package. What all this means is that, just like last winter, Kendrys will probably look for a lot more than he’s worth, and it wouldn’t be a good gamble for the M’s to be the ones to pay him, even if it’s only a couple million.

In 2018, when the Mariners will theoretically feature DJ Peterson, Alex Jackson, Taijuan Walker and James Paxton in their primes, Oliver thinks Cano will be worth 2.8 WAR. On the plus side, Felix will still only be 32 years old and, theoretically, just beginning his decline phase). Kyle Seager will be eligible for free agency after the 2017 season, so he will either be gone, expensive, or not very good. And even without Seager, the M’s have $50 million committed to Cano and Felix.

As a Mariners fan, it’s been a blessing to watch Cano this year after so many years of offensive mediocrity, but this is the predicament the Mariners have put themselves into with his signing. The M’s were supposed to be about .500 club this year, and even if you look optimistically at their improvement, put faith in Brad Miller breaking out next year, and call Ackley and Morrison’s strong second halves improvement rather than streaks, this club still needs some work.

And, from the looks of things, the Mariners are going to hurt themselves no matter what road they take. Spend now, and they inhibit playing time and take away from extensions for guys like Seager and Paxton. Trade now and they potentially strike out big. The most likely course is that pursue players like Delmon Young and Michael Cuddyer hoping for a big year. Jack Z has repeated played the high-risk, low cost card for his clean-up hitters, from Russell Branyan to Milton Bradley to, more recently, Corey Hart and Kendrys Morales. Jack Z has said the M’s will be reasonably aggressive pursuing free agents this winter, but even money may not be enough lure talent to the northwest.

While a 2015 Mariners club with Melky Cabrera and Victor Martinez would be a legitimate contender, and the M’s are flush in TV cash right now, Seattle was a hard sell even after their 116 win season in 2001. Team president Kevin Mather places the blame on the M’s tough travel schedule, but the (at least historically) tough hitting environment, cold and wet weather, and reported organizational dysfunction likely don’t help matters either.

In 2014 the M’s both have led the league with increase in attendance and have failed to sell out important September games. This is club that needs just a little bit more oomph. A 2018 Mariners club with Cano, Melky Cabrera, and Victor Martinez, however, probably isn’t very good though. The 2014 trade deadline had been labeled as make-or-break for Jack Z, and this coming winter won’t be any different.