Daily Archives: June 9, 2017

June 9, 2017

Cardinals Front Office Sends a Message

The Cardinals cut Jhonny Peralta and replaced their third base coach:

”This is all a direct result of how we’ve been playing,” third baseman Jedd Gyorko said. ”We’ve got to play better. If we’re 10 games over .500 and in first place, these changes aren’t going to happen. We’re not where we want to be but we know we can turn it around.”

The 35-year-old Peralta, in the final year of his contract, was designated for assignment. He was batting .204 with no RBIs or extra-base hits in 54 at-bats this season.

Peralta hit a bit better in his early 30s than he did in his prime, but age finally caught up with him. Replacing the third base coach is telling the players the manager is next.

June 9, 2017

Humans are Good Pattern Recognizers

Sam Miller notes that drafting unusual body types is one thing that did not stick from Moneyball.

So, with all those caveats in mind, we looked at the 2002 draft, the one where the A’s were all alone on the island of misfit toys, the season that preceded the wave of analytics that would eventually convert more or less every front office into a stathead-friendly one. We compared the listed heights and weights of players picked in the first five rounds of that draft with those picked in the first five rounds of last year’s draft.

The average player picked in the first five rounds then: 74.2 inches tall, 198.3 pounds. The same five rounds last year: 74.2 inches tall, 198.2 pounds. If we break it down by hitters and pitchers, by college kids and high schoolers, there remains very little daylight. The 2016 pitchers were slightly taller — about 0.2 inches — and the high schoolers were leaner, both of which we might describe as positive physical attributes.

There were five pitchers listed under 6-foot who were drafted in the first five rounds of the 2002 draft. There were five in 2016. We count five hitters listed over 220 pounds in 2002; there were four in 2016.

This reminds me of reading the about stolen bases in The Hidden Game of Baseball. At the time, in the mid-80s, Pete Palmer used linear weights to show that the break even point in terms of runs for stolen bases was a 67% success rate. If a team stole at a rate less than that, they were costing themselves runs. What I later learned is that managers implicitly understood this. In season when the break even point was lower, they attempted more steals. When the break even point was higher, they attempted fewer steals. Baseball managers were not doing calculations, but positive and negative feedback on winning and losing when attempting a steal helped drive the decision. The extra-base power behind the runner helped drive the decision, and managers and linear weights came to the same conclusion.

Now we see that scouts knew something about players based on looking at their bodies, and it was a good indicator. Scouts watch 1000s of young men play ball. They make recommendations that work out, and recommendations that don’t. The scout learns from each of those, even if it is not quantified in a spread sheet. The thing to remember with these pattern recognition models, be they natural or artificial intelligence, is they simply give you a probability of being correct. The trick is knowing when a team should ignore the body model and take Dustin Pedroia or Jose Altuve. Or even Aaron Judge.

Hat tip, BBTF.

June 9, 2017 June 9, 2017

Games of the Day

The Orioles head north to New York to take on the first place Yankees in an AL East battle. Dylan Bundy faces Jordan Montgomery. Last season, Bundy made four appearances against the Yankees, showing little control. He walked eight batters in 13 1/3 innings. In his first start this season against New York, he allowed just one walk in seven innings. Montgomery mostly pitches better at home, with a higher strikeout rate and a lower walk rate. Four of the five home runs he allowed came at home, however, leading to a higher ERA at Yankee Stadium than away.

Toronto and Seattle try to climb back into their division races with Joe Biagini taking on Sam Gaviglio. Biagini’s record and ERA do not match his opposition batting statistics. He allowed an excellent .216/.264/.308 slash line, but his record stands at 1-4 with a 3.31 ERA. He has allowed a .341 BA with runners in scoring position. Early in his rookie year, Gaviglio shows a reverse platoon advantage. Left-handed batters and hitting .167 against the righty, while right-handed batters come in at .306. The LHB have seen five of the six hits they collect go for extra bases.

Enjoy!

June 9, 2017

Beat the Streak Picks

Here are the top picks my programs produced for use in Beat the Streak. This post mostly explains the ideas behind the calculations. In addition, this post shows tests on the Neural Network (NN). This post discusses an NN that includes the ballpark. I recently updated the models, and the results of those tests are here.

For 2017, I am just going to publish the Log5 hit averages and the NN probabilities with parks factored in. I am keeping track of the results here. I added a graph that gives a visual representation of the probability and success each day. The sheet also includes a table that summarizes the length of positive and negative streaks.

First, the Log5 Method picks:

0.340 — Xander Bogaerts batting against Jordan Zimmermann
0.319 — David Peralta batting against Zach Davies
0.315 — Daniel Murphy batting against Andrew Cashner
0.313 — Marcell Ozuna batting against Tyler Glasnow
0.312 — Chris Owings batting against Zach Davies
0.305 — Ryon Healy batting against Alexander Cobb
0.304 — Brandon Drury batting against Zach Davies
0.304 — J.T. Realmuto batting against Tyler Glasnow
0.304 — Christian Vazquez batting against Jordan Zimmermann
0.302 — Dee Gordon batting against Tyler Glasnow
0.299 — Mookie Betts batting against Jordan Zimmermann

Zimmermann is getting hit hard this season, both for average and for power. Bogaerts continues to produce great offensive numbers for a shotstop.

Here is how the NN with Park ranks the players:

0.315, 0.761 — Daniel Murphy batting against Andrew Cashner.
0.340, 0.756 — Xander Bogaerts batting against Jordan Zimmermann.
0.286, 0.734 — Jose Altuve batting against Matthew Shoemaker.
0.319, 0.732 — David Peralta batting against Zach Davies.
0.289, 0.724 — Brandon Phillips batting against Matt Harvey.
0.296, 0.722 — Matt Kemp batting against Matt Harvey.
0.305, 0.722 — Ryon Healy batting against Alexander Cobb.
0.281, 0.720 — Trea Turner batting against Andrew Cashner.
0.287, 0.720 — Ender Inciarte batting against Matt Harvey.
0.313, 0.719 — Marcell Ozuna batting against Tyler Glasnow.
0.304, 0.719 — J.T. Realmuto batting against Tyler Glasnow.
0.302, 0.719 — Dee Gordon batting against Tyler Glasnow.

Murphy edges out Bogaerts for the top slot, as Murphy’s one and three-year numbers are better than Bogaerts’s marks, even though Zimmermann has much worse numbers than Cashner. The consensus pick is Bogaerts. Note that tied at the end of the top ten are three Marlins players. They get their in different ways, however, as Ozuna owns a much better one year than three year hit average, Gordon is much better on the three year scale, and Realmuto is pretty even.

As always, your best pick will fail to get a hit about 25% of the time.

Here is the daily list of active streaks of plate appearances without a hit, with pitchers eliminated:

Batter PA since Last Hit
Christopher Herrmann 31
Michael Freeman 29
Logan Forsythe 28
Raul Mondesi 23
Jarrod Saltalamacchia 23
Jose Reyes 22
Kyle Higashioka 20
Matthew Szczur 19
Rio Ruiz 19
Conor Gillaspie 19
Jeff Mathis 17
Keon Broxton 17
Raimel Tapia 15
Greg Bird 15
Cristhian Adames 14
Franklin Gutierrez 14
Kennys Vargas 14
Emilio Bonifacio 14
Ryan Schimpf 14
Steven Souza 13
Chris Coghlan 13
Adam Frazier 12
Michael Martinez 12
Kurt Suzuki 12
Nolan Fontana 12
Leonys Martin 12
Ryan Hanigan 11
Starling Marte 11
Orlando Calixte 11
Danny Ortiz 11
Chase D'Arnaud 11
Craig Gentry 11
Billy Hamilton 11
Jesus Sucre 11
Kevin Plawecki 11
Peter Kozma 10
Devin Mesoraco 10
Joshua Phegley 10
Tyler Collins 10
Andres Blanco 10
JaCoby Jones 10
Russell Martin 10
Darwin Barney 10
Pablo Sandoval 10
Boog Powell 10
Matt Wieters 10
Eric Hosmer 10
Christian Vazquez 10
Yandy Diaz 10
Stuart Turner 10
Scott Van Slyke 10
Matt Davidson 10
Cameron Rupp 10
Deven Marrero 10
Ryan Braun 10
Luis Sardinas 10

Good luck!

June 9, 2017