Posts Tagged baseball
Major League Baseball’s grand-slam experiment to pick up its pace
Posted by mark in sports, Uncategorized on March 30, 2023
It’s Opening Day today for Major League Baseball (MLB), when hopes for a championship season hit a peak before reality sets in for most of our teams. Excitement runs higher than usual this year because trial runs at lower levels emboldened Major League Baseball (MLB) into implementing drastic rule changes aimed at speeding up the game. The biggest impacts will come from a new pitch clock, a ban on the infield shift and limits on pickoff throws.
Results from MLB’s spring training—wrapping up this weekend—look very promising: The average time per game dropped to about 2.5 hours—down 26 minutes from last year. That will keep me, a Minnesota Twins season-ticket holder, in the game—no more bailing out in the later innings and listening to the finish on the radio during my half-hour drive home from Target Field.
Another likely effect of the MLB rule changes will be more attempts to steal bases, increased this spring by almost 50% from 2.1 to 3.1 per 100 plate appearances with a success rate of 77.2 percent—up from year’s 71.3.* Let’s go!
These new rules for 2023 augment one adopted in 2020 to limit overtime games—the placement of a “ghost runner” at second base beginning in the 10th inning. The October issues of Significance magazine** reports remarkable agreement of actual results versus predictions generated by a natural experiment on this rule—a reduction of about 15 minutes per game. Even better!
“This is the game we all want to see — get the ball, pitch the ball, keep the defense on their toes.”
Actor Bryan Cranston speaking on behalf of MLB
PS It’s hard to argue with the efficacy of natural experiments based on this MLB example and the methodology being awarded the 2021 Nobel Prize in Economic Sciences.*** However, if at all possible from an ethical, practical and political perspective, a planned experiment laid out in randomized fashion remains the ‘gold standard’ for predictive modeling. Why not take over a baseball league or a specific team, preferably the lowest level possible, and run a designed experiment? I did so successfully for my softball squad. See how and the results in this 2007 StatsMadeEasy blog.
*Statistics on game time and stolen bases from Tyler Kepner, The New York Times, 2023 MLB Season Preview, 3/27/23.
**“Baseball’s natural experiment,” Lee Kennedy-Shaffer.
Major League Baseball goes all in for humidors to dampen homeruns
As I reported back in 2018 in my blog on Boffins baffled by baseballs being bashed beyond ballpark borders, MLB experimentally imposed humidors in select stadiums with high rates of home runs, such as Coors Field in Denver and Chase Field in Phoenix. The moistening evidently worked well enough* to make humidors mandatory for all teams, including my home-town squad—the Minnesota Twins, this season.
Perhaps the humidors will dampen down the homers a bit, at least in the drier climates of Denver, Phoenix and the like. But, despite dealing with the reduced coefficient of restitution (?), our “Bombas” blasted 6 round-trippers on Sunday at Target Field in Minneapolis. So, I am skeptical (though happy for my Twins).
This will not be a big deal in most parks but the most humid parks (San Francisco, San Diego, Miami, Tampa Bay) may get an offensive boost as the humidors will dry the balls out a little.
Eno Saris, baseball analytics writer for The Athletic, Mar 25, 2022 tweet
I suggest that MLB try deadening bats to further reduce home runs. This worked well for the Little League—reducing homers by 70%.** The trick will be working out a way to do it with wood. Going to plastic and/or metal would be ruinous for the Grand Old Game.
In any case, it would be great to see MLB get back to fast moving shorter games. Though home runs are exciting, they do not balance off the boring plethora of strikeouts and the inaction of the 7 position players.
*For the statistics, see this Hardball Times April 26, 2019 blog by David Kagan on The Physics of Humidors: A Second Case Study at Chase Field.
** “Little League Slows the Home Run Revolution”, Wall Street Journal, Amanda Christovich, 4/19/19.
Major League Baseball experimenting with robot umpires
Posted by mark in sports, Uncategorized on February 19, 2020
After a somewhat successful* year-long trial of automated balls and strikes (ABS) in the Atlantic League, MLB will bring in these ‘robots’ to second-guess their human umpires at nine of Florida’s spring-training games. The ABS system makes use of TrackMan radar technology, already in play for StatCast.
After MLB’s tech-team improves ABS’s reliability and accuracy, it might be worth using, but only if it speeds up the game. Using ABS simply to challenge calls will just make things worse, while eliminating the spectacle of on-field blow-ups by volatile managers like Billy Martin (former Minnesota Twin). When the calls are made by invisible radar, who do you throw the dirt at?
“You turn back (to the umpire and say), ‘TrackMan?’ They say, ‘Yeah,'” “‘Well, I’m not going to argue with you.’ Because it’s the robots.”
Southern Maryland Blue Crabs outfielder Tony Thomas commenting on the experimental use of ABS in the Atlantic League
PS. When the baseball robots get smart enough to call balks, then we’d all best bunker down for them taking over the world.
*Baseball America reporting Imperfections And All, Robo Umps Make Significant Impact
Boffins baffled by baseballs being bashed beyond ballpark borders
On May 24, Major League Baseball released this scientific report on a puzzling increase–nearly 50%–in home runs from 0.86 to 1.26 per game over the last three years (2014-17).
A panel of 10 experts, including math and stats professors as well as PhDs in physics, saw nothing changed in the properties of the baseballs—size, weight, seam height, and COR (coefficient of restitution—a measure of the ball’s “bounciness”). However, they did observe a reduction in drag, an aerodynamic phenomenon that may be due to the rubber pill being more centered and thus causing the ball to stay rounder while spinning in flight. This is a very impressive explanation. But, if I were an umpire for this study, I’d call these fellows out.
Based on the results of this study, the Commissioner will, among other things, consider adding humidors to all stadiums to keep the baseballs under more controlled storage conditions, and create standards for mud rubbing. It seems that he’s getting seriously down and dirty on home runs.
I tip my ball cap to such marvelous frivolity for application of science and statistics, flavored with a fillip of voodoo. What a game!
“We do admit that we do not understand this.”
– Study Chairman Alan Nathan, Professor of Physics Emeritus, University of Illinois.
The most useless sports stat I’ve seen yet
When Minnesota Twin Trevor Plouffe came up to bat last night at Target Field they flashed this totally irrelevant stat up on the scoreboard: “Through July Plouffe is the only Major Leaguer to have at least 35 at bats vs 1 team.” I wondered how anyone can come up with such obscure information. This XKCD cartoon explains it.
My Minnesota Twins fail on fantasy front
Supposedly hope springs eternal at the start of every baseball season, no matter how miserable the prospects for your home team. Sadly the statisticians at the Wall Street Journal burst that bubble by skewering my squad—saying yesterday that It’s Not a Fantasy, the Minnesota Twins Are Bad. Their “Roster Reality” ranking leaves the hapless Twinkies last. Fantasy team owners figured only 3 players rated a position in the first 276 drafted. That is bad.
Being a homer, when I did my draft I filled my last position with Byron Buxton—the number 1 prospect in all of Major League Baseball. Unfortunately if BB does make it up to Minnesota this year it will be after the Twins get eliminated from contention. On the bright side I expect that will again happen with plenty of games remaining to let the up-and-comers get in some good playing time.
By the way, the Twins rallied this afternoon with 2 runs in the 9th to win out over the hated White Sox and prevent them from a 3 game sweep. That’s a 1 game winning streak! Woohoo!
Quants and nerds bring science and reason to the dark fortress of superstition
Posted by mark in sports, Uncategorized on November 2, 2013
Alison Gopnik, The Wall Street Journal’s “Mind & Matter” columnist, goes a bit over the top today while paying homage to baseball’s statisticians. But one must be mindful that she teaches at U Cal Berkeley—less than 15 miles from the home field of the Oakland Athletics and “Moneyball” wizard Billy Beane. At the other end of the country the Boston Red Sox rule supreme in Major League Baseball in large part to calculations by their adviser Bill James—inventor of sabermetrics: the empirical analysis of baseball, especially statistics that measure in-game activity.
However, BoSox hero (one of many!) Jonny Gomes, who got a lot of disrespect for his measures—yet came through in the clutch, came back with this shot in an on-field interview with FOX Sports’ Ken Rosenthal after the clincher at Fenway Park:
“There’s a lot of sabermetrics, there’s a lot of numbers and stuff. The whole WAR stat. But when you go to playoffs, you want me to go to war with.”
WAR stands for Wins Above Replacement. The Red Sox led MLB on this statistic as shown here. Gomes only rated a bit over 1 on WAR. A “solid starter” should achieve a WAR of 2 or more according to this white paper by Boston’s Yawkey Report.
It’s hard to argue with success, but take that Jonny!
My man Mauer breaks a very curious baseball record
Listening to the Twins tonight and hearing my fellow high-school alumnus Joe Mauer strike out it occurred to me that he’s been doing this a lot lately. It turns out that Joe is whiffing at double his normal rate. However, this has had no effect on his performance other that saving him the trouble of legging out ground-ball outs. (I think that is Joe’s plan all along, that is, preserving energy.) Anyways, by racking up so many “K”s Mauer accomplished a 15-game hitting streak during which he struck out at least once in each game. According to Elias Sports Bureau, that breaks the previous record of 11 games for this oddly hot/cold hitting–at least since 1910, when the major leagues began keeping track of strikeouts.
That reminds me of a fellow I golfed with on Monday at a charity outing where we played best ball. He led off our four-some on the first tee with a mighty swing that raised a lot of dust but not the ball. Re-gathering his wits he swung even harder, but to no avail–the golf ball remained teed up. But the third time proved the charm–an awesome drive straight and far down the fairway that ended up being our best ball–none of the others of us could top it. So that works…albeit it is very nerve wracking for spectators, I must say.
Does a new ballpark lead to more wins for baseball teams?
Winter retains its grip up here in Minnesota at this time of the year, but the days are getting longer and the Twins are in camp down in Florida, so Spring fever is building. I can’t wait to get out to a game at Target Field with the sun shining and our nine flagging down fly balls and bashing them out of the park.
It will be interesting to see if the bloom comes off the rose of our new stadium now that our home team has stunk up the place for two years running. However, Minnesotans are so crazy to get outdoors after being stuck indoors for half the year that they may not care that their club has regressed to its mediocre mean.
According to this article in the latest Chance magazine new stadiums do not make teams statistically more competitive. Yes, teams do increase payroll in conjunction with the greater revenues coming from flocks of fans that come with their new digs. But this drops off in a year or two and things go back to the way they were.
I am not surprised. Nevertheless, I am positive that the Twins will come around this year and make it to the playoffs. That is the nature of a true baseball fan—hopeless optimism.
Obscurity does not equal profundity
Posted by mark in Basic stats & math, sports on February 12, 2012
“GOOD with numbers? Fascinated by data? The sound you hear is opportunity knocking.” This is how Steve Lohr of the New York Times leads off his article in today’s Sunday paper on The Age of Big Data. Certainly the abundance of data has created a big demand for people who can crunch numbers. However, I am not sure the end result will be nearly as profitable as employers may hope.
“Many bits of straw look like needles.”
– Trevor Hastie, Professor of Statistics, Stanford University, co-author of The Elements of Statistical Learning (2nd edition).
I take issue with extremely tortuous paths to complicated models based on happenstance data. This can be every bit as bad as oversimplifications such as relying on linear trend lines (re Why you should be very leery of forecasts). As I once heard DOE guru George Box say (in regard to overly complex Taguchi methodologies): Obscurity does not equal profundity.
For example, Lohr touts the replacement of earned run average (ERA) with the “Siera”—Skill-Interactive Earned Run Average. Get all the deadly details here from the inventors of this new pitching performance metric. In my opinion, baseball itself is already complicated enough (try explaining it to someone who only follows soccer) without going to such statistical extremes for assessing players.
The movie “Moneyball” being up for Academy Awards is stoking the fever for “big data.” I am afraid that in the end the call may be for “money back” after all is said and done.