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Friday, January 25, 2013
That’s why I’m flummoxed as to why not a single team has placed an analyst in charge of on-field strategy. At least once every other game, I see a manager make a decision that seems obviously wrong, and I don’t usually pay attention. Starters are left in too long, platoon advantage opportunities are ignored, closers are left sitting on their asses during high-leverage moments, lineups are ridiculously composed, bunts are altogether too frequent (as is normal), or not frequent enough (in the case of severe defensive shifts), and these are just the obvious errors. Browse through MGL’s archives over at The Book Blog for a while to find an obssesive’s take on in-game mistakes.
It’s easy to understand why these errors are made. The right decision is only marginally better than the wrong one, and the typical major league manager has with his own eyes observed the wrong choice paying off time and again. He is emotionally involved with every pitch and is biased by his interactions with his players in getting them ready to play. Understanding of sound strategy requires large datasets and often simulations. Why should we expect someone who has spent his life focusing on the mechanics of the game to also have a grasp of the numbers? The pool from which managers are selected consists strictly of former players, many of whom didn’t graduate from college and have never taken even an “Introduction to Statistics” course.
Les Peden…More Wins!
The Cubs are owned by an MBA who gave over complete control of baseball operations to an analytically-minded GM. That GM came in with an excess of goodwill given by a long-suffering fanbase. If you can’t give an analyst control of strategy in that set of circumstances, when can you?
Which is more difficult, finding an analyst who is good at interacting with people or finding a former baseball player who is comfortable writing code and dealing with large datasets? There is no need to eliminate coaches in this hypothetical, there is only a need to delegate responsibility.
Eventually there will be analysts in the dugout, of this I have no doubt. And once again I’ll be left wondering why the Cubs couldn’t be first movers and how long it will take them to catch up to the innovators in the league.
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1. Mike EmeighThere's a lot more to decision-making than identifying the "statistically correct" decision. And GW seems to get that to some extent, when you consider these two quotes:
"Getting players ready to play" is arguably as important to the manager as in-game decision making. The tactically correct decision for the short term may not be strategically correct in the long term for the team, and the goal of a team (and by extension its manager) isn't just to win today's game but also to build the team for the future.
Analysts in the dugout may help a team win the battle, but the manager also has to consider what it will take to win the war.
-- MWE
I'd say there's no argument for the latter. And I agree that there are many decisions that may look bad in the short-term that are, in fact, quite sound when the longer term is considered. That can get lost in the "Worst Move Ever" reactions from fans.
What if MGL was the bench coach who gave constant input, and then the manager was left to make the final decision? You need to find the right even-keeled analyst who won't care when the manager goes against him, but its possible.
Or what some teams seem to be trying - having the front office keep banging home the importance of not giving away outs, etc, to the manager behind closed doors and hoping enough of it sinks in when the game actually starts. Then just hire some intern to sit at a computer in the back and run numbers for the manager.
I think he thinks this is a rhetorical question with an obvious answer... That's cute.
Yea, I think this all needs to be part of the overall organizational philosophy. Having an analyst in the dugout second-guessing the manager's "gut" and giving the media a great scapegoat when things don't go with the odds seems like a terrible idea to me.
I do think the NFL needs to have this kind of assistant though. NFL clubs need some sort of assistant coach whose sole job is to look at big picture strategy like time clock management, when to use challenges, when to go for it on 4th down, etc. But even then you still probably suffer from the tension between what the stats say and what old school football says.
So if baseball became as elaborate in terms of coaching as football, I can see something like this eventually happening. Baseball coaching staffs have steadily, if slowly, proliferated over the decades. The thing is, though one sees bonehead moves now and then, is it really true that managers routinely use suboptimal tactics? We saw SH and SB-attempt rates go down during the last high-offense era, and tick slightly up again over the past couple of seasons, all but unconsciously. Managers seem to adapt to changes in doctrine pretty reliably. I hate the way 21st-century use bullpens, largely because pitching changes are such a bore and involve parades of interchangeable pitchers I've never heard of, but some of these bullpens are pretty damn effective, you gotta admit.
Sure, you want to keep the defense guessing, but the majority of bunts, just to stick with your example, seem to come right into the teeth of the defense when they're expecting it. There's no game theory to take advantage of when the pitcher is throwing high fastballs and the 3B is already in on the grass.
Most of the time, the bullpen usage followed sensible/sabermetric principles given all that other info. So, if a high-leverage opportunity arose, but their closer had thrown 30 pitches each of the prior two nights, they went with the best available reliever other than the closer.
Naturally, since then I've generally assumed that there's a lot more to reliever usage than just the momentary matchup and who is on the roster, and that any judgment of a manager just on those items is insufficient. Sabermetrics is about finding useful information and throwing out useless information, not about finding low-hanging fruit then ridiculing people who are carrying around ladders.
Clearly that isn't the type of guy you'd want in the dugout. There are good times to bunt and bad times. If your analyst can't quickly figure out the difference between these two he's not very good and not the person this author is talking about. I'm fairly certain that a good analyst understands that even bunting in suboptimal situation from time to time can lead to better results down the road. If we're talking bunting, it brings the infield in, keeps them honest and opens up holes. So again, if the analyst can't figure this out he's not very good.
So does a fairly good manager, so what is the analyst bringing to the dugout?
I am a huge stats guy in general, but I see no point in having it in the dugout. I don't think it add much to the day to day running of the club/game. It is most effective at talent evaluation and possibly teaching/helping instruction over the long haul and not in game tactics.
My big problem is that way too often managers will go with a fairly strict 7th, 8th and 9th inning guy, where everyone gets to start their own inning. Or will see L-L-R hitters coming up, and start the inning with their lefty reliever, leave him in for the third batter, and bring out the RH setup guy to start the next inning. I know, lacking specific examples and whatnot, but I think there is something to be gained by breaking away from traditional roles without doing anything more tramautic than asking your best reliever to get 4 outs instead of 3 more often.
You can easily imagine a simulation engine (something akin to villageidiom's #10) saying
1) Here are all possible substitutions available to you and your opponent right now.
2) Taking into account park factors, rest days, injuries, positioning, and of course all the sabermetric data your heart could desire, here are the expected outcomes of all these substitutions.
3) Manager gets the "substitution matrix" and determines if now's the time to pinch hit / bring in a new reliever / etc.
You could even have expected outcomes beyond the game to account for some of the long-term personnel management issues. The point is, if it has an impact, measure it, account for it, and make decisions accordingly.
I agree that if a high-leverage situation arises with 2 outs in the 8th, ideally you want your relief ace pitching. But for your relief ace to be pitching with 2 outs in the 8th, it's possible (and somewhat likely) you would have had to start warming him up with no outs in the 8th, in a lower leverage situation, when it's unclear a high-leverage situation is on the horizon. Unless you have your best reliever always warming up at the start of the 8th, just in case a high-leverage situation arises, there will be some high-lev situations in the 8th for which he will be unprepared. And if you always have him warming in the 8th, that will also take its toll on his performance.
I don't disagree with your premise, that managers should break away from tradition where warranted. I'm just saying game-state isn't enough context to say when a manager should break away, yet a lot of would-be sabermetricians judge it that way.
Yes, but it's like gambling. The house only has a marginally better chance of winning than the players have, but over the long run, the house will always clean out the players.
If a manager always makes the right decision, over the course of a season it will pay off.
That would be a very bad analyst. I would hope that if MLB teams hired 30 bench analysts, they could find better hiring choices than that. Start with guys who have read and can grok MGL's chapter on bunting in The Book.
-- MWE
And 19 - absolutely agree. I had a similar conversation elsewhere about when NFL teams should go for two. Someone thought good game management was when coach should know exactly when to go for two according to the chart. I feel good game management is having some intern ready with the chart, and the coach being able to have an innate ability to combine that number with time left, performance of his offense or defense, and the flow of the game.
i enjoy trying to rate historical players across different periods in baseball history using sabermetrics, but if i were a coach i would never consult a statistician for a situational call. i would discuss roster moves in the offseason with him, use it in contract negotiations, and possibly ask him to research various split stats for me. i would review them before the game and keep a couple of the key values in my head. but i would never ask him to tell me what the numbers say on whether i should do such and such in this situation. data can be gathered on the various relievers, etc. but any probabilistic analysis? i don't see the point in using it for the paltry amount of strategy there is in baseball. maybe i am making a semantic point and people on here are calling data gathering "analysis."
now football has a heck of a lot more in-game strategy, but the statistical measures for football are not nearly as reliable as those for baseball. baseball is pretty astoundingly good for statistics being an actual reflection of skill: it's iterative, uniform, often given in terms of percentages, and has a large sample size. in football, you can have the quarterback with the most yards in the league be worst, and vice versa, and the sample size is small. completion percentage and yards per completion are often misleading because teams pass more and do so more effectively when behind as the winning team plays a prevent defense. in fact, the defensive back with the most tackles often IS the worst and vice versa, etc. i guess i'm responding to the earlier post by saying that you couldn't even have this analyst in a high-strategy game like football, because the statistics are not nearly as reliable apropos a chance of winning. and there is a correlation because the good statistics are going to be iterative and uniform, i.e., antithetical to complex strategy.
i am into poker, where doing mathematical analysis for individual "in-game" strategies is way more justified than in any sport. even in a purely logical situation like that, while you consider the math, you eventually rely on your perception of the strategy of your opponent. your playing environment, i.e. your opponents and how you react to their strategy, completely overwhelms any probabilistic analysis you may develop, no matter how refined. because your opponent can flout your system, or, in the case of multiple opponents, the system can simply become chaotic and what you do is literally irrelevant (such as when you have 4 or more opponents in a poker hand). if you have aces, you should fold before the flop if you don't think you can get less than 4 people to the flop. In early position, A-7 you should fold, in late position, you should raise. even in the same position with the same action before you your strategy often changes. if you're playing elky grospellier and he raises over your 3-3 in the small, you should shove on him because he is a notoriously aggressive bluffer. if it's liv boeree, you should fold because she is known as an extremely conservative player. your opponent defines your strategy much more than the numbers.
you should know the numbers, yes, but often times just to discount them.
It is true that base for an out is rarely a good trade with a position player at the plate, but it's plain wrong to do the analysis on that basis. It ignores a moderately common outcome -- runner reaches (either by beating out the bunt, reaching on an error or reaching when the defense tries for the lead runner and fails to get him).
And yes, it also ignores other bad outcomes. pop up into a DP, defense gets the lead runner or batter fails to get the bunt down and has to hit away with two strikes.
It is accurate to say that you should never sac with somebody who isn't a good bunter. It's also accurate to say that bunting will always be a reasonable play for a good bunter with reasonable speed (and thus a reasonable chance of reaching) -- particularly if the opposing 3rd-baseman is not an excellent defender.
Um excuse? Have you ever read anything MGL's ever written? Like seriously are you ####### kidding me?
http://www.fangraphs.com/blogs/index.php/were-the-yankee-sac-bunts-in-the-8th-inning-correct/
Reti wrote that Lasker played objectively bad moves to take his opponent out of his comfort zone. Larsen once wrote (playing for a win against a lesser grandmaster -- Pomar) I don't care if it's sound, just that it was unfamiliar. And Tal would often accept the inferior side of a very complex position -- expecting to out-play his opponent in the complications.
IOW some very successful players opted to play the man, not the board, in a perfect information game.
But whether or not a bunt is correct changes based on the situation.
What do you mean by this?
Can I play poker with you?
I see no point or need for an analyst in the dugout (and especially not MGL! :-) but an analyst's model providing input for the manager's decision-making. Sure.
Also if you put an analyst in the dugout then every manager is gonna turn into Philip Seymour Hoffman as Art Howe. What a horrible world!
One of my favorite scenes in the movie is the "why did you use Venafro, I want Bradford there" "it was a lefty batter Billy" "I don't care about lefty/righty." Chad Bradford with the lifetime 856 OPS lefty split and more BB than K. You'd be hard-pressed to find a worse pitcher for a high-leverage situation against a LHB. Is there a single point in that movie when Howe was actually wrong? I'll probably never decide if that was an inside joke or not.
But, still... aces.
Sure, but you shouldn't fold them pre-flop except in super-rare tournament end-game situations, I believe.
Someone like Tango knows next to nothing about humans and what makes them tick and knows next to nothing about what makes talented jocks tick. He'd have been the butt of ridicule as a coach of my 7th grade basketball team and would last less than 30 seconds addressing a major league baseball team before being laughed out of the room.
There's nothing about him that indicates any ability to lead, command, or motivate and a whole bunch of things indicating that he has no capacity whatever to do these things -- the main one perhaps being that he sits by himself chewing through data as a means of proving himself "right" about things. I wouldn't hire him to manage a lemonade stand.
Right. You can concoct scenarios where you should fold AA, like if you have the chip lead with 11 players left when the top ten qualify for the World Series or whatever, but you should essentially never fold them in real-life. Its essentially impossible to set up a situation where you should fold them in a cash game. For instance, you have positive equity in playing AA against two other players, no matter what the second guy has, even if you somehow know the third guy also has AA!
I think you might be my least favorite poster on any website ever.
A) How the #### do you know anything personal about Tango?
B) Who the #### said anything about Tango knowing more about managing players or about hiring him to manage a team? I said he knows more about strategy and that expertise could be used to help the managers make better strategic decisions.
C) You are a ####### moron.
This one's been done to death. The Red Sox tried to abandon the "closer" role 8 or 9 years ago in favor of a more saber-approved pen structure, the pitchers revolted, and they changed back in the span of about a month.
It's the players' game. If they don't buy in, things aren't going to happen. And they aren't going to buy in to Geeks Bearing Spreadsheets.
I think every team has someone in such a role at this point. The catch is that humans are imperfect. Some of the stat guys are obviously better than others and of course some managers are more willing to accept the input than others.
The fact is we've seen many of these guys employed. Hell, there are people posting here who are or have been employed by MLB teams.
This is true, but as far as I know these guys are being employed at the front office level and have zero input on managerial decisions. I will admit I'm completely ignorant about this, but given the abundance of intentional walks still going on, I'm guessing managers remain completely on their own.
That's not really what happened.
But there is room for having a 9th inning designated closer and also using that closer in the 9th of a tie game on the road - which many managers refuse to do.
Imagine his dismay. He'll have to keep doing this for a living rather than running a lemonade stand owned by an egomaniac.
Heh. Well done.
Maybe he does it because he loves baseball.
But then there's a lot of different ways a dugout can be organized and I think there's at least some value to trying to work out a functional analytical framework for managerial decisions and tactics. So far in the NBA, the experiment hasn't been a failure, though maybe you can't call it wildly successful just yet.
For what one of us geeks costs, the number of wins you have to add a year to justify it is ridiculously low.
I agree with this. Jeff Luhnow had an interesting idea with the Astros. He said he wants to put Bo Porter's office in the top floor of the Front Office, so that he can have interaction with the analysts, scouting executives, GM, etc., with the concept that they all work as a team.
Obviously you should see a flop for cheap. But I think this adage holds if you CANNOT (psychologically) get away from the hand post flop. Especially in a No-Limit game. Also it applies stronger if the other 3 players are playing tight and likely to be holding an ace. But really, pairs don't play well multi-way unless you hit a set.
True, but hasn't there already been a manager in the game, in Davey Johnson, who would happily incorporate all the modern stats into his in-game decision making? I'd be surprised, too, if Earl Weaver had contemporary stats at his disposal and wouldn't use them to best advantage, overruling them as it made sense to him.
Then, you also have the newer manager with a head for numbers, who is hired based in part on his willingness to absorb and use sabermetric principles. I think that kind of manager could have and use a stats-oriented bench coach without running into second-guessing. The bench coach would be seen, I think, as an adjunct; not as someone with a polar, opposed point of view, but a supplement to the manager.
The question of making moves based on tactics vs making moves based on personnel is interesting and not really resolvable. On the one hand, you'd always like to have your best pitcher on the mound at the crucial moment. On the other hand, players love routine and being able to mentally prepare for their role. So you might have your best pitcher, but he's out of his comfort zone a little.
Personally, I'd prefer to see more of a return to the fireman role. But if you're only getting 80 innings out of Mo Rivera this year, wouldn't you prefer to see him at his best?
Second issue: doesn't a fireman role make more sense in a lower scoring environment? If the team's 3-4-5 hitters are the only power threat, there's a clear benefit to having your closer face the heart of the order. But if the #7 hitter can put one out of the park, why burn the closer early?
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