Monday, March 18, 2013

Does it pay to micromanage Brandon League's meltdowns?

So it's post-draft, your team still sucks, and you need to maximize the points you can squeeze out of your deadbeat sonuvbitch draftees (looking at you, Nakajima!)...

Let's talk about relief pitcher meltdown management (SETTLE DOWN GUYS JEEZ).

What should you do when your ace RP has a "meltdown", i.e., he gives up a few jacks, blows the save and the game? It can ruin your ottoneu day: 1 inning pitched, and -10 points to show for it. How do you respond- do you treat it like a freak incident and keep him in the lineup? Or do you bench him for his next few appearances, assuming that one meltdown often leads to another?

To figure out the best strategy, I took a look at how the RP's on my team historically have followed up on "meltdown appearances". To start, I gathered the game logs (and corresponding point scores) of each pitcher over the last few years from their FanGraph pages.  Then, I took a look at what the point scores would have been if I had benched the player for 1 appearance after a "meltdown" (which I initially defined as an appearance earning <0 points*). I did the same for a strategy that benched a player for 2 appearances immediately following a meltdown.

Obviously, you end up with lower points overall if you bench your player vs. when you don't bench your player, but I assume I can make up those innings elsewhere, so I actually care much more about what this does to my points per inning pitched (p/IP). Here's Brandon League ('11-'12) as an example:

Overall p/IP:  7.4
p/IP excluding the first appearance after each meltdown: 7.7
p/IP excluding the first two appearances after each meltdown: 7.9

So, this is kind of cool- there IS an effect, for League at least**. By benching him for 1 or 2 appearances after he has a meltdown, I can increase my p/IP.  AND the effect was consistent over the two years (it showed up in 2010 as well, but he wasn't a closer then, which complicates things).

Okay, but who is going to replace the IP League loses from being benched? And how good does that replacement player have to be to outperform what League would have done if he had NOT been benched? Here's how League performed during the time he was "benched":

p/IP of the first appearance after each meltdown: 4.8
p/IP of the first two appearances after each meldtown: 5.4

Okay, that's pretty easy to replace.  My sixth man, Ronald Belisario, scored 7.1 p/IP last year. Good, so I've done it! The *new* new market inefficiency! League championship, here I come!

Wait, one step further, though- we can easily calculate how many IP League would lose from being benched based on the previous years (~5 if benched 1 app., ~9 if benched 2 app.), and we know the difference in p/IP, so let's calculate how many points this brilliant strategy will earn me over the course of the season:

Benched 1 app. after meltdown: 5 IP * (7.1 - 4.8) = 11.5 points!
Benched 2 app. after meltdown: 9 IP * (7.1 - 5.4) = 15.3 points!

So, does it pay to micromanage Brandon League's meltdowns? Blrrrrrrrrrrt!

THIS is the crux of why I wasted my entire weekend doing this analysis only to cede the knowledge edge I've gained to the rest of my league mates by publishing all my hard work on a blog... b/c (a) it's a pain in the ass to figure out the correct strategy and (b) the advantage to be gained is minute. Even if I do this effectively with all my RP, the maximum return I can expect is probably around 50 points, which, well... I finished 1700 points out of first place last year.

In conclusion, if you're anticipating a close race, and you have some time on your hands, it's a worthwhile strategy to consider.

The end!

* I tested different "meltdown" thresholds as well, and found that, for my group of RP's, a threshold of -2 points maximized return from these post-meltdown-benching strategies.

** My group of pitchers show a variety of optimal post-meltdown-benching strategies- Mariano Rivera, Luke Gregerson, and Joel Hanrahan show no "post-meltdown" effects; I can maximize points from Belisario and Aroldis Chapman (RP status pending...) by sitting them 1 appearance; and League and Mark Melancon are best sat 2 appearances.

Before we get started, some resources...

I'm not the first maverick ottoneu analyst; guys in my league and other leagues have gone rogue producing awesome charts and spreadsheets of power rankings and predictions, and Nate Emmerson (@sevenoverzeroover at ottoneu stuff has put together some really cool team power rankings for every team in the ottoneu universe and trading-partner heat map charts that you should def check out if you hain't yet.

For draft prep, here's a few good things that can help YOU:

Chad Young's recently refreshed ottoneu dollar values is a fantastic source for valuation data. He has values for each league type based on a combination of Steamer, ZiPS and PECOTA projections.

BaseballProspectus's Player Forecast Manager (must be subscriber) is also a great resource that allows you to put in the rules for your specific league and then it all just puts $$$ on the players, just like magic.


Oh. Hi there.

Welp, here's why this blog exists:

(a) ottoneu is an awesome fantasy baseball platform, and the FanGraphs points scoring system (linear weights-based) is super-great: a format that rates players according to their real-world value (defense not included)!

 +

(b) but 99.9% of the gashmillions of existing fantasy baseball strategy articles pertain to 5x5 (and occasionally 4x4) leagues

= I am so desperate for more points league strategy analysis that, goddammit, I'll just do it myself.