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Big Doin’s This Week
*July 27, 2011*

*Posted by tomflesher in Baseball.*

Tags: Brandon Phillips, Cristhian Martinez, Daniel McCutchen, Daniel Murphy, free baseball, Joey Votto, Johnny Cueto, Michael Cuddyer, Miguel Cairo, Mitch Maier, position players pitching, Scott Proctor, Spectrum Club, unearned runs, weird lines

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Tags: Brandon Phillips, Cristhian Martinez, Daniel McCutchen, Daniel Murphy, free baseball, Joey Votto, Johnny Cueto, Michael Cuddyer, Miguel Cairo, Mitch Maier, position players pitching, Scott Proctor, Spectrum Club, unearned runs, weird lines

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When I was a baby sports economist, my father used to refer to busy days as ‘Big Doin’s.’ Well, Major League Baseball has been doin’ big things since my last entry, and I’d be remiss if I didn’t try to mention at least a few of them.

The Braves and the Pirates slugged out a marathon game last night. (Well, maybe not a marathon, but 19 innings is pretty close to 26.2 miles.) I can’t weigh in on the obviously blown call that ended the game, but I was thoroughly impressed with **Cristhian Martinez**, who pitched a career-high 6.0 innings in relief for the Braves. Martinez had previously pitched 4 innings twice. **Scott Proctor** got the win when converted starter **Daniel McCutchen** ‘allowed’ the winning run in the 19th during his 6th inning of work. Fifteen pitchers combined for both teams to get the 37.1 innings covered, all of whom pitch as their primary position.

That’s distinct from **Michael Cuddyer**, who pitched a scoreless eighth inning for the Twins in their blowout loss (20-6) to the Rangers on Monday. He allowed two hits but maintains his career 0.00 ERA (since this was the first time he pitched professionally, even counting the minors). Since Cuddyer has DHed a couple of times for the Twins, he joins **Mike McCoy** and **Don Kelly** as a 2011 inductee into the prestigious* Spectrum Club (for players who play at both ends of the defensive spectrum in the same season).

Not to be outdone, **Mitch Maier** of the Royals (a career outfielder who’s also done time at first base and designated hitter) pitched a scoreless ninth against the Red Sox. Mitch has taken two at-bats as DH this year, so welcome to the Spectrum Club!

So, what do Maier and Cuddyer have in common with Reds starter **Johnny Cueto**? Neither of them allowed an earned run in their last appearance. Unfortunately for Cueto, while Mitch and Michael both had decent defense behind them, Cueto allowed SIX unearned runs in his start against the Mets. Errors by **Joey Votto** (1B, 1st inning), **Brandon Phillips** (2B, 3rd inning), and **Miguel Cairo** (3B, 6th inning) contributed, although Cueto plunking **Daniel Murphy** didn’t help.

Appendix A: 2011’s Spectrum Club, as of today

Appendix B: All starters since 2002 who have allowed at least 6 runs, all of them unearned

*Photo credit: Keith Allison. Used under ShareAlike license.*

* *not a guarantee*

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RBIs with Two Outs
*July 4, 2011*

*Posted by tomflesher in Baseball, Economics.*

Tags: Boone Logan, Daniel Murphy, Hector Noesi, Jason Bay, Mets, Ramiro Pena, RBIs, Scott Hairston, statistics, Subway Series, two-out RBIs, Yankees

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Tags: Boone Logan, Daniel Murphy, Hector Noesi, Jason Bay, Mets, Ramiro Pena, RBIs, Scott Hairston, statistics, Subway Series, two-out RBIs, Yankees

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Sunday’s Subway Series game between the Mets and Yankees ended with a bang – **Jason Bay** hit a single off **Hector Noesi** that brought home **Scott Hairston**. The tenth inning should have been over, but **Ramiro Pena** committed an error at shortstop that put **Daniel Murphy** on base for **Boone Logan**. Hairston’s run was unearned, but no matter – Noesi took the loss and the Mets won the game.

The final score was 3-2, and the interesting thing about the game was that all three of the Mets’ runs came with two outs. (My fiancée, Katie, suggested that this was unusual, and motivated most of the rest of this post.) In fact, so far, the Mets have had 347 RBIs (of 375 runs scored), and 147 of them have come with two outs. That’s about 42.4% of their RBIs. By contrast, only 1070 of 3274 plate appearances – 32.7% – come with two outs. (Less than a third of plate appearances come with two outs because of the double play, among other reasons.) The majority come with no men out (about 34.8%) with the remainder coming with one out. It seems like the high concentration of 2-out RBIs should be explained by the use of the sacrifice bunt, but the Mets have only had 31 sacrifice bunts this season – not nearly enough to account for the difference between 32.7% of plate appearances and 42.4% of RBIs.

Is that pattern common across baseball? So far, there have been 10,037 RBIs in Major League Baseball in the 2011 season. 3686 of them – about 36.7% – came with two outs. Excluding the Mets’ numbers, that’s 3539 out of 9690, or 36.5%. For the National League only, there were 1928 two-out RBIS of 5212 total, or 37%, with 1781 of 4865 (36.6%) of National League RBIs coming with two outs if you exclude the Mets. (Note that I’m defining ‘in the National League’ as ‘in National League parks,’ since what I’m interested in is whether the Mets’ concentration of RBIs can be partially explained by the rules requiring pitchers to bat.)

Assume that the Mets’ RBIs are drawn from the same distribution as all others’. Then, 95% of the time, I’d expect the proportion of RBIs that come with two outs to be within two standard errors of the National League’s proportion, excluding the Mets. (The ‘two standard errors’ comes from the fact that a t-distribution’s critical value for a large number of trials for 95% significance is 1.96. For less than an infinite number, two standard errors is a handy approximation.) For the Mets’ 347 RBIs, the standard error would be

Thus, 95% of the time, the Mets should be within the interval of (.366 – .052, .366+.052), or (.314, .418). Since, again, the Mets’ proportion is .424, the Mets are slightly outside the 95% confidence interval. That’s pretty close, and certainly could happen by chance, but it’s surprising nonetheless. The question then is whether this is due to some sort of strategy employed by the Mets’ management or to some sort of clutch playing ability by the Mets. Again, there’s more data to collect and crunch (as always).