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	<title>Tom Flesher &#187; Phillies</title>
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	<description>Mercenary Educator and Bad Economist</description>
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		<title>Tom Flesher &#187; Phillies</title>
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		<title>Quickie: Ryan Howard&#039;s Choke Index</title>
		<link>http://tomflesher.com/2010/10/25/quickie-ryan-howards-choke-index/</link>
		<comments>http://tomflesher.com/2010/10/25/quickie-ryan-howards-choke-index/#comments</comments>
		<pubDate>Mon, 25 Oct 2010 14:39:45 +0000</pubDate>
		<dc:creator>tomflesher</dc:creator>
				<category><![CDATA[Baseball]]></category>
		<category><![CDATA[baseball-reference.com]]></category>
		<category><![CDATA[binomial distribution]]></category>
		<category><![CDATA[Choke Index]]></category>
		<category><![CDATA[Phillies]]></category>
		<category><![CDATA[Ryan Howard]]></category>
		<category><![CDATA[statistics]]></category>

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		<description><![CDATA[The Choke Index is alive and well. Previous to 2010, Ryan Howard of the Philadelphia Phillies hit home runs in three consecutive postseasons. He managed 7 in his 140 plate appearances, averaging out to .05 home runs per plate appearance. Not too shabby. It&#8217;s a bit below his regular season rate of about .067, but [...]<img alt="" border="0" src="http://stats.wordpress.com/b.gif?host=tomflesher.com&amp;blog=20518139&amp;post=439&amp;subd=tomflesher&amp;ref=&amp;feed=1" width="1" height="1" />]]></description>
			<content:encoded><![CDATA[<p>The Choke Index is alive and well.</p>
<p>Previous to 2010, <strong><a href="http://www.baseball-reference.com/players/h/howarry01.shtml">Ryan Howard</a></strong> of the Philadelphia Phillies hit home runs in three consecutive postseasons. He managed 7 in his 140 plate appearances, averaging out to .05 home runs per plate appearance. Not too shabby. It&#8217;s a bit below his regular season rate of about .067, but there are a bunch of things that could account for that.</p>
<p>This year, Ryan made 38 plate appearances and hit a grand total of 0 home runs in the postseason. What&#8217;s the likelihood of that happening? I use the Choke Index (one minus the probability of hitting 0 home runs in a given number of plate appearances) to measure that. As always, the closer a player gets to 1, the more unlikely his homer-free streak is.</p>
<p>The binomial probability can be calculated using the formula</p>
<p><img src='http://s0.wp.com/latex.php?latex=f%28k%3Bn%2Cp%29+%3D+%5CPr%28K+%3D+k%29+%3D+%7Bn%5Cchoose+k%7Dp%5Ek%281-p%29%5E%7Bn-k%7D&amp;bg=ffffff&amp;fg=666666&amp;s=0' alt='f(k;n,p) = &#92;Pr(K = k) = {n&#92;choose k}p^k(1-p)^{n-k}' title='f(k;n,p) = &#92;Pr(K = k) = {n&#92;choose k}p^k(1-p)^{n-k}' class='latex' /></p>
<p>Or, since we&#8217;re looking for the probability of an event NOT occurring,</p>
<p><img src='http://s0.wp.com/latex.php?latex=%281-p%29%5Ek&amp;bg=ffffff&amp;fg=666666&amp;s=0' alt='(1-p)^k' title='(1-p)^k' class='latex' /></p>
<p>or <img src='http://s0.wp.com/latex.php?latex=.95%5E%7B38%7D%3D+.142&amp;bg=ffffff&amp;fg=666666&amp;s=0' alt='.95^{38}= .142' title='.95^{38}= .142' class='latex' /></p>
<p>using his career postseason numbers. That means that Ryan Howard&#8217;s 2010 postseason Choke Index is .858. Pretty impressive!</p>
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		<title>Three Catchers, Four Starters, and Other Playoff Thoughts</title>
		<link>http://tomflesher.com/2009/10/26/three-catchers-four-starters-and-other-playoff-thoughts/</link>
		<comments>http://tomflesher.com/2009/10/26/three-catchers-four-starters-and-other-playoff-thoughts/#comments</comments>
		<pubDate>Mon, 26 Oct 2009 15:53:54 +0000</pubDate>
		<dc:creator>tomflesher</dc:creator>
				<category><![CDATA[Baseball]]></category>
		<category><![CDATA[2009 ALCS]]></category>
		<category><![CDATA[Angels]]></category>
		<category><![CDATA[Phillies]]></category>
		<category><![CDATA[pinch hitters]]></category>
		<category><![CDATA[pinch runners]]></category>
		<category><![CDATA[rosters]]></category>
		<category><![CDATA[world series]]></category>
		<category><![CDATA[Yankees]]></category>

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		<description><![CDATA[Last night, the LA Angels lost Game 6 of the 2009 ALCS to the New York Yankees. Mike Scioscia started left-handed pitcher Joe Saunders; he carries, as is becoming the norm, three catchers including light-hitting third catcher Bobby Wilson. Joe Girardi also carries three catchers, although his array includes defensive specialist Jose Molina, sometime-DH Jorge [...]<img alt="" border="0" src="http://stats.wordpress.com/b.gif?host=tomflesher.com&amp;blog=20518139&amp;post=69&amp;subd=tomflesher&amp;ref=&amp;feed=1" width="1" height="1" />]]></description>
			<content:encoded><![CDATA[<p>Last night, the LA Angels lost <a href="http://scores.espn.go.com/mlb/boxscore?gameId=291025110&amp;teams=los-angeles-angels-vs-new-york-yankees">Game 6 of the 2009 ALCS</a> to the New York Yankees. Mike Scioscia started left-handed pitcher <strong><a href="http://www.baseball-reference.com/players/s/saundjo01.shtml?utm_source=direct&amp;utm_medium=linker&amp;utm_campaign=Linker">Joe  Saunders</a></strong>; he carries, as is becoming the norm, three catchers including light-hitting third catcher <strong><a href="http://www.baseball-reference.com/players/w/wilsobo02.shtml?utm_source=direct&amp;utm_medium=linker&amp;utm_campaign=Linker">Bobby  Wilson</a></strong>. Joe Girardi also carries three catchers, although his array includes defensive specialist <strong><a href="http://www.baseball-reference.com/player_search.cgi?search=Jose+Molina&amp;utm_source=direct&amp;utm_medium=linker&amp;utm_campaign=Linker">Jose  Molina</a></strong>, sometime-DH <strong><a href="http://www.baseball-reference.com/players/p/posadjo01.shtml?utm_source=direct&amp;utm_medium=linker&amp;utm_campaign=Linker">Jorge  Posada</a></strong>, and <strong><a href="http://www.baseball-reference.com/players/c/cervefr01.shtml?utm_source=direct&amp;utm_medium=linker&amp;utm_campaign=Linker">Francisco  Cervelli</a></strong>, who hit .298 in 94 at-bats this season. Though <strong><a href="http://www.baseball-reference.com/players/n/napolmi01.shtml?utm_source=direct&amp;utm_medium=linker&amp;utm_campaign=Linker">Mike  Napoli</a></strong> was hot during the postseason, Scioscia&#8217;s group of catchers wasn&#8217;t as specialized as it was in 2005, when he carried big-hitter <strong><a href="http://www.baseball-reference.com/players/m/molinbe01.shtml?utm_source=direct&amp;utm_medium=linker&amp;utm_campaign=Linker">Bengie  Molina</a></strong>, <strong><a href="http://www.baseball-reference.com/player_search.cgi?search=Jose+Molina&amp;utm_source=direct&amp;utm_medium=linker&amp;utm_campaign=Linker">Jose  Molina</a></strong> for his glove, and <strong><a href="http://www.baseball-reference.com/players/p/pauljo01.shtml?utm_source=direct&amp;utm_medium=linker&amp;utm_campaign=Linker">Josh  Paul</a></strong> <a href="http://baseballanalysts.com/archives/2005/10/what_was_josh_p_1.php">for emergencies</a>. Here, he appeared to be carrying three catchers solely <em>because</em> none of them are big hitters. In retrospect, although Napoli and Mathis are both a big part of the Angels clubhouse, Scioscia should have made a move during the regular season to replace one of them with a catcher who was more of the <strong><a href="http://www.baseball-reference.com/players/m/molinbe01.shtml?utm_source=direct&amp;utm_medium=linker&amp;utm_campaign=Linker">Bengie  Molina</a></strong> or <strong><a href="http://www.baseball-reference.com/players/p/posadjo01.shtml?utm_source=direct&amp;utm_medium=linker&amp;utm_campaign=Linker">Jorge  Posada</a></strong> mold &#8211; someone whose glove or arm is slightly defective, but who can hit the ball when necessary. Instead, Scioscia was forced to burn two pinch hitters and a second catcher in his attempt to win the game last night, whereas Girardi has in previous games been able to use the traditional approach of starting Molina and using Posada to pinch hit, or starting Posada and using Molina as a defensive replacement late in the game. In a perfect world, Scoscia could have traded <strong><a href="http://www.baseball-reference.com/players/m/moralke01.shtml?utm_source=direct&amp;utm_medium=linker&amp;utm_campaign=Linker">Kendry  Morales</a></strong> away and acquired <strong><a href="http://www.baseball-reference.com/players/m/martivi01.shtml?utm_source=direct&amp;utm_medium=linker&amp;utm_campaign=Linker">Victor  Martinez</a></strong> to use mainly at first base and as an emergency third catcher, replacing Wilson&#8217;s more or less dead weight with a big bat but not forgoing any real utility.</p>
<p>In addition, Scioscia started <strong><a href="http://www.baseball-reference.com/players/s/saundjo01.shtml?utm_source=direct&amp;utm_medium=linker&amp;utm_campaign=Linker">Joe  Saunders</a></strong>. This isn&#8217;t a crime in and of itself. However, in the ALCS, he started <strong><a href="http://www.baseball-reference.com/players/l/lackejo01.shtml?utm_source=direct&amp;utm_medium=linker&amp;utm_campaign=Linker">John  Lackey</a></strong>, Saunders, <strong><a href="http://www.baseball-reference.com/players/w/weaveje02.shtml?utm_source=direct&amp;utm_medium=linker&amp;utm_campaign=Linker">Jered  Weaver</a></strong>, and <strong><a href="http://www.baseball-reference.com/players/k/kazmisc01.shtml?utm_source=direct&amp;utm_medium=linker&amp;utm_campaign=Linker">Scott  Kazmir</a></strong>. Girardi, meanwhile, is using Joe Torre&#8217;s time-honored trick of carrying only three starters (<strong><a href="http://www.baseball-reference.com/players/s/sabatc.01.shtml?utm_source=direct&amp;utm_medium=linker&amp;utm_campaign=Linker">CC  Sabathia</a></strong>, <strong><a href="http://www.baseball-reference.com/players/p/pettian01.shtml?utm_source=direct&amp;utm_medium=linker&amp;utm_campaign=Linker">Andy  Pettitte</a></strong>, and AJ Burnett) and using traditional long-relief men like Dan Robertson in addition to standard situational relief like <strong><a href="http://www.baseball-reference.com/players/c/chambjo03.shtml?utm_source=direct&amp;utm_medium=linker&amp;utm_campaign=Linker">Joba  Chamberlain</a></strong>, <strong><a href="http://www.baseball-reference.com/players/m/marteda01.shtml?utm_source=direct&amp;utm_medium=linker&amp;utm_campaign=Linker">Damaso  Marte</a></strong>, and <strong><a href="http://www.baseball-reference.com/players/r/riverma01.shtml?utm_source=direct&amp;utm_medium=linker&amp;utm_campaign=Linker">Mariano  Rivera</a></strong>. In Game 6, Saunders went only 3.1 innings. Weaver performed well in relief and, frankly, should have been left there for the duration of the series. Instead, Scioscia spread his men too thin and was left making an all-hands-on-deck call in the late games where he used both Weaver and Kazmir in relief. Saunders pitched brilliantly in Game 2, and Scioscia should have been prepared to maximize his usage of Lackey, Saunders, and Kazmir while leaving Weaver in the bullpen. Granted, Saunders pitched like crap last night, but all pitchers have their off nights.</p>
<p>Finally, Girardi will probably do quite well in the World Series, as he&#8217;s experienced in managing under National League rules. <strong><a href="http://www.baseball-reference.com/players/m/matsuhi01.shtml?utm_source=direct&amp;utm_medium=linker&amp;utm_campaign=Linker">Hideki  Matsui</a></strong>, with his legs in bad shape, will be almost entirely useless in the Phillies&#8217; park. In a perfect world, Girardi would be able to dump fifth-outfielder <strong><a href="http://www.baseball-reference.com/player_search.cgi?search=Freddy+Guzman&amp;utm_source=direct&amp;utm_medium=linker&amp;utm_campaign=Linker">Freddy  Guzman</a></strong> and use Matsui in the field. However, that seems unlikely, so Matsui will remain an overpaid pinch-hitter. With <strong><a href="http://www.baseball-reference.com/players/h/hairsje02.shtml?utm_source=direct&amp;utm_medium=linker&amp;utm_campaign=Linker">Jerry  Hairston</a></strong>, Jr., on the bench, Guzman&#8217;s utility as a pinch runner is moderate at best. It would be a gutsy move, but I think Girardi would do best to dump Guzman and bring <strong><a href="http://www.baseball-reference.com/players/d/duncash01.shtml?utm_source=direct&amp;utm_medium=linker&amp;utm_campaign=Linker">Shelley  Duncan</a></strong> in as a pinch hitter and emergency outfielder.</p>
<p>Still, Girardi gets paid the big bucks to do his job, so I&#8217;m sure every move he makes is well-considered.</p>
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		<title>Statistical evidence that the Rays are outclassed.</title>
		<link>http://tomflesher.com/2008/10/27/statistical-evidence-that-the-rays-are-outclassed/</link>
		<comments>http://tomflesher.com/2008/10/27/statistical-evidence-that-the-rays-are-outclassed/#comments</comments>
		<pubDate>Mon, 27 Oct 2008 14:39:54 +0000</pubDate>
		<dc:creator>tomflesher</dc:creator>
				<category><![CDATA[Baseball]]></category>
		<category><![CDATA[Phillies]]></category>
		<category><![CDATA[Rays]]></category>

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		<description><![CDATA[The series thus far. Q.E.D.<img alt="" border="0" src="http://stats.wordpress.com/b.gif?host=tomflesher.com&amp;blog=20518139&amp;post=36&amp;subd=tomflesher&amp;ref=&amp;feed=1" width="1" height="1" />]]></description>
			<content:encoded><![CDATA[<p>The series thus far.</p>
<p>Q.E.D.</p>
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		<title>Quickie: The World Series NL DH</title>
		<link>http://tomflesher.com/2008/10/23/quickie-the-world-series-nl-dh/</link>
		<comments>http://tomflesher.com/2008/10/23/quickie-the-world-series-nl-dh/#comments</comments>
		<pubDate>Thu, 23 Oct 2008 17:35:04 +0000</pubDate>
		<dc:creator>tomflesher</dc:creator>
				<category><![CDATA[Baseball]]></category>
		<category><![CDATA[Braves]]></category>
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		<description><![CDATA[Things are fairly busy &#8211; it&#8217;s midterm time, and in my spare time I&#8217;ve been crunching numbers on the Canadian federal election. I&#8217;ve also been following Theron over at Recondite Baseball, who did a very interesting post about pitchers responsible for a high percentage of their team&#8217;s wins. I&#8217;d like to take a look at [...]<img alt="" border="0" src="http://stats.wordpress.com/b.gif?host=tomflesher.com&amp;blog=20518139&amp;post=35&amp;subd=tomflesher&amp;ref=&amp;feed=1" width="1" height="1" />]]></description>
			<content:encoded><![CDATA[<p>Things are fairly busy &#8211; it&#8217;s midterm time, and in my spare time I&#8217;ve been crunching numbers on the Canadian federal election. I&#8217;ve also been following Theron over at <a href="http://reconditebaseball.blogspot.com/">Recondite Baseball</a>, who did a very interesting post about pitchers responsible for a high percentage of their team&#8217;s wins. I&#8217;d like to take a look at something that I consider to be the opposite: the poor guy who ends up playing DH for the National League team.</p>
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<p>I ran a <a href="http://www.baseball-reference.com/pi/shareit/VmGe">Baseball-Reference.com report</a> on all players for an NL team who played as the designated hitter in the World Series. For whatever reason, it omitted the 2002 and 1982 World Series, so I dug them up and added them manually. There have been 108 instances of someone playing as DH, PR-DH or PH-DH for a National League team in the World Series; all told, they&#8217;ve scored 38 runs, recorded 78 hits in 315 at-bats and 353 plate appearances, had 4 sacrifices, walked 36 times, struck out 59, and hit 11 home runs. The most appearances as an NL DH in the World Series: Lonnie Smith, who DH&#8217;d in 9 games spanning 4 different series for 3 teams &#8211; the 1980 Philadelphia Phillies, the 1982 St. Louis Cardinals, and the 1991 and 1992 Atlanta Braves. Why? I&#8217;m not quite sure &#8211; he had 7 hits, 1 homer, 3 walks and 6 strikeouts in 40 plate appearances and 35 at-bats, for an average of .200 and an OBP of .250.</p>
<p>Chris Coste of the 2008 Phillies is upholding the tradition &#8211; he went 0-for-4 last night.</p>
<p>The most DHs used all-time is 14 by Saint Louis, with Atlanta following with 9 and then several teams with 6. Within one series, the NL teams with the most variability were the 82 Cardinals and the 97 Marlins, each using 5 different DHs.</p>
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