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	<title>Comments on: Can Previous Year Pitch Counts Help Identify Risky Pitchers?</title>
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	<description>Fantasy Baseball Advice</description>
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		<title>By: Rudy Gamble</title>
		<link>http://razzball.com/can-previous-year-pitch-counts-help-identify-risky-pitchers/comment-page-1/#comment-21794</link>
		<dc:creator>Rudy Gamble</dc:creator>
		<pubDate>Mon, 02 Feb 2009 03:57:28 +0000</pubDate>
		<guid isPermaLink="false">http://razzball.com/?p=3357#comment-21794</guid>
		<description>@&lt;a href=&quot;#comment-21788&quot; rel=&quot;nofollow&quot;&gt;zeppelinkm&lt;/a&gt;: No problem, man.</description>
		<content:encoded><![CDATA[<p>@<a href="#comment-21788" rel="nofollow">zeppelinkm</a>: No problem, man.</p>
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		<title>By: zeppelinkm</title>
		<link>http://razzball.com/can-previous-year-pitch-counts-help-identify-risky-pitchers/comment-page-1/#comment-21788</link>
		<dc:creator>zeppelinkm</dc:creator>
		<pubDate>Sun, 01 Feb 2009 23:02:35 +0000</pubDate>
		<guid isPermaLink="false">http://razzball.com/?p=3357#comment-21788</guid>
		<description>My bad Rudy - there were so many numbers and so many options I didn&#039;t catch that separation. Thanks for pointing it out.</description>
		<content:encoded><![CDATA[<p>My bad Rudy &#8211; there were so many numbers and so many options I didn&#8217;t catch that separation. Thanks for pointing it out.</p>
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		<title>By: Rudy Gamble</title>
		<link>http://razzball.com/can-previous-year-pitch-counts-help-identify-risky-pitchers/comment-page-1/#comment-21761</link>
		<dc:creator>Rudy Gamble</dc:creator>
		<pubDate>Sun, 01 Feb 2009 05:44:47 +0000</pubDate>
		<guid isPermaLink="false">http://razzball.com/?p=3357#comment-21761</guid>
		<description>@&lt;a href=&quot;#comment-21755&quot; rel=&quot;nofollow&quot;&gt;zeppelinkm&lt;/a&gt;: Welcome to the boards!  The two events were mutually exclusive as I didn&#039;t count the FIP increase if there was &lt; 2000 IP.  See the line &quot;If a pitcher threw less than 2,000 pitches the next year, we ignored their FIP so as not to add insult to injury (ha!).&quot;

@&lt;a href=&quot;#comment-21707&quot; rel=&quot;nofollow&quot;&gt;Iamweasel&lt;/a&gt;: I hear what you&#039;re saying on postseason pitches but I don&#039;t think it&#039;s a huge factor in this specific analysis.  I doubt many pitchers in 2005-2007 fell just under 2700 pitches and the postseason pitches would boost them over the edge to qualify.  Same for defining pitchers who dropped off with &lt; 2000 pitches - doubt there are any false inclusions of those who snuck over that number based on postseason.  There could be a couple that jump over the +700 mark between years if you factor in postseason.  Hard to say.  Just don&#039;t see this being a big enough factor to invest the hours of digging it would take to total this up.</description>
		<content:encoded><![CDATA[<p>@<a href="#comment-21755" rel="nofollow">zeppelinkm</a>: Welcome to the boards!  The two events were mutually exclusive as I didn&#8217;t count the FIP increase if there was < 2000 IP.  See the line "If a pitcher threw less than 2,000 pitches the next year, we ignored their FIP so as not to add insult to injury (ha!)."</p>
<p>@<a href="#comment-21707" rel="nofollow">Iamweasel: I hear what you&#8217;re saying on postseason pitches but I don&#8217;t think it&#8217;s a huge factor in this specific analysis.  I doubt many pitchers in 2005-2007 fell just under 2700 pitches and the postseason pitches would boost them over the edge to qualify.  Same for defining pitchers who dropped off with < 2000 pitches &#8211; doubt there are any false inclusions of those who snuck over that number based on postseason.  There could be a couple that jump over the +700 mark between years if you factor in postseason.  Hard to say.  Just don&#8217;t see this being a big enough factor to invest the hours of digging it would take to total this up.</p>
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		<title>By: zeppelinkm</title>
		<link>http://razzball.com/can-previous-year-pitch-counts-help-identify-risky-pitchers/comment-page-1/#comment-21755</link>
		<dc:creator>zeppelinkm</dc:creator>
		<pubDate>Sun, 01 Feb 2009 03:34:18 +0000</pubDate>
		<guid isPermaLink="false">http://razzball.com/?p=3357#comment-21755</guid>
		<description>Great article. This could definitely be the foundation for something a little more econometric. 

One correction: &quot;In total, 59 (24%) of the 247 qualified pitcher seasons were followed up by seasons of less than 2,000 pitches and 53 (21%) were followed up with FIP increases above 0.50.  That means that about 45% of starting pitchers either pitched significantly less or had a measurable decrease in performance in the following year. &quot; 

You cannot add those two percentages together. This is a common error in statistics. The two events are not &quot;mututally exclusive&quot;, as they like to say. They could have considerable overlap between them, and most likely do as you would (and pointed out) probably find a pretty decent correlation between increases in FIP and a decrease in innings thrown just as a result of the pitcher getting so much worse that they stop using him.</description>
		<content:encoded><![CDATA[<p>Great article. This could definitely be the foundation for something a little more econometric. </p>
<p>One correction: &#8220;In total, 59 (24%) of the 247 qualified pitcher seasons were followed up by seasons of less than 2,000 pitches and 53 (21%) were followed up with FIP increases above 0.50.  That means that about 45% of starting pitchers either pitched significantly less or had a measurable decrease in performance in the following year. &#8221; </p>
<p>You cannot add those two percentages together. This is a common error in statistics. The two events are not &#8220;mututally exclusive&#8221;, as they like to say. They could have considerable overlap between them, and most likely do as you would (and pointed out) probably find a pretty decent correlation between increases in FIP and a decrease in innings thrown just as a result of the pitcher getting so much worse that they stop using him.</p>
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		<title>By: Iamweasel</title>
		<link>http://razzball.com/can-previous-year-pitch-counts-help-identify-risky-pitchers/comment-page-1/#comment-21707</link>
		<dc:creator>Iamweasel</dc:creator>
		<pubDate>Sat, 31 Jan 2009 01:47:12 +0000</pubDate>
		<guid isPermaLink="false">http://razzball.com/?p=3357#comment-21707</guid>
		<description>I enjoyed the article and appreciate the work. You mention yourself that there is some failing with this in that you didn&#039;t add post season pitch counts as well. It would seem to me that these are very important pitches thrown. 

I realize that Sabbathia is a horse, but I think he threw enough pitches down the stretch and in the post season that it will have some effect this coming season. Zambrano may have felt similar effects down the stretch this season. 

Alternately, it could be effective if you removed pitchers from your analysis that had X amount of post season pitches. Often times these are guys who are simply extrodinary and may help to skew the data anyway.</description>
		<content:encoded><![CDATA[<p>I enjoyed the article and appreciate the work. You mention yourself that there is some failing with this in that you didn&#8217;t add post season pitch counts as well. It would seem to me that these are very important pitches thrown. </p>
<p>I realize that Sabbathia is a horse, but I think he threw enough pitches down the stretch and in the post season that it will have some effect this coming season. Zambrano may have felt similar effects down the stretch this season. </p>
<p>Alternately, it could be effective if you removed pitchers from your analysis that had X amount of post season pitches. Often times these are guys who are simply extrodinary and may help to skew the data anyway.</p>
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		<title>By: Rudy Gamble</title>
		<link>http://razzball.com/can-previous-year-pitch-counts-help-identify-risky-pitchers/comment-page-1/#comment-21703</link>
		<dc:creator>Rudy Gamble</dc:creator>
		<pubDate>Sat, 31 Jan 2009 00:46:10 +0000</pubDate>
		<guid isPermaLink="false">http://razzball.com/?p=3357#comment-21703</guid>
		<description>@&lt;a href=&quot;#comment-21702&quot; rel=&quot;nofollow&quot;&gt;Andy&lt;/a&gt;: Great point.  I have been thinking about adding an age component to this although I&#039;m not convinced it&#039;ll be a major factor except on the extremes (e.g, Randy Johnson less likely to repeat 2700 pitches than Chad Billingsley).  Will keep it in mind...</description>
		<content:encoded><![CDATA[<p>@<a href="#comment-21702" rel="nofollow">Andy</a>: Great point.  I have been thinking about adding an age component to this although I&#8217;m not convinced it&#8217;ll be a major factor except on the extremes (e.g, Randy Johnson less likely to repeat 2700 pitches than Chad Billingsley).  Will keep it in mind&#8230;</p>
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		<title>By: Andy</title>
		<link>http://razzball.com/can-previous-year-pitch-counts-help-identify-risky-pitchers/comment-page-1/#comment-21702</link>
		<dc:creator>Andy</dc:creator>
		<pubDate>Sat, 31 Jan 2009 00:00:55 +0000</pubDate>
		<guid isPermaLink="false">http://razzball.com/?p=3357#comment-21702</guid>
		<description>There seems to be a long period trend here that you&#039;re not accounting for in that pitchers are not getting any younger. Wouldn&#039;t you expect as a function of age the # of pitchers someone throws to be in general less than the previous year. Interesting study either way!</description>
		<content:encoded><![CDATA[<p>There seems to be a long period trend here that you&#8217;re not accounting for in that pitchers are not getting any younger. Wouldn&#8217;t you expect as a function of age the # of pitchers someone throws to be in general less than the previous year. Interesting study either way!</p>
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		<title>By: Rudy Gamble</title>
		<link>http://razzball.com/can-previous-year-pitch-counts-help-identify-risky-pitchers/comment-page-1/#comment-21676</link>
		<dc:creator>Rudy Gamble</dc:creator>
		<pubDate>Fri, 30 Jan 2009 17:01:22 +0000</pubDate>
		<guid isPermaLink="false">http://razzball.com/?p=3357#comment-21676</guid>
		<description>@&lt;a href=&quot;#comment-21668&quot; rel=&quot;nofollow&quot;&gt;Nick&lt;/a&gt;: Ha...I think you can outargue me on this too.  I think the FIP part is less important, though, than the &lt; 2000 IP mark.  Not saying the &lt; 2000 IP is more important for fantasy purposes (i&#039;d suggest that the worst case is last year&#039;s Harang who pitched but just ineffectively enough that you hold onto him vs. just ditch him for a Nolasco) but it just seems to be easier to predict.</description>
		<content:encoded><![CDATA[<p>@<a href="#comment-21668" rel="nofollow">Nick</a>: Ha&#8230;I think you can outargue me on this too.  I think the FIP part is less important, though, than the < 2000 IP mark.  Not saying the < 2000 IP is more important for fantasy purposes (i&#8217;d suggest that the worst case is last year&#8217;s Harang who pitched but just ineffectively enough that you hold onto him vs. just ditch him for a Nolasco) but it just seems to be easier to predict.</p>
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		<title>By: Nick</title>
		<link>http://razzball.com/can-previous-year-pitch-counts-help-identify-risky-pitchers/comment-page-1/#comment-21668</link>
		<dc:creator>Nick</dc:creator>
		<pubDate>Fri, 30 Jan 2009 14:58:53 +0000</pubDate>
		<guid isPermaLink="false">http://razzball.com/?p=3357#comment-21668</guid>
		<description>Yeah, FanGraphs only has FIP at the moment.  I think I&#039;ve heard that they&#039;re considering tRA (from StatCorner), which would be super-cool, as in my opinion FIP is good at measuring *what* happened, but some of the other DIPS metrics are better at measuring what *should* have happened.

xFIP is at the Hardball Times, (http://www.hardballtimes.com/thtstats/main/index.php?view=pitching&amp;linesToDisplay=50&amp;qual_filter=1&amp;season_filter[0]=2008&amp;league_filter[0]=All&amp;Submit=Submit&amp;orderBy=xFip&amp;direction=ASC&amp;page=1) 

and QERA is from Baseball Prospectus (http://www.baseballprospectus.com/glossary/index.php?search=QERA), although it&#039;s not available as a sortable stat.  But even calculating it yourself is easy with a spreadsheet, as it only uses three inputs, K%, BB% and GB%.

Since you&#039;re looking at sort of predicting performance here, I think either of these might be slightly better metrics to use.  Of course, I&#039;ve been known to argue about pitching metrics longer than most...</description>
		<content:encoded><![CDATA[<p>Yeah, FanGraphs only has FIP at the moment.  I think I&#8217;ve heard that they&#8217;re considering tRA (from StatCorner), which would be super-cool, as in my opinion FIP is good at measuring *what* happened, but some of the other DIPS metrics are better at measuring what *should* have happened.</p>
<p>xFIP is at the Hardball Times, (<a href="http://www.hardballtimes.com/thtstats/main/index.php?view=pitching&#038;linesToDisplay=50&#038;qual_filter=1&#038;season_filter0=2008&#038;league_filter0=All&#038;Submit=Submit&#038;orderBy=xFip&#038;direction=ASC&#038;page=1" rel="nofollow">http://www.hardballtimes.com/thtstats/main/index.php?view=pitching&#038;linesToDisplay=50&#038;qual_filter=1&#038;season_filter0=2008&#038;league_filter0=All&#038;Submit=Submit&#038;orderBy=xFip&#038;direction=ASC&#038;page=1</a>) </p>
<p>and QERA is from Baseball Prospectus (<a href="http://www.baseballprospectus.com/glossary/index.php?search=QERA" rel="nofollow">http://www.baseballprospectus.com/glossary/index.php?search=QERA</a>), although it&#8217;s not available as a sortable stat.  But even calculating it yourself is easy with a spreadsheet, as it only uses three inputs, K%, BB% and GB%.</p>
<p>Since you&#8217;re looking at sort of predicting performance here, I think either of these might be slightly better metrics to use.  Of course, I&#8217;ve been known to argue about pitching metrics longer than most&#8230;</p>
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		<title>By: Rudy Gamble</title>
		<link>http://razzball.com/can-previous-year-pitch-counts-help-identify-risky-pitchers/comment-page-1/#comment-21662</link>
		<dc:creator>Rudy Gamble</dc:creator>
		<pubDate>Fri, 30 Jan 2009 13:40:14 +0000</pubDate>
		<guid isPermaLink="false">http://razzball.com/?p=3357#comment-21662</guid>
		<description>@&lt;a href=&quot;#comment-21622&quot; rel=&quot;nofollow&quot;&gt;Nick&lt;/a&gt;: Yes, I went with those two as they seemed to maximize index and sample.  Re: FIP, that was the best one available in the FanGraphs data pull I was doing.  Didn&#039;t see QERA or xFIP.</description>
		<content:encoded><![CDATA[<p>@<a href="#comment-21622" rel="nofollow">Nick</a>: Yes, I went with those two as they seemed to maximize index and sample.  Re: FIP, that was the best one available in the FanGraphs data pull I was doing.  Didn&#8217;t see QERA or xFIP.</p>
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		<title>By: John Smith</title>
		<link>http://razzball.com/can-previous-year-pitch-counts-help-identify-risky-pitchers/comment-page-1/#comment-21649</link>
		<dc:creator>John Smith</dc:creator>
		<pubDate>Fri, 30 Jan 2009 10:08:02 +0000</pubDate>
		<guid isPermaLink="false">http://razzball.com/?p=3357#comment-21649</guid>
		<description>On Lincecum. Yes his arm doesn&#039;t take as much beating because of the &quot;torgue&quot; he generates, but it&#039;s the other parts of his body I would worry about. That&#039;s a lot of twisting and movement........think Tiger Woods golf swing. Something has got to give. I&#039;ll take guys like Greinke much later.</description>
		<content:encoded><![CDATA[<p>On Lincecum. Yes his arm doesn&#8217;t take as much beating because of the &#8220;torgue&#8221; he generates, but it&#8217;s the other parts of his body I would worry about. That&#8217;s a lot of twisting and movement&#8230;&#8230;..think Tiger Woods golf swing. Something has got to give. I&#8217;ll take guys like Greinke much later.</p>
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		<title>By: Steve</title>
		<link>http://razzball.com/can-previous-year-pitch-counts-help-identify-risky-pitchers/comment-page-1/#comment-21644</link>
		<dc:creator>Steve</dc:creator>
		<pubDate>Fri, 30 Jan 2009 07:55:24 +0000</pubDate>
		<guid isPermaLink="false">http://razzball.com/?p=3357#comment-21644</guid>
		<description>@Grey: No, you were pretty clear, was just a nuance I&#039;ve not really had to consider to this point. 
The one, once drafted, is of course rather harder to replace than the other. 
Reminds me of when I once acquired Lee in return for Derek Lowe and Akinori Otsuka  (when he was a killer 8th inning guy - yes, I was a cuddle boy even back then).
Ah yes - simpler times.</description>
		<content:encoded><![CDATA[<p>@Grey: No, you were pretty clear, was just a nuance I&#8217;ve not really had to consider to this point.<br />
The one, once drafted, is of course rather harder to replace than the other.<br />
Reminds me of when I once acquired Lee in return for Derek Lowe and Akinori Otsuka  (when he was a killer 8th inning guy &#8211; yes, I was a cuddle boy even back then).<br />
Ah yes &#8211; simpler times.</p>
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		<title>By: Nick</title>
		<link>http://razzball.com/can-previous-year-pitch-counts-help-identify-risky-pitchers/comment-page-1/#comment-21622</link>
		<dc:creator>Nick</dc:creator>
		<pubDate>Fri, 30 Jan 2009 04:32:37 +0000</pubDate>
		<guid isPermaLink="false">http://razzball.com/?p=3357#comment-21622</guid>
		<description>Hey Rudy,

Very interesting stuff.  A couple of questions.  First, can you explain why you used the cutoffs for &quot;breaking ball&quot; pitchers at 30%+ and 27%+?  Because that gives you about half of the sample?

Also, I&#039;d be interested to see if you had similar findings if you used something like QERA or xFIP instead of FIP.  FIP is definitely preferable to ERA in a study like this, but a small increase in HRs, possibly due only to random variation, can have a large effect on a single year&#039;s FIP.</description>
		<content:encoded><![CDATA[<p>Hey Rudy,</p>
<p>Very interesting stuff.  A couple of questions.  First, can you explain why you used the cutoffs for &#8220;breaking ball&#8221; pitchers at 30%+ and 27%+?  Because that gives you about half of the sample?</p>
<p>Also, I&#8217;d be interested to see if you had similar findings if you used something like QERA or xFIP instead of FIP.  FIP is definitely preferable to ERA in a study like this, but a small increase in HRs, possibly due only to random variation, can have a large effect on a single year&#8217;s FIP.</p>
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		<title>By: Grey</title>
		<link>http://razzball.com/can-previous-year-pitch-counts-help-identify-risky-pitchers/comment-page-1/#comment-21621</link>
		<dc:creator>Grey</dc:creator>
		<pubDate>Fri, 30 Jan 2009 03:53:12 +0000</pubDate>
		<guid isPermaLink="false">http://razzball.com/?p=3357#comment-21621</guid>
		<description>@&lt;a href=&quot;#comment-21614&quot; rel=&quot;nofollow&quot;&gt;Steve&lt;/a&gt;: Sorry, I might not have been clear, but once you&#039;ve set your team around having Johan, he&#039;s more important after the draft than before because of how you draft around him.  If you drafted Johan then chances are you waited really long for a 2nd starter, so you can&#039;t take Johan out of that team without having someone to step in.  Now if you could pull a Billingsley and Carlos Lee trade for Johan, that would be a different story, but also probably a protested trade.  Ah... Member those? Protested trades.  They&#039;re coming back soon.  Can you feel the excitement?  Wait, what was I saying?  Hmm...</description>
		<content:encoded><![CDATA[<p>@<a href="#comment-21614" rel="nofollow">Steve</a>: Sorry, I might not have been clear, but once you&#8217;ve set your team around having Johan, he&#8217;s more important after the draft than before because of how you draft around him.  If you drafted Johan then chances are you waited really long for a 2nd starter, so you can&#8217;t take Johan out of that team without having someone to step in.  Now if you could pull a Billingsley and Carlos Lee trade for Johan, that would be a different story, but also probably a protested trade.  Ah&#8230; Member those? Protested trades.  They&#8217;re coming back soon.  Can you feel the excitement?  Wait, what was I saying?  Hmm&#8230;</p>
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		<title>By: Baron Von Vulturewins</title>
		<link>http://razzball.com/can-previous-year-pitch-counts-help-identify-risky-pitchers/comment-page-1/#comment-21620</link>
		<dc:creator>Baron Von Vulturewins</dc:creator>
		<pubDate>Fri, 30 Jan 2009 03:36:19 +0000</pubDate>
		<guid isPermaLink="false">http://razzball.com/?p=3357#comment-21620</guid>
		<description>@&lt;a href=&quot;#comment-21608&quot; rel=&quot;nofollow&quot;&gt;IowaCubs&lt;/a&gt;: In my league of misers and miscreants, pitching is hard to trade for hitting. Everyone always thinks you&#039;re pulling a fast one -- they&#039;re too scared your John Smoltz will blow out his arm on the day you swap him for Adam Dunn.

Oh, wait -- that happened to me. 

@&lt;a href=&quot;#comment-21611&quot; rel=&quot;nofollow&quot;&gt;Tony Y&lt;/a&gt;: It&#039;s true about McLouth et al. but more true, I think about pitchers. Though I seem to recall trying to make a definitive list of undrafted breakouts last year and the pitcher to hitter ratio was about 3:2. This was very unscientific, however.  

Also, breakout hitters seem to get snapped up in the first month. And you can ride pitchers hot streaks more easily than hitters, it seems. (Not sure if that works in H2H, which sounds like a supplement and should, similarly, be illegal.)

Was there anyone of value, hitting-wise, to emerge in the second half last year? Bruce? Davis? Salty? I seem to recall them all sitting together sad-faced in a diner, Boulevard of Broken Dreams-style. It all seems so long ago, thankfully...

Also, has anyone here ever tried a pitcher-first drafting strategy? One guy in my league last year drafted Peavy and Webb in the 2nd and 4th, respectively. Didn&#039;t help him much. His offense sucked, partly because he fell madly in love with Josh Hamilton, rather than trading him at midseason as ANY SANE MAN WOULD HAVE DONE.</description>
		<content:encoded><![CDATA[<p>@<a href="#comment-21608" rel="nofollow">IowaCubs</a>: In my league of misers and miscreants, pitching is hard to trade for hitting. Everyone always thinks you&#8217;re pulling a fast one &#8212; they&#8217;re too scared your John Smoltz will blow out his arm on the day you swap him for Adam Dunn.</p>
<p>Oh, wait &#8212; that happened to me. </p>
<p>@<a href="#comment-21611" rel="nofollow">Tony Y</a>: It&#8217;s true about McLouth et al. but more true, I think about pitchers. Though I seem to recall trying to make a definitive list of undrafted breakouts last year and the pitcher to hitter ratio was about 3:2. This was very unscientific, however.  </p>
<p>Also, breakout hitters seem to get snapped up in the first month. And you can ride pitchers hot streaks more easily than hitters, it seems. (Not sure if that works in H2H, which sounds like a supplement and should, similarly, be illegal.)</p>
<p>Was there anyone of value, hitting-wise, to emerge in the second half last year? Bruce? Davis? Salty? I seem to recall them all sitting together sad-faced in a diner, Boulevard of Broken Dreams-style. It all seems so long ago, thankfully&#8230;</p>
<p>Also, has anyone here ever tried a pitcher-first drafting strategy? One guy in my league last year drafted Peavy and Webb in the 2nd and 4th, respectively. Didn&#8217;t help him much. His offense sucked, partly because he fell madly in love with Josh Hamilton, rather than trading him at midseason as ANY SANE MAN WOULD HAVE DONE.</p>
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		<title>By: Gotowarmissagnes</title>
		<link>http://razzball.com/can-previous-year-pitch-counts-help-identify-risky-pitchers/comment-page-1/#comment-21618</link>
		<dc:creator>Gotowarmissagnes</dc:creator>
		<pubDate>Fri, 30 Jan 2009 03:27:57 +0000</pubDate>
		<guid isPermaLink="false">http://razzball.com/?p=3357#comment-21618</guid>
		<description>Glad to see you take my comments as intended, Rudy.  The percentage you compute here is what is called the &quot;positive predictive value&quot; in stats, and it&#039;s one of the most important measures.  It&#039;s basically the answer to the question &quot;If I see a positive, how likely is it to be a true positive?&quot;  The 30% breaking measure is weaker on sensitivity--how many of the bad seasons did it actually detect--only 34 of 112.

The problem with having pitchers with multiple seasons is that you have to control for that statistically.  Nothing you can really do in a simple set up like this.  I can understand that you have to use multiple seasons.

In any case, there are multiple tradeoffs here in trying to identify the best predictor (the old Type I and Type II errors from stats), and the base measure you have here does better, at least on this simple measure, than others.</description>
		<content:encoded><![CDATA[<p>Glad to see you take my comments as intended, Rudy.  The percentage you compute here is what is called the &#8220;positive predictive value&#8221; in stats, and it&#8217;s one of the most important measures.  It&#8217;s basically the answer to the question &#8220;If I see a positive, how likely is it to be a true positive?&#8221;  The 30% breaking measure is weaker on sensitivity&#8211;how many of the bad seasons did it actually detect&#8211;only 34 of 112.</p>
<p>The problem with having pitchers with multiple seasons is that you have to control for that statistically.  Nothing you can really do in a simple set up like this.  I can understand that you have to use multiple seasons.</p>
<p>In any case, there are multiple tradeoffs here in trying to identify the best predictor (the old Type I and Type II errors from stats), and the base measure you have here does better, at least on this simple measure, than others.</p>
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		<title>By: Rudy Gamble</title>
		<link>http://razzball.com/can-previous-year-pitch-counts-help-identify-risky-pitchers/comment-page-1/#comment-21616</link>
		<dc:creator>Rudy Gamble</dc:creator>
		<pubDate>Fri, 30 Jan 2009 03:03:02 +0000</pubDate>
		<guid isPermaLink="false">http://razzball.com/?p=3357#comment-21616</guid>
		<description>@&lt;a href=&quot;#comment-21615&quot; rel=&quot;nofollow&quot;&gt;BriGuy&lt;/a&gt;: Yeah, color me negative on breaking ball pitchers at least in general.  I&#039;ll be producing rankings using our Point Share methodology in about 3 weeks.  You can check out preliminary ones in the 2009 Fantasy Baseball Rankings section up at the top of the page.</description>
		<content:encoded><![CDATA[<p>@<a href="#comment-21615" rel="nofollow">BriGuy</a>: Yeah, color me negative on breaking ball pitchers at least in general.  I&#8217;ll be producing rankings using our Point Share methodology in about 3 weeks.  You can check out preliminary ones in the 2009 Fantasy Baseball Rankings section up at the top of the page.</p>
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		<title>By: BriGuy</title>
		<link>http://razzball.com/can-previous-year-pitch-counts-help-identify-risky-pitchers/comment-page-1/#comment-21615</link>
		<dc:creator>BriGuy</dc:creator>
		<pubDate>Fri, 30 Jan 2009 02:15:40 +0000</pubDate>
		<guid isPermaLink="false">http://razzball.com/?p=3357#comment-21615</guid>
		<description>Great article, Rudy,  thank you!  Sooo... I guess that the bottom line is that I should be targeting high performing breaking ball pitchers at my AL-only draft this spring?  Who do you like in &#039;09?</description>
		<content:encoded><![CDATA[<p>Great article, Rudy,  thank you!  Sooo&#8230; I guess that the bottom line is that I should be targeting high performing breaking ball pitchers at my AL-only draft this spring?  Who do you like in &#8217;09?</p>
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		<title>By: Steve</title>
		<link>http://razzball.com/can-previous-year-pitch-counts-help-identify-risky-pitchers/comment-page-1/#comment-21614</link>
		<dc:creator>Steve</dc:creator>
		<pubDate>Fri, 30 Jan 2009 01:38:18 +0000</pubDate>
		<guid isPermaLink="false">http://razzball.com/?p=3357#comment-21614</guid>
		<description>@Grey: Pardon my ignorance, but why is Johan more valuable once the season starts?</description>
		<content:encoded><![CDATA[<p>@Grey: Pardon my ignorance, but why is Johan more valuable once the season starts?</p>
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		<title>By: Tony Y</title>
		<link>http://razzball.com/can-previous-year-pitch-counts-help-identify-risky-pitchers/comment-page-1/#comment-21613</link>
		<dc:creator>Tony Y</dc:creator>
		<pubDate>Fri, 30 Jan 2009 01:07:16 +0000</pubDate>
		<guid isPermaLink="false">http://razzball.com/?p=3357#comment-21613</guid>
		<description>@&lt;a href=&quot;#comment-21612&quot; rel=&quot;nofollow&quot;&gt;Grey&lt;/a&gt;:  We have a H2H league, 12 teams, 20 cats, 10 pitching, 10 hitting, so its fairly even, but a good offense in our league seems to win out.  When it came down to it last year I lost out in the championship because I couldn&#039;t get ONE dimwit to throw 6 decent innings, so maybe pitching Efff&#039;d me in the end, but I took the league regular season by storm with my hitting and pitcher pickups and good relief crew.  I guess its kinda like real baseball, you can get thru the year without studly pitching, but when it comes down to the playoffs (world series) PITCHING WINS OUT.... i guess i need ONE ace  LOL</description>
		<content:encoded><![CDATA[<p>@<a href="#comment-21612" rel="nofollow">Grey</a>:  We have a H2H league, 12 teams, 20 cats, 10 pitching, 10 hitting, so its fairly even, but a good offense in our league seems to win out.  When it came down to it last year I lost out in the championship because I couldn&#8217;t get ONE dimwit to throw 6 decent innings, so maybe pitching Efff&#8217;d me in the end, but I took the league regular season by storm with my hitting and pitcher pickups and good relief crew.  I guess its kinda like real baseball, you can get thru the year without studly pitching, but when it comes down to the playoffs (world series) PITCHING WINS OUT&#8230;. i guess i need ONE ace  LOL</p>
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		<title>By: Grey</title>
		<link>http://razzball.com/can-previous-year-pitch-counts-help-identify-risky-pitchers/comment-page-1/#comment-21612</link>
		<dc:creator>Grey</dc:creator>
		<pubDate>Fri, 30 Jan 2009 00:50:07 +0000</pubDate>
		<guid isPermaLink="false">http://razzball.com/?p=3357#comment-21612</guid>
		<description>@&lt;a href=&quot;#comment-21611&quot; rel=&quot;nofollow&quot;&gt;Tony Y&lt;/a&gt;:  Lee is drafted before Johan because Carlos Lee is more predictable.  But if you&#039;ve invested in the risk with Johan by drafting him, built your team around him and the season has started, you do not trade Santana away, except for a 1st rounder.  He&#039;s more valuable than Carlos Lee once the season starts and I would trade you my Carlos Lee for your Johan any day of the week if it helped my team.

Also, I don&#039;t know your H2H&#039;s rules, but usually H2H is the most easily manipulated for pitching, i.e., grab some relievers and two start pitchers and forget ratios.  This makes drafting pitching especially useless.</description>
		<content:encoded><![CDATA[<p>@<a href="#comment-21611" rel="nofollow">Tony Y</a>:  Lee is drafted before Johan because Carlos Lee is more predictable.  But if you&#8217;ve invested in the risk with Johan by drafting him, built your team around him and the season has started, you do not trade Santana away, except for a 1st rounder.  He&#8217;s more valuable than Carlos Lee once the season starts and I would trade you my Carlos Lee for your Johan any day of the week if it helped my team.</p>
<p>Also, I don&#8217;t know your H2H&#8217;s rules, but usually H2H is the most easily manipulated for pitching, i.e., grab some relievers and two start pitchers and forget ratios.  This makes drafting pitching especially useless.</p>
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		<title>By: Tony Y</title>
		<link>http://razzball.com/can-previous-year-pitch-counts-help-identify-risky-pitchers/comment-page-1/#comment-21611</link>
		<dc:creator>Tony Y</dc:creator>
		<pubDate>Thu, 29 Jan 2009 23:38:21 +0000</pubDate>
		<guid isPermaLink="false">http://razzball.com/?p=3357#comment-21611</guid>
		<description>@&lt;a href=&quot;#comment-21607&quot; rel=&quot;nofollow&quot;&gt;Baron Von Vulturewins&lt;/a&gt;:   For the guys saying there&#039;s always a cliff lee, etc around you can grab this is true, but there&#039;s also always a Mcclouth, Quentin, and Ludwick....  

My keypoint is (at least in my league) Johan does not mean you&#039;re going to be able to trade him for say Carlos Lee, get me?  So if you&#039;re taking one of these &quot;big name big game pitchers&quot; dont do it for trading purposes, you better be doing it because you&#039;re planning on riding them.  In my H2H league pitching is very valuable, but trade wise its not worth half of a stick....  So I too go with drafting offense for about the first 7-8 rounds, then take a pitcher, and BILLS is looking nice this year?

Go tribe!</description>
		<content:encoded><![CDATA[<p>@<a href="#comment-21607" rel="nofollow">Baron Von Vulturewins</a>:   For the guys saying there&#8217;s always a cliff lee, etc around you can grab this is true, but there&#8217;s also always a Mcclouth, Quentin, and Ludwick&#8230;.  </p>
<p>My keypoint is (at least in my league) Johan does not mean you&#8217;re going to be able to trade him for say Carlos Lee, get me?  So if you&#8217;re taking one of these &#8220;big name big game pitchers&#8221; dont do it for trading purposes, you better be doing it because you&#8217;re planning on riding them.  In my H2H league pitching is very valuable, but trade wise its not worth half of a stick&#8230;.  So I too go with drafting offense for about the first 7-8 rounds, then take a pitcher, and BILLS is looking nice this year?</p>
<p>Go tribe!</p>
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		<title>By: Rudy Gamble</title>
		<link>http://razzball.com/can-previous-year-pitch-counts-help-identify-risky-pitchers/comment-page-1/#comment-21610</link>
		<dc:creator>Rudy Gamble</dc:creator>
		<pubDate>Thu, 29 Jan 2009 23:02:45 +0000</pubDate>
		<guid isPermaLink="false">http://razzball.com/?p=3357#comment-21610</guid>
		<description>@&lt;a href=&quot;#comment-21608&quot; rel=&quot;nofollow&quot;&gt;IowaCubs&lt;/a&gt;:  It would be interesting to see if there&#039;s a predictability for relievers but I think it&#039;ll be a lot tougher.  Pitching is such an unnatural activity and relieving takes it to an extreme.  I&#039;ve been betting against K-Rod for years b/c his slider is ridiculous but he&#039;s still going....I thought Wagner would&#039;ve folded at 30 since he&#039;s too small to throw that fast....</description>
		<content:encoded><![CDATA[<p>@<a href="#comment-21608" rel="nofollow">IowaCubs</a>:  It would be interesting to see if there&#8217;s a predictability for relievers but I think it&#8217;ll be a lot tougher.  Pitching is such an unnatural activity and relieving takes it to an extreme.  I&#8217;ve been betting against K-Rod for years b/c his slider is ridiculous but he&#8217;s still going&#8230;.I thought Wagner would&#8217;ve folded at 30 since he&#8217;s too small to throw that fast&#8230;.</p>
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		<title>By: Rudy Gamble</title>
		<link>http://razzball.com/can-previous-year-pitch-counts-help-identify-risky-pitchers/comment-page-1/#comment-21609</link>
		<dc:creator>Rudy Gamble</dc:creator>
		<pubDate>Thu, 29 Jan 2009 22:58:49 +0000</pubDate>
		<guid isPermaLink="false">http://razzball.com/?p=3357#comment-21609</guid>
		<description>@&lt;a href=&quot;#comment-21605&quot; rel=&quot;nofollow&quot;&gt;…Like a Ham Sandwich&lt;/a&gt;:  Thanks.  Welcome to the site.  Always great to get new commenters.  Drafting pitchers is an area that tends to polarize.  I don&#039;t think there&#039;s a right or wrong way to it.  I prefer to balance drafting throughout and think there are pitchers with value in the early rounds.  I haven&#039;t crunched through all the data but i&#039;m less bullish this year than last year when I thought Santana, Peavy, Webb, and Haren were very good values.

@&lt;a href=&quot;#comment-21606&quot; rel=&quot;nofollow&quot;&gt;Gotowarmissagnes&lt;/a&gt;: Finally a criticism!  The sample is over multiple years and was clearly stated that (2006-2008).    A single year just nets too low of a sample. This does mean that a pitcher could be counted multiple times under three unique pitching seasons.  I suppose league FIP does vary slightly year-to-year which could over/under-estimate the number of 0.50+ FIP pitchers.  I could look into that...(but pitches thrown shouldn&#039;t matter per inning).

The data as its displayed shows how often the theory was right and wrong.  For instance, &quot;30+% Curve Balls/Sliders&quot; led to a bad outcome 63% of the time (which means 37% of the time it turned out okay) and this indexed at 137 (since there&#039;s a high baseline of failure in pitching).  When I list the top 20 riskiest pitchers, it&#039;s with the caveat that even the riskiest pitcher could pan out.

Not sure what you mean with the sensitivity and specificity.  

I&#039;ll readily admit this isn&#039;t a purely scientific analysis and would love it if someone with a statistical eye built upon this analysis....as long as the bastards reference me when doing it...</description>
		<content:encoded><![CDATA[<p>@<a href="#comment-21605" rel="nofollow">…Like a Ham Sandwich</a>:  Thanks.  Welcome to the site.  Always great to get new commenters.  Drafting pitchers is an area that tends to polarize.  I don&#8217;t think there&#8217;s a right or wrong way to it.  I prefer to balance drafting throughout and think there are pitchers with value in the early rounds.  I haven&#8217;t crunched through all the data but i&#8217;m less bullish this year than last year when I thought Santana, Peavy, Webb, and Haren were very good values.</p>
<p>@<a href="#comment-21606" rel="nofollow">Gotowarmissagnes</a>: Finally a criticism!  The sample is over multiple years and was clearly stated that (2006-2008).    A single year just nets too low of a sample. This does mean that a pitcher could be counted multiple times under three unique pitching seasons.  I suppose league FIP does vary slightly year-to-year which could over/under-estimate the number of 0.50+ FIP pitchers.  I could look into that&#8230;(but pitches thrown shouldn&#8217;t matter per inning).</p>
<p>The data as its displayed shows how often the theory was right and wrong.  For instance, &#8220;30+% Curve Balls/Sliders&#8221; led to a bad outcome 63% of the time (which means 37% of the time it turned out okay) and this indexed at 137 (since there&#8217;s a high baseline of failure in pitching).  When I list the top 20 riskiest pitchers, it&#8217;s with the caveat that even the riskiest pitcher could pan out.</p>
<p>Not sure what you mean with the sensitivity and specificity.  </p>
<p>I&#8217;ll readily admit this isn&#8217;t a purely scientific analysis and would love it if someone with a statistical eye built upon this analysis&#8230;.as long as the bastards reference me when doing it&#8230;</p>
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		<title>By: IowaCubs</title>
		<link>http://razzball.com/can-previous-year-pitch-counts-help-identify-risky-pitchers/comment-page-1/#comment-21608</link>
		<dc:creator>IowaCubs</dc:creator>
		<pubDate>Thu, 29 Jan 2009 22:43:47 +0000</pubDate>
		<guid isPermaLink="false">http://razzball.com/?p=3357#comment-21608</guid>
		<description>@&lt;a href=&quot;#comment-21607&quot; rel=&quot;nofollow&quot;&gt;Baron Von Vulturewins&lt;/a&gt;: A good value drafted for a pitcher (such as Haren at 60) can provide that offense you&#039;re looking for in a trade.  So it might be a good idea to grab one or two with the intention of flipping that SP for a solid top 40 bat.  

I&#039;ve also noticed that there is almost no reason to draft a pitcher in the rounds 4-6 (in 12 team), and I follow your principle of no pitching until the 8th.  That said, if Johan falls to you in the 3rd, you&#039;re not going to jump on that and then flip it for awesomeness?

@&lt;a href=&quot;#comment-21592&quot; rel=&quot;nofollow&quot;&gt;Rudy Gamble&lt;/a&gt;: 
Me want info on closers and injuries to schmoes like Putz and Cordero and eventually this season, Marmol.</description>
		<content:encoded><![CDATA[<p>@<a href="#comment-21607" rel="nofollow">Baron Von Vulturewins</a>: A good value drafted for a pitcher (such as Haren at 60) can provide that offense you&#8217;re looking for in a trade.  So it might be a good idea to grab one or two with the intention of flipping that SP for a solid top 40 bat.  </p>
<p>I&#8217;ve also noticed that there is almost no reason to draft a pitcher in the rounds 4-6 (in 12 team), and I follow your principle of no pitching until the 8th.  That said, if Johan falls to you in the 3rd, you&#8217;re not going to jump on that and then flip it for awesomeness?</p>
<p>@<a href="#comment-21592" rel="nofollow">Rudy Gamble</a>:<br />
Me want info on closers and injuries to schmoes like Putz and Cordero and eventually this season, Marmol.</p>
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		<title>By: Baron Von Vulturewins</title>
		<link>http://razzball.com/can-previous-year-pitch-counts-help-identify-risky-pitchers/comment-page-1/#comment-21607</link>
		<dc:creator>Baron Von Vulturewins</dc:creator>
		<pubDate>Thu, 29 Jan 2009 22:30:49 +0000</pubDate>
		<guid isPermaLink="false">http://razzball.com/?p=3357#comment-21607</guid>
		<description>@&lt;a href=&quot;#comment-21605&quot; rel=&quot;nofollow&quot;&gt;…Like a Ham Sandwich&lt;/a&gt;: I have to agree. As a long-time (well, four year) adherent to the safe strategy of building a four-man rotation carefully (e.g. one guy in the 4th, one in the 6th, one in the 9th, one in the 11th, or thereabouts) I am entering this season convinced I need to draft offense in the first eight rounds and worry about pitching in the mid-rounds. (This has nothing to do with the fact that two of my SP picks last year, Smoltz and Gallardo, were injury busts, and I finished last in home runs. CORRECTION: It has everything to do with that.)

There are simply too many valuable pitchers available later to waste high picks on pitchers. I know a Santana or Lincecum delivers high value for their ADP; what I don&#039;t know is who&#039;s going to be Santana or Lincecum in 2009. (My best guess: Chad Billingsley.) Plus, a dozen useful pitchers emerge out of nowhere, as per your reference to Cliff Lee, above.

So, in short, this year in Camp Von Vulturewins it&#039;s going to be Scrubs and Freaks and Hope for Good Pick-Ups in the First Few Weeks.*

*Inelegant rhyme.</description>
		<content:encoded><![CDATA[<p>@<a href="#comment-21605" rel="nofollow">…Like a Ham Sandwich</a>: I have to agree. As a long-time (well, four year) adherent to the safe strategy of building a four-man rotation carefully (e.g. one guy in the 4th, one in the 6th, one in the 9th, one in the 11th, or thereabouts) I am entering this season convinced I need to draft offense in the first eight rounds and worry about pitching in the mid-rounds. (This has nothing to do with the fact that two of my SP picks last year, Smoltz and Gallardo, were injury busts, and I finished last in home runs. CORRECTION: It has everything to do with that.)</p>
<p>There are simply too many valuable pitchers available later to waste high picks on pitchers. I know a Santana or Lincecum delivers high value for their ADP; what I don&#8217;t know is who&#8217;s going to be Santana or Lincecum in 2009. (My best guess: Chad Billingsley.) Plus, a dozen useful pitchers emerge out of nowhere, as per your reference to Cliff Lee, above.</p>
<p>So, in short, this year in Camp Von Vulturewins it&#8217;s going to be Scrubs and Freaks and Hope for Good Pick-Ups in the First Few Weeks.*</p>
<p>*Inelegant rhyme.</p>
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		<title>By: Gotowarmissagnes</title>
		<link>http://razzball.com/can-previous-year-pitch-counts-help-identify-risky-pitchers/comment-page-1/#comment-21606</link>
		<dc:creator>Gotowarmissagnes</dc:creator>
		<pubDate>Thu, 29 Jan 2009 22:27:07 +0000</pubDate>
		<guid isPermaLink="false">http://razzball.com/?p=3357#comment-21606</guid>
		<description>I have a few suggestions for what is a good start on some interesting work.  If I understand what you&#039;ve done, your test here is flawed because you change your sample each time.  The important question is not &quot;how many times was a 30% breaking ball season followed by a decline in performance&quot; (which is what your index seems to be measuring.  The key question is how many of the total bad outcomes did each criterion identify and how many times did they predict a bad outcome and were wrong.  In other words, you might want to think about further detailing the results in terms of sensitivity and specificity.  And, you really need to account for the fact that your pitcher seasons are correlated across time and among individuals.</description>
		<content:encoded><![CDATA[<p>I have a few suggestions for what is a good start on some interesting work.  If I understand what you&#8217;ve done, your test here is flawed because you change your sample each time.  The important question is not &#8220;how many times was a 30% breaking ball season followed by a decline in performance&#8221; (which is what your index seems to be measuring.  The key question is how many of the total bad outcomes did each criterion identify and how many times did they predict a bad outcome and were wrong.  In other words, you might want to think about further detailing the results in terms of sensitivity and specificity.  And, you really need to account for the fact that your pitcher seasons are correlated across time and among individuals.</p>
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		<title>By: ...Like a Ham Sandwich</title>
		<link>http://razzball.com/can-previous-year-pitch-counts-help-identify-risky-pitchers/comment-page-1/#comment-21605</link>
		<dc:creator>...Like a Ham Sandwich</dc:creator>
		<pubDate>Thu, 29 Jan 2009 22:07:32 +0000</pubDate>
		<guid isPermaLink="false">http://razzball.com/?p=3357#comment-21605</guid>
		<description>Rudy, I found this article from the link on rotoauthority and its the first time I&#039;ve visited your site. First off, absolutely awesome analysis, very impressive.

I was actually thinking of doing a similar analysis because of all the different theories about projecting pitchers that you mentioned, but you did the topic way more justice than I ever could have.

I look very forward to your list of risky pitchers.

Also I agree with the rubber arm comment on Lincecum. I think he&#039;ll be fine this year, although I generally wait a long time to pick pitchers.

I feel like you can make smart SP picks in later rounds a lot easier then doing the same with batters. Plus if you swing and miss on some late round pitchers there are always some Cliff Lee type guys to grab off waivers if you are quick enough (maybe not quite as good as him, but you know what I mean).

With that said, I like Lincecum for next year, but will let someone else pick him and form my pitching staff later on.</description>
		<content:encoded><![CDATA[<p>Rudy, I found this article from the link on rotoauthority and its the first time I&#8217;ve visited your site. First off, absolutely awesome analysis, very impressive.</p>
<p>I was actually thinking of doing a similar analysis because of all the different theories about projecting pitchers that you mentioned, but you did the topic way more justice than I ever could have.</p>
<p>I look very forward to your list of risky pitchers.</p>
<p>Also I agree with the rubber arm comment on Lincecum. I think he&#8217;ll be fine this year, although I generally wait a long time to pick pitchers.</p>
<p>I feel like you can make smart SP picks in later rounds a lot easier then doing the same with batters. Plus if you swing and miss on some late round pitchers there are always some Cliff Lee type guys to grab off waivers if you are quick enough (maybe not quite as good as him, but you know what I mean).</p>
<p>With that said, I like Lincecum for next year, but will let someone else pick him and form my pitching staff later on.</p>
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		<title>By: Rudy Gamble</title>
		<link>http://razzball.com/can-previous-year-pitch-counts-help-identify-risky-pitchers/comment-page-1/#comment-21597</link>
		<dc:creator>Rudy Gamble</dc:creator>
		<pubDate>Thu, 29 Jan 2009 17:07:29 +0000</pubDate>
		<guid isPermaLink="false">http://razzball.com/?p=3357#comment-21597</guid>
		<description>@&lt;a href=&quot;#comment-21593&quot; rel=&quot;nofollow&quot;&gt;Baron Von Vulturewins&lt;/a&gt;: C&#039;mon, I gotta hedge my bets more than that!  I&#039;ll be providing lists of riskiest and safest pitchers.  I&#039;ll also add this stuff in as notes for the Official Point Shares rankings.</description>
		<content:encoded><![CDATA[<p>@<a href="#comment-21593" rel="nofollow">Baron Von Vulturewins</a>: C&#8217;mon, I gotta hedge my bets more than that!  I&#8217;ll be providing lists of riskiest and safest pitchers.  I&#8217;ll also add this stuff in as notes for the Official Point Shares rankings.</p>
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		<title>By: Tony</title>
		<link>http://razzball.com/can-previous-year-pitch-counts-help-identify-risky-pitchers/comment-page-1/#comment-21596</link>
		<dc:creator>Tony</dc:creator>
		<pubDate>Thu, 29 Jan 2009 16:43:01 +0000</pubDate>
		<guid isPermaLink="false">http://razzball.com/?p=3357#comment-21596</guid>
		<description>Snarky, love it....</description>
		<content:encoded><![CDATA[<p>Snarky, love it&#8230;.</p>
]]></content:encoded>
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