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    <title>The Hardball Times Live</title>
    <link>http://www.hardballtimes.com/main</link>
    <description></description>
    <dc:language>en</dc:language>
    <dc:creator>kdame@ideo.com</dc:creator>
    <dc:rights>Copyright 2009</dc:rights>
    <dc:date>2009-11-22T05:05:23+00:00</dc:date>
    <admin:generatorAgent rdf:resource="http://www.pmachine.com/" />


    <item>
      <title>Introducing Visual Baseball</title>
       
<link>http://www.hardballtimes.com/main/blog_article/introducing&#45;visual&#45;baseball/</link>
<guid>http://www.hardballtimes.com/main/blog_article/introducing-visual-baseball/#When:04:05:23Z</guid>
       
<description><![CDATA[Hi there.  I'm a new blogger here at The Hardball Times and wanted to introduce myself and a topic that I hope you'll find interesting.  It's called Visual Baseball and it's about the intersection of two things I love - baseball and infographics (the visual display of information).  Over the next few months you'll be seeing lots of different visuals from me.  Some of them will be works in progress, but pushing towards a longer-term goal of bringing some fresh ideas for how this sport might be experienced.  As I experiment with new visual methods and approaches, I would love your feedback - good or bad.  It'll help me create better stuff and hopefully help fans enjoy the game in new ways.  Looking forward to collaborating with all of you!  Cheers,  Kevin<br /><br />Read more great baseball stuff at <a href="http://www.hardballtimes.com/main/" target="new">The Hardball Times</a>.]]>

</description>
      <dc:creator>Kevin Dame</dc:creator>
      <dc:date>2009-11-22T04:05:23+00:00</dc:date>

    </item>

    <item>
      <title>HR/FB Park Factors</title>
       
<link>http://www.hardballtimes.com/main/blog_article/hr&#45;fb&#45;park&#45;factors/</link>
<guid>http://www.hardballtimes.com/main/blog_article/hr-fb-park-factors/#When:11:58:37Z</guid>
       
<description><![CDATA[Just a quick hit to share park factors for HR/FB rate.  <br />
<br />
I used BIP data and the methodology from <a href="http://www.baseball-reference.com/about/parkadjust.shtml" target="new">Baseball Reference</a> to determine simple HR/FB park factors for 2009 and 4-year weighed factors (weights are 5,3,2,1).<br />
<br />
Without further adieu, here's the list:<br />
<br />
<pre>Team        Park                     2009  4 Year
Angels      Angel Stadium             110   96
Astros      Minute Maid Park          104  108
Athletics   McAfee Colisuem            95   92
Blue Jays   Rogers Centre             105  108
Braves      Turner Field               90   95
Brewers     Miller Park               108  106
Cardinals   Busch Stadium              86   84
Cubs        Wrigley Field              97  103
Devil Rays  Tropicana Field            99  101
DiamondbacksChase Field                89   98
Dodgers     Dodger Stadium            104  105
Giants      Pacific Bell Park          75   79
Indians     Jacobs Field               95   99
Mariners    Safeco Park               109  101
Marlins     Dolphins Stadium           98   98
Mets        Citi Field                 91   91
Nationals   Nationals Stadium         109  115
Orioles     Oriole Park at Camden Yar  73   85
Padres      PETCO Park                109   99
Phillies    Citizens Bank Park        105   88
Pirates     PNC Park                  110  106
Rangers     The Ballpark at Arlington  98   97
Red Sox     Fenway Park                98   91
Reds        Great American Ballpark   121  108
Rockies     Coors Field               103  115
Royals      Kaufman Stadium            73   80
Tigers      Comerica Park              94  101
Twins       Metrodome                 109   97
White Sox   US Cellular Field         115  115
Yankees     New Yankee Stadium        130  130
</pre><br />
<br />
The Mets and the Yankees Park Factors are one season only<br><br />
The Nationals Park Factor is two seasons, weighted at 5 and 3<br /><br />Read more great baseball stuff at <a href="http://www.hardballtimes.com/main/" target="new">The Hardball Times</a>.]]>

</description>
      <dc:creator>Dan Turkenkopf</dc:creator>
      <dc:date>2009-11-21T11:58:37+00:00</dc:date>

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    <item>
      <title>On whiffing</title>
       
<link>http://www.hardballtimes.com/main/blog_article/on&#45;whiffing/</link>
<guid>http://www.hardballtimes.com/main/blog_article/on-whiffing/#When:01:12:18Z</guid>
       
<description><![CDATA[Bill James has a couple of interesting articles up on <a href="http://www.billjamesonline.net/Home.aspx" target="new">his subscription site</a>.  The first one quickly chronicles the history and inexorable rise of the strikeout. To sum up: "Strikeout rates have increased in the majors in every decade since 1920, except for the 1970s."<br />
<br />
The strikeout has gained ground steadily for many, many years for two fundamental reasons: strikeouts are good things for pitchers and not necessarily bad things for batters.  Theoretically, the rise in strikeouts could end someday, but there is nothing stopping it right now.  In fact, the rate of increase has grown in recent years.<br />
<br />
But Bill has an objection:<br />
<blockquote>Strikeouts, observed that great philosopher Crash Davis, are boring—and they’re fascist.   Strikeouts minimize the need for defensive play, thus taking the fielders out of the game.   If we want to live to see the end of the Dave Kingman generation, we need to take deliberate actions to bring about the end of it.</blockquote><br />
In a follow-up piece, Bill raises specific ideas for slowing the strikeout takeover, primarily shrinking the edges of the strike zone while simultaneously doing other things to deaden the impact of the batted ball, such as regulating "deader" balls and thicker bat handles.<br />
<br />
What do people think? Is the strikeout strangling the game? Is it time to fundamentally change some of the playing conditions to make the game more interesting again? My replies: yes and yes.<br /><br />Read more great baseball stuff at <a href="http://www.hardballtimes.com/main/" target="new">The Hardball Times</a>.]]>

</description>
      <dc:creator>Dave Studeman</dc:creator>
      <dc:date>2009-11-21T01:12:18+00:00</dc:date>

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    <item>
      <title>Kevin Millwood or Luis Castillo: Who is more valuable?</title>
       
<link>http://www.hardballtimes.com/main/blog_article/kevin&#45;millwood&#45;or&#45;luis&#45;castillo&#45;who&#45;is&#45;more&#45;valuable/</link>
<guid>http://www.hardballtimes.com/main/blog_article/kevin-millwood-or-luis-castillo-who-is-more-valuable/#When:18:58:00Z</guid>
       
<description><![CDATA[<div style="float:left;margin-right:5px;"><a href="http://view.picapp.com/default.aspx?term=luis castillo&iid=6208421" target="_blank"><img src="http://cdn.picapp.com/ftp/Images/e/0/d/8/Mets_Castillo_Bunts_8868.JPG?adImageId=7679467&imageId=6208421" width="234" height="308"  border="0" alt="Mets Castillo Bunts Against Chicago Cubs"/></a></div><script type="text/javascript" src="http://cdn.pis.picapp.com/IamProd/PicAppPIS/JavaScript/PisV4.js"></script>Kind of a weird topic, right? But I have my reasoning.<br />
<br />
<a href="http://www.chicagobreakingsports.com/2009/11/cubs-explore-bradley-deal-that-would-net-castillo.html" target="new">News</a> broke Friday of a potential three-way deal that would send <a href="http://www.fangraphs.com/statss.aspx?playerid=369&position=OF" target="_blank" class="player">Milton Bradley</a> back to Texas from the Cubs. Chicago would receive second baseman <a href="http://www.fangraphs.com/players.aspx?lastname=Luis%20Castillo" target="_blank" class="player">Luis Castillo</a> from the Mets as their reward for shedding the malcontent, with <a href="http://www.fangraphs.com/statss.aspx?playerid=106&position=P" target="_blank" class="player">Kevin Millwood</a> heading to the Big Apple to complete the trade.<br />
<br />
This has been debunked by several sources, such as <a href="http://www.mlbtraderumors.com/2009/11/latest-milton-bradley-scenario.html" target="new">MLB Trade Rumors</a>, <a href="http://hotstove.mlblogs.com/archives/2009/11/rangers_wont_do_three-way_brad.html" target="new">T.R Sullivan</a> and <a href="http://twitter.com/SI_JonHeyman/status/5895514969" target="new">Jon Heyman</a>. However, it's <a href="http://twitter.com/SI_JonHeyman/status/5895850403" target="new">sparked</a> a <a href="http://twitter.com/SI_JonHeyman/status/5896107024" target="new">debate</a> between Heyman and other people on Twitter <a href="http://twitter.com/SI_JonHeyman/status/5896866998" target="new">whether</a> or <a href="http://twitter.com/SI_JonHeyman/status/5897492440" target="new">not</a> Castillo or Millwood is valuable.<br />
<br />
So, is Castillo valuable? Is Heyman on the mark that Millwood is more valuable than Castillo? <br />
<br />
The easiest way to find out is to look at Fangraph's valuation of both players in a dollar figure. Castillo was worth $7.2 million this past year, drawing a salary of $6 million. Last year, he was valued at a paltry $2.6 million, going to show how awful Castillo and his contract looked just a year ago. <br />
<br />
Millwood, on the other hand, posted a very good season with a 3.67 ERA. His FIP was 4.80, so there's cause for concern as to whether Millwood is smoke or mirrors. I'm not putting all my eggs into the FIP basket, to use an analogy, but I'm certainly not relying on his ERA either. Millwood was valued at $10.9 million, so right off the bat there is an easy answer to the question as to who is more valuable.<br />
<br />
When you think about it, too, isn't it obvious that Millwood is more valuable?<br />
<br />
Let's toss out some comparisons.<br />
<br />
Castillo has 2 years and $12 million remaining on his contract. He plays second base, a position where offense is not particularly relied on, and will enter his age 34 season. At this point in his career, all Castillo has going for him is his plate discipline and an ability to hit for an average hovering in the .280-.300 range. He's not adept defensively according to UZR. If I had to select Castillo or <a href="http://www.fangraphs.com/statss.aspx?playerid=3388&position=2B" target="_blank" class="player">Chris Getz</a> to be my second baseman next year, I'd select Getz. (All else NOT equal.)<br />
<br />
My point here is that Castillo and his production -- with his contract heavily factored in -- is rather replaceable. The only thing Luis has going for him at the moment is that his bad contract can be swapped for another bad contract. (Give me Milton Bradley any day of the week over Castillo, <a href="http://www.fangraphs.com/statss.aspx?playerid=1249&position=OF" target="_blank" class="player">Carl Everett</a> attitude be damned.)<br />
<br />
Millwood will be 35 and can hit 200 innings pitched a season. He's a solid, if erratic pitcher who will keep a team in the game and will make $12 million in the final year of his contract. He is best used as a No. 3-4, although the Rangers currently cast him as their ace. Millwood is not replaceable. While you might be able to get away with calling up a AAAA player and having him perform to or over Castillo's abilities, you can't say the same of an AAAA pitcher with respect to Millwood. <br />
<br />
That's where this trade breaks down. A Bradley for Millwood swap makes more sense talent-wise, but Castillo being considered on the level of these two players is fallacy at its finest. If true that Mets GM Omar Minaya overvalues him -- even when trying to trade him -- then you can bet on Castillo being the Mets' second baseman in 2010.<br /><br />Read more great baseball stuff at <a href="http://www.hardballtimes.com/main/" target="new">The Hardball Times</a>.]]>

</description>
      <dc:creator>Evan Brunell</dc:creator>
      <dc:date>2009-11-20T18:58:00+00:00</dc:date>

    </item>

    <item>
      <title>Sportswriters don&#8217;t vote for Cy Young based on popular opinion; baseball universe explodes</title>
       
<link>http://www.hardballtimes.com/main/blog_article/sportswriters&#45;dont&#45;vote&#45;for&#45;cy&#45;young&#45;based&#45;on&#45;popular&#45;opinion&#45;baseball&#45;univ/</link>
<guid>http://www.hardballtimes.com/main/blog_article/sportswriters-dont-vote-for-cy-young-based-on-popular-opinion-baseball-univ/#When:21:35:15Z</guid>
       
<description><![CDATA[<br />
Keith Law <a href="http://insider.espn.go.com/espn/blog/index?entryID=4671356&name=law_keith&action=login&appRedirect=http%3a%2f%2finsider.espn.go.com%2fespn%2fblog%2findex%3fentryID%3d4671356%26name%3dlaw_keith" title="didn't vote">didn't vote</a> for Chris Carpenter. Will Carroll <a href="http://espn.go.com/blog/sweetspot/post/_/id/1497/digging-into-cy-balloting" title="didn't either">didn't either</a>. Of course, according to the baseball fans on Twitter, both are saber-morons who are ruining the game. Hysteria indeed. A few interesting tweets/comments:<br />
<br />
<i>Jon Heyman (<a href="http://twitter.com/SI_JonHeyman" title="@SI_JonHeyman">@SI_JonHeyman</a>): "i dont mean to pick on the voters. but how do 2 of them leave chris carpenter off the ballot entirely? #dumbsportswriters" <br />
<br />
Joe and Evan (popular NY talk show hosts, <a href="http://twitter.com/joeandevan" title="@JoeandEvan">@JoeandEvan</a>): "Plain and simple Linceum should NOT have won Cy Young...disgrace that ESPN's Keith Law left Carpenter off ballot."<br />
<br />
Matthew Pouliot (<a href="http://bases.nbcsports.com/2009/11/finally-given-a-chance-to-vote-statheads-choose-to-rock-the-boat.html.php" title="NBC Sports">NBC Sports</a>): "Now get a load of this: the Cardinals were 68-60 when Wainwright didn't pitch. The Braves were 68-62 when Vazquez didn't pitch. So, the Cards were 23-11 in Wainwright's starts, while the Braves were 18-14 when Vazquez pitched. That's the real world for you."</i><br />
<br />
Man, Heyman <a href="http://3.bp.blogspot.com/_1WaO1OGuwzI/SKlR0ILH2pI/AAAAAAAADlo/k7RE411W_Qg/s400/pot-kettle-black.jpg" title="really gave it to them">really gave it to them</a> with that "dumb" comment. Here are the stats, just so we all know what's up:<br />
<br />
NL SP FIP:<br />
<br />
1. Lincecum<br />
2. Vazquez<br />
3. Carpenter<br />
<br />
NL SP xFIP:<br />
<br />
1. Vazquez<br />
2. Lincecum<br />
3. Haren...<br />
7. Caprenter<br />
<br />
NL SP WAR:<br />
<br />
1. Lincecum<br />
2. Vazquez<br />
3. Haren...<br />
6. Carpenter<br />
<br />
It isn't crazy at all to not include Carpenter from the list. In fact, if Chris Carpenter <a href="http://sports.yahoo.com/mlb/players/7172" title="pitched for a crappy NL West team and didn't win a whole bunch of games while missing the playoff">pitched for a crappy NL West team and didn't win a whole bunch of games while missing the playoffs</a>, nobody would be making such a big deal about this.<br />
<br />
Rob Neyer <a href="http://espn.go.com/blog/sweetspot/post/_/id/1497/digging-into-cy-balloting" title="sums up">sums up</a> this situation nicely:<br />
<br />
<blockquote>There's something to be said for Conventional Wisdom. In this case, the Conventional Wisdom was unanimous: the three best pitchers in the league were Lincecum, Carpenter, and Wainwright. But in a field as traditionally conservative as award voting, isn't it healthy to allow room for just a bit of unconventional wisdom, too? <br />
<br />
Carroll and Law didn't do anything crazy. They looked at the same numbers available to everyone else, and came up with slightly different answers. They should not be reviled for this. They should instead be applauded.</blockquote><br />
But what we may see from this is a whole bunch of backlash not just for these two intelligent/honest writers, but for the saber community as as an entity. It's the whole, "We left you nerds alone when you were just blogging 'n such, but now that you're voting with <i>us</i>, you better back off." I hope I'm wrong. I hope that this commentary is at least isolated to the mid-afternoon sports radio shows and MLB.com message boards. However, I get the eery suspicion that we haven't heard the last of it.<br /><br />Read more great baseball stuff at <a href="http://www.hardballtimes.com/main/" target="new">The Hardball Times</a>.]]>

</description>
      <dc:creator>Pat Andriola</dc:creator>
      <dc:date>2009-11-19T21:35:15+00:00</dc:date>

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    <item>
      <title>You&#8217;re not Alou</title>
       
<link>http://www.hardballtimes.com/main/blog_article/youre&#45;not&#45;alou/</link>
<guid>http://www.hardballtimes.com/main/blog_article/youre-not-alou/#When:02:31:13Z</guid>
       
<description><![CDATA[Here's something I didn't know, courtesy of Craig Wright's excellent subscription newsletter, <a href="http://baseballspast.com/" target="new">A Page from Baseball's Past</a>.  The Alou brothers weren't really Alou's.<br />
<blockquote>Felipe Alou is really Felipe Rojas. A mistake was made on his first contract in which the scout put in the family name of his mother rather than that of his father. Felipe made the name "Alou" so famous that his younger brothers Matty and Jesus adopted it when they came to the U.S.. The "Alou" brothers have a half-brother from their father's first marriage, and he had a son who also went on to the major leagues. That son was naturally raised under the family name of Rojas name back in the Dominican Republic. That player was Mel Rojas, who pitched 10 years in the majors. Matty Alou in particular still goes back and forth between his two last names depending on which country he is in or what he thinks the situation calls for. "I use 'Alou' when I call the airlines for reservations, because I get a better seat."</blockquote>That blows my mind.  It's like saying Babe Ruth's first name wasn't really Babe.<br /><br />Read more great baseball stuff at <a href="http://www.hardballtimes.com/main/" target="new">The Hardball Times</a>.]]>

</description>
      <dc:creator>Dave Studeman</dc:creator>
      <dc:date>2009-11-19T02:31:13+00:00</dc:date>

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    <item>
      <title>Notable minor league free agents</title>
       
<link>http://www.hardballtimes.com/main/blog_article/notable&#45;minor&#45;league&#45;free&#45;agents/</link>
<guid>http://www.hardballtimes.com/main/blog_article/notable-minor-league-free-agents/#When:02:29:04Z</guid>
       
<description><![CDATA[The <a href="http://www.baseballamerica.com/blog/prospects/?p=6994" title="2009 minor league free agent lis">2009 minor league free agent lis</a>t is littered with former top prospects and number one picks. Some of these names should sound familiar; <a href="http://www.fangraphs.com/statss.aspx?playerid=3622&position=2B" class="player">Josh Barfield</a>, <a href="http://www.fangraphs.com/statss.aspx?playerid=paP02029&position=P" class="player">, <a href="http://www.fangraphs.com/statss.aspx?playerid=1816&position=P" class="player">Chad Cordero</a>, <a href="http://www.fangraphs.com/statss.aspx?playerid=paJ03015&position=1B/3B" class="player">Eric Duncan</a>, <a href="http://www.fangraphs.com/statss.aspx?playerid=paT02029&position=P" class="player">Clint Everts</a>, <a href="http://www.fangraphs.com/statss.aspx?playerid=paP03027&position=OF" class="player">Ryan Harvey</a>, <a href="http://www.fangraphs.com/statss.aspx?playerid=2194&position=3B" class="player">Dallas McPherson</a>, <a href="http://www.fangraphs.com/players.aspx?lastname=Greg%20Miller" class="player">Greg Miller</a> and several notable others are all free agents this year. As <a href="http://www.fangraphs.com/blogs/index.php/minor-league-free-agents" title="Dave Cameron">Dave Cameron</a> over at <a href="http://www.fangraphs.com" title="Fangraphs">Fangraphs</a> pointed out, even former top catching prospect <a href="http://www.fangraphs.com/statss.aspx?playerid=1074&position=C" class="player">Ben Davis</a> is back, this time as a knuckleball pitcher.<br />
<br />
I will be keeping my eye on several players in particular, which I have listed below alphabetically.<br /><br /><a href="http://www.fangraphs.com/statss.aspx?playerid=4519&position=SS" target="_blank" class="player">Russ Adams</a><br />
Adams was a first round pick of the Blue Jays back in 2002. In parts of seven minor league seasons the middle infielder has hit .277/.354/.401. He also has over a full season’s worth of major league plate appearances with 993 and has posted a measly .302 wOBA, although in he has been plagued by a low BABIP of .268. His defense is slightly below average at shortstop and he will likely never develop into an everyday player but there is still time for him to emerge as a valuable utility man.<br />
<br />
<a href="http://www.fangraphs.com/statss.aspx?playerid=2164&position=2B/OF" target="_blank" class="player">Chris Burke</a><br />
Burke has his fair share of major league experience, although as his career .301 wOBA, he hasn’t had much success. His value comes as a fielder where he is above average and can play second base or in the outfield. He is at least a replacement level player, a cheap utility player. He will turn 30 in March and I’m sure some time will be willing to give him a shot. <br />
<br />
<a href="http://www.fangraphs.com/statss.aspx?playerid=1701&position=P" target="_blank" class="player">Chris Capuano</a><br />
Capuano has logged 771.2 innings in the majors and holds a career FIP of 4.49. He was named an all-star in 2006 but missed all of 2008 after having his second <a href="http://www.fangraphs.com/statss.aspx?playerid=1006515&position=P" class="player"><a href="http://www.fangraphs.com/statss.aspx?playerid=1006515&position=P" target="_blank" class="player">Tommy John</a></a> surgery. He threw only nine innings in rehab assignments last season. I have not heard much regarding his recovery and, at this point, he could be damaged goods, but he is a low risk-high reward type of singing if he can prove he still has some miles left in his elbow.<br />
<br />
<a href="http://www.fangraphs.com/statss.aspx?playerid=paK03018&position=OF" target="_blank" class="player">Chris Lubanski</a><br />
Lubanski was the fifth overall pick by the Royals in 2003.  His minor league career has been plagued by strikeouts (24 percent strikeout rate) although he has also shown a decent walk rate (9.1 percent).  He has demonstrated some power over his career (.188 ISO) and he will turn just 25 in March.<br />
<br />
<a href="http://www.fangraphs.com/statss.aspx?playerid=5451&position=OF" target="_blank" class="player">Drew Macias</a><br />
Macias has spent the past seven seasons in the Padres organization earning several brief cameos with the major league club. He does not have great power but he is a disciplined hitter (10.9 percent walk rate) and he plays solid defense in the outfield. He will turn 27 this March.<br />
<br />
<a href="http://www.fangraphs.com/statss.aspx?playerid=4303&position=P" target="_blank" class="player">Humberto Sanchez</a><br />
Sanchez was once a promising prospect with the Tigers organization until he underwent Tommy John surgery missing all of 2007. He has played the last two seasons with the Yankees and has seemed to regain most of his stuff back. He struck out 36 hitters in 35.2 innings. He is still young at just 26 years of age and has potential to be an effective reliever if he can stay of the DL.<br />
<br />
<a href="http://www.fangraphs.com/statss.aspx?playerid=3158&position=P" target="_blank" class="player">Erick Threets</a><br />
Threets was originally drafted by the Giants but spent last season with the Dodgers. He has had brief stints in the majors but injury problems have plagued him in the past. Once heralded as a flame-throwing lefty, he has settled in the mid-90s and his command is significantly improved. He is extremely tough on left-handed batters (opposing lefties have hit just .205 off him since 2005) and he induces plenty of groundballs (61.9 percent in 2009). He has the making of a left-handed specialist if he can manage to stay healthy and maintain command of his pitches.<br /><br /><br />Read more great baseball stuff at <a href="http://www.hardballtimes.com/main/" target="new">The Hardball Times</a>.]]>

</description>
      <dc:creator>Alex Pedicini</dc:creator>
      <dc:date>2009-11-18T02:29:04+00:00</dc:date>

    </item>

    <item>
      <title>Is peak at age 29?</title>
       
<link>http://www.hardballtimes.com/main/blog_article/is&#45;peak&#45;at&#45;age&#45;29/</link>
<guid>http://www.hardballtimes.com/main/blog_article/is-peak-at-age-29/#When:23:46:59Z</guid>
       
<description><![CDATA[<p><a href="http://www.sabernomics.com/sabernomics/index.php/2009/11/how-do-players-age/" target="new">J.C. Bradbury</a>:</p>

<blockquote>Though old players may not be what they once were, the evidence indicates they can still be valuable. According to my estimates, a hitter who has a .900 OPS at his peak would be expected to post around an .850 OPS at 35; a pitcher with a peak 3.5 ERA is expected to post around a 3.75 ERA at 35. Yes, age saps athletic skill, but the stock of skill being diminished is also important.</blockquote>

<p>Is this true?</p>

<p>Let's <a href="http://www.informaworld.com/smpp/content~content=a909810792" target="new">look at Bradbury's original study</a> (unless you subscribe, it costs about $30 to download). He says:</p>

<blockquote>The results indicate that both hitters and pitchers peak around age 29. This is older than some estimates of peak performance, but it is in-line with the general understanding of human physiological function. ... For [linear weights],which is not normalized for playing time, players peak at 29.41 years. This is similar to the peak-age estimate of 29.13 for OPS, which is normalized for playing time.</blockquote>

<p>How can we test this theory easily? Well, if peak age is 29, we should see players at age 29 have a higher OPS than they did at an earlier age, right? Some may (rightly) note there is a selection affect in who gets to play in successive seasons, and due to regression to the mean we should expect to see players decline from one season to the next - players who underperform are less likely to play in a successive season than those who overperform.</p>

<p>So let's take those players who were 29 in 2008 and compare them to how they did in 2006 at age 27. Thirty-five position players were 29 in 2008 (based upon age on July of that season, the same age criteria used in Bradbury's study). Of them, 27 also played in 2006. What we see does not seem to support Bradbury's conclusion - on average, players lost roughly .014 points of OPS from 2006 to 2008. That's not what we should expect to see if the average peak age is in fact 29.</p>

<p>Something that should also be noted - 43 players were age 27 in 2006. So a little over half of those players stuck in the league to age 29. (Of course, some of those players could have missed a season due to causes like injury or a demotion and could have returned in this past season - I don't have 2009 stats in my database yet.) We're looking at the survivors.</p>

<p>But that's just a one-year sample, right? What if we looked at all age 29 seasons from 1997 to 2008? (As for why 1997, I shall explain shortly.) We see a similar (but less pronounced) dropoff, of about .006 points of OPS.</p>

<p>And of course baseball isn't all hitting. The Baseball Databank has outfield positions broken down from 1995 on (and 1995 plus two years is 1997 - see how that works?)</p>

<table cellspacing="0" cellpadding="0">
  <col width="64" span="3" />
  <tr bgcolor="#C0504D" height="20">
    <td width="64" height="20"><div align="center"><strong>POS</strong></div></td>
    <td width="64"><div align="center"><strong>Age 27</strong></div></td>
    <td width="64"><div align="center"><strong>Age 29</strong></div></td>
  </tr>
  <tr height="20">
    <td height="20"><div align="center">C</div></td>
    <td align="right"><div align="center">66</div></td>
    <td align="right"><div align="center">58</div></td>
  </tr>
  <tr bgcolor="#F2DDDC" height="20">
    <td height="20"><div align="center">SS</div></td>
    <td align="right"><div align="center">24</div></td>
    <td align="right"><div align="center">23</div></td>
  </tr>
  <tr height="20">
    <td height="20"><div align="center">2B</div></td>
    <td align="right"><div align="center">86</div></td>
    <td align="right"><div align="center">72</div></td>
  </tr>
  <tr bgcolor="#F2DDDC" height="20">
    <td height="20"><div align="center">3B</div></td>
    <td align="right"><div align="center">29</div></td>
    <td align="right"><div align="center">32</div></td>
  </tr>
  <tr height="20">
    <td height="20"><div align="center">CF</div></td>
    <td align="right"><div align="center">89</div></td>
    <td align="right"><div align="center">80</div></td>
  </tr>
  <tr bgcolor="#F2DDDC" height="20">
    <td height="20"><div align="center">LF</div></td>
    <td align="right"><div align="center">10</div></td>
    <td align="right"><div align="center">18</div></td>
  </tr>
  <tr height="20">
    <td height="20"><div align="center">RF</div></td>
    <td align="right"><div align="center">7</div></td>
    <td align="right"><div align="center">9</div></td>
  </tr>
  <tr bgcolor="#F2DDDC" height="20">
    <td height="20"><div align="center">1B</div></td>
    <td align="right"><div align="center">113</div></td>
    <td align="right"><div align="center">132</div></td>
  </tr>
  <tr height="20">
    <td height="20"><div align="center">DH</div></td>
    <td align="right"><div align="center">29</div></td>
    <td align="right"><div align="center">29</div></td>
  </tr>
</table>

<p>What we see as that as players grow older, they move off the more important defensive positions (catcher, shortstop, center field) and move to the corners. Thinking of peak only in terms of hitting is not instructive if we want to figure a player's free agent value - defensive value needs to be considered as well.</p>

<p>Bradbury's model may do a good job of explaining in retrospect where peak age is for players who make it to age 35. But it does not seem to have a lot of predictive value for what will happen to a 27-year-old player going forward. Anyone looking to predict future performance should look to some other method of estimating the effects of age.</p>

<p><b>UPDATE:</b> Here's another way of looking at the issue. Bradbury's study included all batters who debuted past 1920 and played 10 seasons between age 24 and 35. Now, looking at all players who debuted past 1920, 48% were out of the league before the age of 29, Bradbury's purported peak. Does that make sense to anyone? Or flip it around - the most common debut age for a baseball player is 23, and the average player who debuts at that age will play six years, or until age 29. In point of fact, if we look at the most common debut ages:</p>

<table cellspacing="0" cellpadding="0">
  <col width="64" span="3" />
  <tr bgcolor="#C0504D" height="20">
    <td width="64" height="20"><div align="center"><strong>Age</strong></div></td>
    <td width="64"><div align="center"><strong>Length</strong></div></td>
    <td width="64"><div align="center"><strong>Num</strong></div></td>
  </tr>
  <tr height="20">
    <td height="20" align="right"><div align="center">21</div></td>
    <td align="right"><div align="center">8.02</div></td>
    <td align="right"><div align="center">521</div></td>
  </tr>
  <tr bgcolor="#F2DDDC" height="20">
    <td height="20" align="right"><div align="center">22</div></td>
    <td align="right"><div align="center">7.14</div></td>
    <td align="right"><div align="center">679</div></td>
  </tr>
  <tr height="20">
    <td height="20" align="right"><div align="center">23</div></td>
    <td align="right"><div align="center">6.00</div></td>
    <td align="right"><div align="center">855</div></td>
  </tr>
  <tr bgcolor="#F2DDDC" height="20">
    <td height="20" align="right"><div align="center">24</div></td>
    <td align="right"><div align="center">5.18</div></td>
    <td align="right"><div align="center">834</div></td>
  </tr>
  <tr height="20">
    <td height="20" align="right"><div align="center">25</div></td>
    <td align="right"><div align="center">3.90</div></td>
    <td align="right"><div align="center">603</div></td>
  </tr>
  <tr bgcolor="#F2DDDC" height="20">
    <td height="20" align="right"><div align="center">26</div></td>
    <td align="right"><div align="center">3.15</div></td>
    <td align="right"><div align="center">466</div></td>
  </tr>
</table>

<p>So, for player that debut from age 21 to 26 (that's 75% of players), the average career length takes them through their age 29 season. Either MLB teams are all highly irrational, discarding players the second they've reached their peak (when given the aging curve Bradbury proposes, a typical player should still have several productive seasons post-peak) or Bradbury's study is simply wrong.</p><br /><br />Read more great baseball stuff at <a href="http://www.hardballtimes.com/main/" target="new">The Hardball Times</a>.]]>

</description>
      <dc:creator>Colin Wyers</dc:creator>
      <dc:date>2009-11-17T23:46:59+00:00</dc:date>

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    <item>
      <title>Where could Omar Vizquel and Nick Johnson end up?</title>
       
<link>http://www.hardballtimes.com/main/blog_article/where&#45;could&#45;omar&#45;vizquel&#45;and&#45;nick&#45;johnson&#45;end&#45;up1/</link>
<guid>http://www.hardballtimes.com/main/blog_article/where-could-omar-vizquel-and-nick-johnson-end-up1/#When:23:30:13Z</guid>
       
<description><![CDATA[Last week, I <a href="http://www.hardballtimes.com/main/blog_article/prognosticating-where-beltre-cameron-jacobs-end-up/" target="new">mused</a> about where Adrian Beltre, Mike Cameron and Mike Jacobs could end up. Today, I bring you two more potential fits.<br /><br /><h3 class="article_title">OMAR VIZQUEL</h3><br />
<div style="float:left;margin-right:5px;"><a href="http://view.picapp.com/default.aspx?term=omar vizquel&iid=5043479" target="_blank"><img src="http://cdn.picapp.com/ftp/Images/2/4/3/8/Texas_Rangers_v_d618.jpg?adImageId=7587923&imageId=5043479" width="234" height="315"  border="0" alt="Texas Rangers v San Francisco Giants"/></a></div><script type="text/javascript" src="http://cdn.pis.picapp.com/IamProd/PicAppPIS/JavaScript/PisV4.js"></script>Omar Vizquel is coming off what you could consider a career renaissance at age 42, serving as the Texas Rangers' backup infielder after rubbing shoulders with Mario Mendoza the previous year in San Francisco, where he spent four years. Vizquel saw 177 at-bats, putting together a .266/.316/.345 line while flashing the defense that is sure to land him in the Hall of Fame one day (his 2,704 career hits won't hurt either).<br />
<br />
Earlier this season, we <a href="http://msn.foxsports.com/mlb/story/10353396/Wednesday's-buzz-from-the-G.M.-meetings" target="new">learned</a> that Vizquel does not intend to return to Texas as he would rather play for a higher-profile team. At this point, I wonder if this is simply to get his name on the map to bolster his Hall of Fame chances. While that may be the motivation, he also will receive plenty of looks from contending teams who would love to get Vizquel's glove on the bench. I have a feeling it's going to come down to the Los Angeles Dodgers, New York Mets or Philadelphia Phillies.<br />
<br />
My guess here is that the Phillies win the sweepstakes. Why? Well, for one, the Phillies today <a href="http://www.philly.com/philly/blogs/phillies_zone/Phillies_bench_hunt_focused_on_defense.html" target="new">noted</a> that they're hunting for a player who can spell their middle infielders more often than in the past, given Jimmy Rollins, Chase Utley (and likely whoever they land for third base) are entering their middle aged (for baseball) seasons.<br />
<br />
Vizquel would represent short money and dollars while the Phillies could pitch Omar the idea of playing on a team that has two straight NL pennants, is one of the highest profile sports teams and could offer him over 200 at-bats given additional opportunities he could receive in the National Leauge.<br />
<br />
<h3 class="article_title">NICK JOHNSON</h3><br />
Nick Johnson isn't exactly a great fielder, nor is he an iron man like Cal Ripken, Jr. once was. Johnson appeared in 133 games this past year which actually qualifies as his second most ever -- and he was hurt for a big chunk of the season too! He finally escaped Washington at the deadline, heading to Florida in a push for the playoffs. While Johnson registered an obscene .477 OBP with the Fish in 35 games, he was lost for most of the second half thanks to the flu and a strained right hamstring.<br />
<br />
You can't even really call him a power hitter anymore. While Johnson used to be good for double figure home runs and doubles numbering in the 30s, Johnson's slugging percentage shrank to .405 this past year. Entering his age-31 season, it's not too late for Johnson to recapture his power stroke, especially if he lands in the right spot.<br />
<br />
I'm calling Johnson to the Arizona Diamondbacks. I always liked the D-Backs as a potential landing spot, and that feeling was only bolstered by the news that the Diamondbacks will increase payroll past last year's $73.5 million number. The 'Zona managing general partner, Ken Kendrick, says the club will have more than $10 million available.<br />
<br />
So why Arizona? For one, the incumbent first baseman is Brandon Allen, acquired for Tony Pena earlier in 2009. Allen has prodigious home run power, but his cup of coffee would seem to suggest he has a bit more fine-tuning to do. Allen struck out 40 times in 104 at-bats, registering a .202/.284/.385 line with four home runs. Signing Johnson to a one- or two-year deal would be short enough that Johnson wouldn't stand in Allen's way if/when the Diamondbacks ever deem Allen ready for expanded playing time. Not only that, but Johnson's injury history would suggest that at some point, Allen would be called up to start. Johnson, then, perhaps represents Arizona's best option to bring Allen along at their own pace without truly sacrificing any major league at-bats they may hope he picks up -- while having a valuable first baseman in Johnson when healthy.<br />
<br />
Johnson's power could see an uptick in Chase Field, while not breaking the bank, allowing the Diamondbacks to spend on starting pitching.<br />
<br />
Given the Diamondbacks ranked 14th in walks (ninth in the National League), they could stand to improve upon those numbers. Johnson is the easiest way to do just that.<br /><br />Read more great baseball stuff at <a href="http://www.hardballtimes.com/main/" target="new">The Hardball Times</a>.]]>

</description>
      <dc:creator>Evan Brunell</dc:creator>
      <dc:date>2009-11-17T23:30:13+00:00</dc:date>

    </item>

    <item>
      <title>A defensive shift</title>
       
<link>http://www.hardballtimes.com/main/blog_article/a&#45;defensive&#45;shift1/</link>
<guid>http://www.hardballtimes.com/main/blog_article/a-defensive-shift1/#When:01:04:42Z</guid>
       
<description><![CDATA[What do the following 5 players all have in common:  <a href="http://www.fangraphs.com/statss.aspx?playerid=1717&position=OF" class="player">Jason Bay</a>, <a href="http://www.fangraphs.com/statss.aspx?playerid=1005044&position=OF" class="player">Ken Griffey</a>, Jr., <a href="http://www.fangraphs.com/statss.aspx?playerid=911&position=OF" class="player">Jermaine Dye</a>, <a href="http://www.fangraphs.com/statss.aspx?playerid=1885&position=OF" class="player">Brad Hawpe</a>, and <a href="http://www.fangraphs.com/statss.aspx?playerid=319&position=OF" class="player">Adam Dunn</a>?  The answer:  they were named in Matthew Carruth's article over at fangraphs as being <a href="http://www.fangraphs.com/blogs/index.php/highs-and-lows-of-uzr-2007-9-dunn" target="new">baseball's 5 worst defensive players over the last 3 seasons.</a>  They are also either free agents this offseason or have been linked in trade rumors.<br /><br />Griffey recently resigned with the Mariners for a slight increase in the two million dollar salary he received last season while Dye recently had his twelve million dollar option bought out by the White Sox.  There's little doubt, of course, that Griffey's best days are behind him but Dye has posted above average wOBAs every year since 2004.  Offensively, in 2009, fangraphs had him at 5 runs above average which would have made him roughly a 2 win player even at age 35 if he were only average defensively.  <br />
<br />
Bay, named by most as the second best position player free agent on the market, has cost his teams nearly 65 runs defensively by playing poor defense as a corner outfielder over the past 3 seasons.  His defensive ineptitude has completely nullified his offensive value since 2007, making him just an average major league outfielder over those 3 seasons.  Partly due to his defense, Dave Cameron <a href="http://www.fangraphs.com/blogs/index.php/bay-vs-cameron" target="new">made the argument</a> that not only would signing <a href="http://www.fangraphs.com/statss.aspx?playerid=1070&position=OF" class="player">Mike Cameron</a> be a better free agent value but that the nearly 36 year old center fielder was actually a better player than Bay is right now.  <div style="float: right; padding: 5px;"><table width="106"><tr><td><img src="http://www.hardballtimes.com/images/uploads/AllStar_5fe6.JPG" border="0" alt="image" name="image" width="116" height="160" /><br />
</td></tr><tr><td><i>**It will be interesting to see if Jason Bay's free agent contract reflects his above average offense or his below average defense.** (Icon/SMI)</i></td></tr></table></div><br />
<br />
As for Hawpe and Dunn, they've been the two worst defensive players in the big leagues since 2007.  Dunn is signed for one more season while the Rockies have one year plus an option on Hawpe.  Theoretically, these two players are productive enough at the plate that they should be in high demand this offseason, particularly considering the relatively weak free agent market.  So why are their teams interested in getting rid of them?  Could it be because their overwhelmingly disastrous defense sucks away any value they gain from their offense?<br />
<br />
Looking back at Carruth's list, we see that <a href="http://www.fangraphs.com/statss.aspx?playerid=3797&position=SS" class="player">J.J. Hardy</a> is number three on the list of the best defensive players over the previous three seasons.  While he was traded to make room for <a href="http://www.fangraphs.com/statss.aspx?playerid=6310&position=SS" class="player">Alcides Escobar</a>, the Brewers were able to use Hardy to acquire <a href="http://www.fangraphs.com/statss.aspx?playerid=4881&position=OF" class="player">Carlos Gomez</a> from the Twins.  Gomez is a guy who gets all of his value from being able to play center field very well.  He has yet to post a wOBA as high as .300 in the major leagues and yet he has been worth nearly 24 runs in center field over the last two seasons.<br />
<br />
There are other reasons, of course, to explain the White Sox lack of interest in Dye or the fact that Griffey only received a two million dollar base salary:  namely, the fact that age and offensive production are moving in opposite directions.  Perhaps the Rockies and Nationals are only seeking to capitalize on the weak free agent market and Hawpe's and Dunn's offensive talents to attempt to receive a large package in return.  But it just may be that teams are truly getting a sense of how valuable good defense, and how detrimental, bad defense can be.  Perhaps the success of the Rays in 2008 and the Mariners in 2009 is an indicator that good defense has been undervalued and teams are planning on trying to take advantage of that this offseason.  It will be interesting to see if the free agent contracts signed by Bay, Cameron, and <a href="http://www.fangraphs.com/statss.aspx?playerid=639&position=3B" class="player">Adrian Beltre</a> and <a href="http://www.fangraphs.com/statss.aspx?playerid=778&position=OF" class="player">Vladimir Guerrero</a> reflect that.<br /><br />Read more great baseball stuff at <a href="http://www.hardballtimes.com/main/" target="new">The Hardball Times</a>.]]>

</description>
      <dc:creator>Chuck Brownson</dc:creator>
      <dc:date>2009-11-17T01:04:42+00:00</dc:date>

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