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Friday, May 04, 2007

The Song of the Dodo


Two of the genres that are among my favorites are natural history and travelogues. So it's no surprise that I found The Song of the Dodo: Island Biogeography in an Age of Extinctions by David Quammen one of the best books I've read in a while. Originally published in 1996 it retains the status of a classic of sorts having won several literary awards and remains in print and on store shelves in a newer 2004 printing that I picked up a couple months ago.

Basically, the book traces the intellectual pedigree of the field of island biogeography starting with Alfred Russell Wallace, a first rate naturalist in his own right, and more famously the "co-discoverer" of evolution (although Quammen has a little axe to grind on that score) with Charles Darwin. From there Quammen traces the development of the field through the 20th century which really picks up momentum in the 1960s with the work of Robert MacArthur and Edward O. Wilson. He brings it up to the present day as the field morphs from being primarily descriptive (what organisms live on what islands) to a theoretical and quantitative one (why are those animals found in their distributions on those islands) to the field's application beyond islands to the problem of habitat fragmentation and its consequences for the future.

While that may sound a little dry and challenging to some readers, Quammen makes the intellectual journey an enjoyable one as he describes the theories, papers, and studies in the context of his visits to the famous and not so famous islands and locales of habitat fragmentation. From traipsing through Brazil to get a look at species of New World monkey (Brachyteles arachnoides) isolated in rainforest bordered on all sides by clear cut where he helps collect droppings, to the Galapagos, Mauritius (once home to the Dodo, Raphus cucullatus, whose song if it had one is now lost, hence the title of the book), Guam, Hawaii, Madagascar, Tasmania (and his search for the extinct? Tasmanian wolf (Thylacinus cynocephalus), Aru in the Malay archipelago to view the birds of paradise (Cicinnurus regius and Paradisaea apoda) which was Russell's last stop before heading home, to the islands Komodo where he relates the sometimes dangerous coexistence of people and dragons (Varanus komodoensis), Quammen makes each site come alive while illustrating some theme in the larger intellectual story he's telling. Although not the main story he's telling, I've always been fascinated by the stories of human "first contact" with island species and how that contact typically decimated the species through what Quammen calls their "ecological naivete" evidenced by their shortage of defensive adaptations that creatures on larger land masses must evolve in order to survive. In part I liked the book because he does a good job of documenting many of these cases and giving us a sense of what's been lost.

But the main story line is also a fascinating one that at its core relates how the fundamental ideas of species distribution on islands were slowly formulated in the twentieth century. In particular Quammen points to the distillation of 100 years of observation in a 1967 book titled The Theory of Island Biogeography by MacArthur and Wilson that describes the area and distance effects. In epitome the area effect shows itself in that small islands tend to harbor fewer species than large islands with the underlying causes being fewer immigrations and more extinctions (due to what he refers to as stochastic factors or seemingly random occurrences that can decimate a smaller population such as drought, fire, or volcanic eruption) with the area of the island being determinative of the quantities. The distance effect shows itself in the fact that more remote islands are the home to fewer species than islands closer to the mainland since there are fewer immigrations. These ideas then lead to the so-called "species-area relationship" that attempts to quantify these effects through an equation (known as the species-area equation). Biogeography had matured into a full theoretical and quantitative science.

The really interesting part however, is when these ideas began to be applied not just to islands but other ecosystems as they were in a seminal paper by Jared Diamond in the mid 1970s. The implication of this application is simply that as habitats are fragmented they may end up supporting fewer species than larger contiguous blocks. In other words, although efforts to preserve species through the creation of parks and reserves is noble, their creation may end supporting fewer species than we think due to the inability of species to migrate and "extinction" of the local population due to these random events which probabalistically have more impact than they would if the populations were larger. As a hypothetical example, assume you were to survey your lawn and count the number of species of organisms that inhabit an average square yard. If you then cut out one of those squares and isolated it from the rest of yard, the idea is that if you surveyed it again later it would contain fewer species because of the area and distance effects. Quammen then details the raging scientific debate that ensued regarding not only if the application of biogeography to the design of preserves was appropriate but if so, just how large preserves should be to maintain what would become known as the "minimum viable population" or the number of animals required in order for a population to survive in the long-term, however that's defined.

Quammen interviews many of the participants, or should I say characters since several are quirky to say the least, in the debate on all sides but certainly seems to take the view that at least in the larger perspective, attempts to connect habitats and enlarge nature preserves are what is needed to avoid the problems inherent in fragmentation.

The ideas and the debate fascinating but Quammen also brings to them a life in a way that allows the reader to not only understand the concepts but think deeply about their implications. For my money you can't ask more of a book than that.

Keith Woolner Gets the Call

Congratulations are in order to Keith Woolner, a BP colleague and the inventor of VORP, who has taken the position of Manager of Baseball Research and Analysis with the Cleveland Indians. The quote by Indians GM Mark Shapiro that I used in my Hope and Faith piece on the Indians in March is clearly borne out by this move and I'm sure that Keith will be a key contributor to their future success. Congrats!

Thursday, May 03, 2007

MLBAM and Silverlight

Maury Brown, our guru of all things related to the business of baseball at Baseball Prospectus, has many times documented the rise of Major League Baseball Advanced Media (MLBAM) and how it has not only made baseball available in a very rich way but also added to the revenue stream of the owners. From it's first attempts at streaming games in September of 2002, all the while aided by the relentless march of technology, MLB.com has grown to where it will host over three billion visitors and by the end of the year will crack the one million subscriber count for multimedia content.

I don't want to steal Maury's thunder but I had just had to pass along this demonstration of MLBAM's use of a new technology called Microsoft Silverlight. In a nutshell Silverlight is a cross-browser, cross-platform plug-in for delivering media experiences and interactive applications for the web. For software architects and developers heavily invested in the Microsoft platform (like myself) this is exciting since it allows development across platforms using the .NET Framework that we're also using to build our business applications.

In any case, MLBAM's President Bob Bowman and Justin Shaffer who is in charge of new media joined Microsoft at their MIX07 conference in Las Vegas earlier this week to demo how they'll be using Silverlight in the very near future. Essentially, Silverlight will be rolled into the MLB.TV applications later this summer and will enable a host of new features. Some of those demoed include:

  • More Bandwith: 1.5 Mbps streaming whereas today they stream at 400K and 700K

  • Composite Video: Overlays of the video stream that offer controls that allow you to manage the video or view enhanced information. For example, the data that you see today in Gameday will be made available via widgets that rest semi-transparently on top of the video in an unobtrusive form providing the wealth of additional information that MLBAM is collecting. For folks like me, this is a true value-add as it creates new ways of watching the game by integrating that information that we crave.

  • Chatting: In the same vein a chat widget will be available that allows for conversations with friends and fans of rival teams.

  • Player Tracker: The Player Tracker used in Mosaic will be available with widgets that overlay the video that provide real time updates on your players and can then make available highlights of your players.

  • Picture in Picture: They showed a nice feature where a "friend" can send a video clip which can then be viewed in "picture in a picture" mode while the main stream continues to play.

  • Resizing: One of the features that Silverlight enables is dynamic resizing to allow the user to check on other scores, stats, and content and resize the video window on the fly accordingly.

  • Mobility: And finally, they showed a forward looking demo that had Gameday running on a Windows mobile phone with the player tracker feature playing video clips.


  • As an MLB.TV subscriber this is some exciting stuff and for those who aren't subscribers it provides some additional impetus to get signed up.

    Quick Workers and Human Rain Delays Followup

    My column this morning on Baseball Prospectus is a follow up to a post last week on fast and slow workers. Specifically, I was interested in the question of whether pitchers who work more quickly reduce the number of errors committed behind them as the common wisdom would indicate.

    Although it's difficult to identify quantitatively which pitchers are sloths (the slow ones like Steve Trachsel) and which are humingbirds (faster workers like Bob Gibson) my attempt using anecdotal evidence couldn't find any statistically significant difference between two groups of 10 pitchers encompassing over 40,000 innings pitched since 1970. At first glance it was the sloths who seemed to suppress the number of errors. However, pitchers who worked faster in my sample were more likely to be ground ball pitchers and so that fact had to be corrected for since groundballs are more likely to produce errors than fly balls or line drives. I also used a subset of the two groups whose performance was almost equivalent to remove the bias that good pitchers introduce by being able to suppress errrors and unearned runs.

    Tuesday, May 01, 2007

    Stretching 2006

    Last week in my Schrodinger's Bat column on Baseball Prospectus I discussed the frequency with which runners had been thrown out stretching singles into doubles and doubles into triples. I've since posted an update on BP's Unfiltered blog that includes stretching triples into inside-the-park homeruns and today I offer the complete list of those runners who were thrown out at least once stretching in 2006. As a measure of opportunity I also include the number of singles, doubles, and triples the player hit in 2006 and compute a simple rate. For players with 100 or more hits Bengie Molina was thrown out 4 times good for once every 26 hits. Yes, this is the same Molina who I've rated as the third worst baserunner in the aggregate since 2000.


    Name S+D+T BX2 BX3 BXH Total OA Rate
    Tomas de la Rosa 5 1 0 0 1 5.0
    Ryan Sweeney 8 1 0 0 1 8.0
    Andy Pettitte 11 0 1 0 1 11.0
    Casey Kotchman 11 1 0 0 1 11.0
    Scott Thorman 25 2 0 0 2 12.5
    Orlando Palmeiro 30 1 1 0 2 15.0
    Chad Moeller 16 1 0 0 1 16.0
    Chris Iannetta 18 1 0 0 1 18.0
    Todd Linden 19 1 0 0 1 19.0
    Adam Lind 20 0 1 0 1 20.0
    Danny Ardoin 22 1 0 0 1 22.0
    Hector Luna 94 2 2 0 4 23.5
    Cody Ross 48 2 0 0 2 24.0
    Bengie Molina 104 4 0 0 4 26.0
    Jeff Cirillo 81 2 1 0 3 27.0
    Corey Koskie 55 2 0 0 2 27.5
    Vladimir Guerrero 167 5 1 0 6 27.8
    Jeromy Burnitz 56 2 0 0 2 28.0
    Doug Mientkiewicz 85 1 2 0 3 28.3
    Sandy Alomar 29 1 0 0 1 29.0
    Stephen Drew 61 2 0 0 2 30.5
    Willie Bloomquist 61 2 0 0 2 30.5
    Freddie Bynum 31 1 0 0 1 31.0
    Willy Aybar 64 1 1 0 2 32.0
    Geoff Blum 66 2 0 0 2 33.0
    Marlon Anderson 71 2 0 0 2 35.5
    Sal Fasano 36 1 0 0 1 36.0
    Eduardo Perez 38 1 0 0 1 38.0
    Ryan Freel 115 3 0 0 3 38.3
    Ramon Hernandez 115 2 1 0 3 38.3
    Gary Sheffield 39 1 0 0 1 39.0
    Orlando Cabrera 162 2 2 0 4 40.5
    Shin-Soo Choo 41 0 1 0 1 41.0
    Lance Berkman 124 3 0 0 3 41.3
    Omar Vizquel 167 3 1 0 4 41.8
    Alfredo Amezaga 84 2 0 0 2 42.0
    Jose Valentin 86 1 0 1 2 43.0
    Placido Polanco 132 2 1 0 3 44.0
    Esteban German 88 0 2 0 2 44.0
    Lance Niekro 44 1 0 0 1 44.0
    Marcus Giles 133 3 0 0 3 44.3
    Aramis Ramirez 135 2 1 0 3 45.0
    Pat Burrell 90 2 0 0 2 45.0
    Mike Napoli 45 1 0 0 1 45.0
    Emil Brown 136 2 1 0 3 45.3
    Mike Piazza 91 2 0 0 2 45.5
    Marco Scutaro 92 2 0 0 2 46.0
    Rickie Weeks 92 2 0 0 2 46.0
    Hank Blalock 141 3 0 0 3 47.0
    Ryan Garko 47 1 0 0 1 47.0
    Mike Sweeney 48 1 0 0 1 48.0
    Brian Giles 145 3 0 0 3 48.3
    Travis Hafner 98 2 0 0 2 49.0
    Ryan Shealy 49 1 0 0 1 49.0
    Reggie Abercrombie 49 1 0 0 1 49.0
    Yuniesky Betancourt 153 2 1 0 3 51.0
    Kevin Millar 102 2 0 0 2 51.0
    Justin Morneau 156 3 0 0 3 52.0
    Ben Broussard 104 1 1 0 2 52.0
    Andy Phillips 52 1 0 0 1 52.0
    David Ortiz 106 2 0 0 2 53.0
    Jose Lopez 160 3 0 0 3 53.3
    Andruw Jones 107 2 0 0 2 53.5
    Russell Martin 107 1 1 0 2 53.5
    Kevin Mench 107 2 0 0 2 53.5
    Julio Lugo 109 1 1 0 2 54.5
    Craig Monroe 110 2 0 0 2 55.0
    Hanley Ramirez 168 2 1 0 3 56.0
    Brad Wilkerson 56 1 0 0 1 56.0
    Johnny Estrada 114 2 0 0 2 57.0
    Craig Biggio 114 1 1 0 2 57.0
    Brandon Fahey 57 0 1 0 1 57.0
    Henry Blanco 58 1 0 0 1 58.0
    Tony Graffanino 118 1 1 0 2 59.0
    Carl Everett 59 1 0 0 1 59.0
    Adam Kennedy 119 2 0 0 2 59.5
    J.D. Drew 120 1 0 1 2 60.0
    Pablo Ozuna 60 0 1 0 1 60.0
    Melky Cabrera 122 2 0 0 2 61.0
    Richie Sexson 122 2 0 0 2 61.0
    Brian McCann 123 2 0 0 2 61.5
    Ryan Howard 124 1 1 0 2 62.0
    Torii Hunter 124 2 0 0 2 62.0
    Kazuo Matsui 62 1 0 0 1 62.0
    Dioner Navarro 62 1 0 0 1 62.0
    Eric Hinske 62 1 0 0 1 62.0
    Marcus Thames 63 1 0 0 1 63.0
    Jose Vidro 127 2 0 0 2 63.5
    Jason Bay 128 2 0 0 2 64.0
    David Dellucci 64 1 0 0 1 64.0
    Freddy Sanchez 194 3 0 0 3 64.7
    Bobby Kielty 65 1 0 0 1 65.0
    Mark Kotsay 131 2 0 0 2 65.5
    Brandon Phillips 131 2 0 0 2 65.5
    Alex Rodriguez 131 2 0 0 2 65.5
    Shawn Green 132 2 0 0 2 66.0
    Scott Rolen 132 1 1 0 2 66.0
    Abraham Nunez 66 0 1 0 1 66.0
    Travis Lee 66 1 0 0 1 66.0
    Jhonny Peralta 133 2 0 0 2 66.5
    Mike Cuddyer 134 2 0 0 2 67.0
    Gregg Zaun 67 1 0 0 1 67.0
    Reed Johnson 135 2 0 0 2 67.5
    David DeJesus 137 2 0 0 2 68.5
    Rob Mackowiak 69 1 0 0 1 69.0
    Wes Helms 69 1 0 0 1 69.0
    Jeff Francoeur 140 2 0 0 2 70.0
    Cliff Floyd 70 1 0 0 1 70.0
    Greg Norton 70 1 0 0 1 70.0
    Adrian Beltre 141 2 0 0 2 70.5
    Jim Edmonds 71 1 0 0 1 71.0
    Mark Teixeira 144 1 1 0 2 72.0
    Willy Taveras 146 0 2 0 2 73.0
    Matt Stairs 73 1 0 0 1 73.0
    Josh Bard 74 1 0 0 1 74.0
    Brian N. Anderson 74 1 0 0 1 74.0
    Todd Helton 150 2 0 0 2 75.0
    Ivan Rodriguez 151 2 0 0 2 75.5
    Chone Figgins 152 1 1 0 2 76.0
    Magglio Ordonez 153 2 0 0 2 76.5
    Carlos Guillen 155 1 1 0 2 77.5
    Chris Duffy 78 1 0 0 1 78.0
    Javy Lopez 78 1 0 0 1 78.0
    John Buck 80 1 0 0 1 80.0
    Wilson Betemit 80 1 0 0 1 80.0
    Jay Gibbons 82 1 0 0 1 82.0
    Victor Martinez 165 2 0 0 2 82.5
    Luis Castillo 170 2 0 0 2 85.0
    Khalil Greene 86 1 0 0 1 86.0
    Frank Thomas 87 1 0 0 1 87.0
    Gary Matthews 175 1 1 0 2 87.5
    Jose Reyes 175 1 1 0 2 87.5
    Mark Loretta 176 2 0 0 2 88.0
    Matt Diaz 90 1 0 0 1 90.0
    Joey Gathright 90 1 0 0 1 90.0
    Chris Burke 92 1 0 0 1 92.0
    Casey Blake 94 1 0 0 1 94.0
    Trot Nixon 94 1 0 0 1 94.0
    Miguel Tejada 190 2 0 0 2 95.0
    Miguel Olivo 97 1 0 0 1 97.0
    Ty Wigginton 98 1 0 0 1 98.0
    Clint Barmes 98 0 1 0 1 98.0
    Carlos Beltran 99 0 1 0 1 99.0
    Mark Ellis 99 1 0 0 1 99.0
    Aubrey Huff 100 0 1 0 1 100.0
    Cory Sullivan 101 1 0 0 1 101.0
    Brian Schneider 101 1 0 0 1 101.0
    Carlos Delgado 101 1 0 0 1 101.0
    Angel Berroa 102 1 0 0 1 102.0
    Mike Jacobs 103 1 0 0 1 103.0
    Endy Chavez 104 1 0 0 1 104.0
    Brady Clark 105 0 1 0 1 105.0
    Nick Swisher 106 1 0 0 1 106.0
    Ichiro Suzuki 215 2 0 0 2 107.5
    Adam LaRoche 108 1 0 0 1 108.0
    Manny Ramirez 109 1 0 0 1 109.0
    Andre Ethier 111 1 0 0 1 111.0
    Corey Patterson 112 1 0 0 1 112.0
    Josh Willingham 113 1 0 0 1 113.0
    Todd Walker 114 1 0 0 1 114.0
    Xavier Nady 114 1 0 0 1 114.0
    Geoff Jenkins 114 0 1 0 1 114.0
    Preston Wilson 115 1 0 0 1 115.0
    Royce Clayton 115 1 0 0 1 115.0
    Juan Rivera 116 1 0 0 1 116.0
    Jose Castillo 117 1 0 0 1 117.0
    Adam Everett 117 1 0 0 1 117.0
    Austin Kearns 118 1 0 0 1 118.0
    Alexis Rios 119 1 0 0 1 119.0
    Ray Durham 120 1 0 0 1 120.0
    Jeff Conine 121 1 0 0 1 121.0
    Nomar Garciaparra 122 1 0 0 1 122.0
    Eric Byrnes 124 0 1 0 1 124.0
    Frank Catalanotto 124 1 0 0 1 124.0
    Joe Crede 124 1 0 0 1 124.0
    Brad Hawpe 124 0 1 0 1 124.0
    Jacque Jones 125 1 0 0 1 125.0
    Jermaine Dye 126 1 0 0 1 126.0
    Conor Jackson 126 1 0 0 1 126.0
    Shea Hillenbrand 126 1 0 0 1 126.0
    Kenji Johjima 129 1 0 0 1 129.0
    Ronny Paulino 131 1 0 0 1 131.0
    Nick Punto 132 1 0 0 1 132.0
    A.J. Pierzynski 134 1 0 0 1 134.0
    Scott Podsednik 134 0 1 0 1 134.0
    Garret Anderson 135 1 0 0 1 135.0
    Ron Belliard 135 1 0 0 1 135.0
    Mark DeRosa 141 1 0 0 1 141.0
    Mike Lowell 143 0 1 0 1 143.0
    Dave Roberts 144 1 0 0 1 144.0
    Luis Gonzalez 144 1 0 0 1 144.0
    Dan Uggla 145 0 0 1 1 145.0
    Kevin Youkilis 146 1 0 0 1 146.0
    Bobby Abreu 148 1 0 0 1 148.0
    Adrian Gonzalez 149 1 0 0 1 149.0
    Brian Roberts 151 0 1 0 1 151.0
    Orlando Hudson 151 1 0 0 1 151.0
    Vernon Wells 153 1 0 0 1 153.0
    Aaron Hill 153 1 0 0 1 153.0
    David Wright 155 1 0 0 1 155.0
    Paul Lo Duca 158 0 1 0 1 158.0
    Lyle Overbay 159 1 0 0 1 159.0
    Grady Sizemore 162 0 1 0 1 162.0
    Matt Holliday 162 1 0 0 1 162.0
    Carl Crawford 165 0 0 1 1 165.0
    Jimmy Rollins 166 1 0 0 1 166.0
    Miguel Cabrera 169 1 0 0 1 169.0
    Chase Utley 171 1 0 0 1 171.0
    Rafael Furcal 181 0 1 0 1 181.0
    Derek Jeter 200 1 0 0 1 200.0

    It should also be noted that Michael Young through 2006 had 1,010 singles, doubles, and triples and had yet to be thrown out stretching a hit.

    Sunday, April 29, 2007

    Rookie Turns Three

    The Rockies finished up their short three game homestand against the Braves today. I was scoring for MLB.com and in the top of 7th I saw something I and not many others had personally witnessed before. After Kelly Johnson singled to center to open the inning and Edgar Renteria grounded a single to left against Zach McClellan the count had run to three and two against Chipper Jones. The runners were moving on the pitch and Jones hit a line drive to Troy Tulowitzki at shortstop. He caught the ball as he was moving towards second and then attempted to step on second before tagging Renteria coming down from first. Triple play. I say attempted since it appeared he missed the bag the first time and then went back to touch it after tagging Renteria. The play was scored 6/LTP.2X2(6);1X1(6) in Retrosheet lingo. Either way it was just the 12th unassisted triple play in Major League history during the regular season and the first since Rafael Furcal turned the trick on August 10th 2003 against the Cardinals. Since 1968 it's only the fifth.

    Interestingly, there were two of them turned in 1923 one by the Red Sox on September 14th and the other by the (Boston) Braves on October 6th. There were also two turned in 1927 on consecutive days by the Cubs Jim Cooney on May 30th and the Tigers Johnny Neun on May 31st. There was one unassisted triple play in the post season belonging to Bill Wambsganss in the 1920 World Series for the Indians. This is also the 8th instance of a shortstop turning one. There were three by second baseman and two by first baseman.

    The game was notable for a couple other reasons as well as Todd Helton set the Rockies single game record for walks with five. He singled in the first and then walked in the 2nd, 5th, 7th, 9th, and 11th. That last walk came right before Matt Holliday ended it on a walk-off two-run homer to center field against Steve Coyler. Up until that point Holliday had had a rough day going one for five with only an infield single in the 9th inning rally where the Rockies tied the game at 7 against Braves closer Bob Wickman. Prior to that Holliday had struck out and grounded into two double plays in addition to flying out to right. For Helton that gives him 32 hits and 24 walks on the season good for a .523 on base percentage. He still just has the one homerun and so you begin to wonder whether the power is permanately gone or not. Holliday now has 41 hits and continues to lead the league in hitting at .394 and extended his hitting streak to 12 games. Brad Hawpe also homered in the game (his first of the year) accounting for the Rox sixth and seventh homeruns of the season here at Coors and their first multi-homerun game all season. Their home record stands at 6-7 as they head out on the road to face the Giants. In another quirk of the current schedule, as the Rockies make their 9 day road trip they'll land in all four time zones.

    Friday, April 27, 2007

    Chat Today!

    Just a reminder that I'm chatting today on Baseball Prospectus - 1pm Eastern. You can also submit questions early.

    Update: The transcript has been posted. Thanks again to everyone who participated.

    Wednesday, April 25, 2007

    Wednesday Links

    A few interesting links that I was perusing today...

  • Move Over, Moneyball: Stat nerds are out! Biomechanics nerds are in! Interesting article on Slate.com that talks about the increasing availability of information, in this case video, that is creating a new avenue for fans and analysts alike. Two examples include the articles by Chris Gomez on The Hardball Times and of course Will Carroll's work as found on MLB.com on Dice-K. While there is subjective evaluation here, this is a good example of the power of the "wisdom of crowds" enabled by the forces described in the book Wikinomics - a convergence of the general trends of increasing information technology and an ever-widening communications infrastructure.


  • No Excuse: Why did NBC air so much evil now? An excellent short argument for why NBC's actions in airing the videos of a madman were without excuse. It seems to me that their obligation was to hand over the material to the authorities, period. But beyond that, as powerful shapers of the public environment in which we all are immersed, they are obligated to take into consideration the effect of airing such material. One would hope their ethics would lead them to decide that the material does not serve the public good and in fact is likely to have deleterious effects by glorifying the act. Sorry so heavy but the post referred to hit a nerve.


  • Lies, Damned Lies: The Cruelest Month. A great look at the effect of the early season weather on run scoring by Nate Silver. April is indicative but this season there are special considerations.


  • Going the Other Way. John Walsh at THT wrote one of those articles that leads me to say "why haven't I done this?" Anyway, some mixed results but interesting nonetheless.


  • Taking a Bat to Prejudice. Great tribute to Jackie Robinson by George Will. Amidst the 60th anniversary celebration there was much made of the fact that the percentage of blacks in the major leagues has fallen steadily to where it is now 8.5% (it was 30% in the mid 1970s). While I agree that this is a problem from the perspective of baseball which should be competing for the best athletes with basketball and football it doesn't seem to be the larger societal problem that some make it out to be. Yes there are issues with economic disparity that may help to bar entry related to the breakdown of the African American family, but the rise of Latin and Asian players and the lure of other sports is probably the more effective cause. As a side note the fact that players from outside the country are not exposed to a shared draft also provides incentives for teams to devote increasing resources to international scouting and player development.

  • Tuesday, April 24, 2007

    Clutch...Again

    An interesting article by Dejan Kovacevic of the Pittsburgh Post-Gazette on clutch hitting that basically hits on the variety of viewpoints on the subject. Your truly is quoted on the sabermetric perspective - a view that I've expounded on elsewhere. For a list of studies on this topic take a look at Cyril Morong's site.

    Rays Win!

    Last night I had my first opportunity to take in a game at Tropicana Field and so what follows are a few impressions.

  • The park is easily accessible from the I-275/175 split in St. Petersburg and despite a little traffic arrived at the park from near downtown Tampa is less than an hour.


  • More importantly, though, the parking was free to the first 7,000 cars. I think this was policy that started last season. Since the crowd was just over 20,000 last night I easily made it in and was able to park just a 100 yards or so from the entrance.



  • As you walk up to the facility you're greeted by Rays cheerleaders or whatever they're called and you begin to get the feeling that the experience will be more like a football game than a baseball game.


  • I understand there have been fairly significant changes to the facility in the last couple of years and where I entered behind right field you get the feel that they're working hard to make the park fan-friendly. Large murals on the history of baseball in the St. Petersburg area cover the walls and along with a wide variety of food you find booths for kids activities include a science and baseball activity and a number of video boards. Apparently the park also include a Ted Williams museum and a rays "touch tank" (I assume full of rays) neither of which I found on my brief foray in the 6th inning to survey other parts of the park. The new video board in right center and the strip along the upper deck in left center are both large and crystal clear. In fact, the one in right-center is so large and dominating that I scolded myself a couple times for failing to watch the field instead of the board.


  • On this night the staff were giving out cow bells to the Rays faithful and upon seeing my Colorado Rockies hat refused to give me a bell (for which I'm glad since my eight-year old would have had no end of fun clunking all throughout the house). But they also give out free programs that while smaller than an 8 1/2 by 11 style magazine that most teams have, is packed with information including a nice article on Rays prospects by Kevin Goldstein of Baseball Prospectus. And when I approached a vendor to ask about a scorecard it turns out they're small and free as well (the scorecard not the vendors). I found myself writing incredibly small and still not able to fit in the notations I usually use.



  • After I finally found my seat in the third deck behind home plate (passing a very nice mural of the back side of an old baseball grandstand visible as you ride the escalators) I was surprised at the number of pregame activities underway. Several giveaways, a pregame song or two from a couple of female singers I didn't recognize, and a bunch of announcements all emceed by a good looking youngish man with a big voice and an overabundance of energy. I've seen this sort of activity level at minor league games and the Colorado Springs Sky Sox do something very similar with a "host" of sorts who entertains before the game and between innings but never at the major league level. At each half-inning break the emcee would run some contest or game and all eyes were glued to the video board and accompanying some of the contests were musical selections with the "cheer squad" merrily dancing on top of the dugouts. And of course inside the dome all of it was pretty loud and I'll have to admit the purist in me was a bit taken aback although I did enjoy the Imperial March background music as the Yankees were being introduced. The introduction of the Rays starting lineup was akin to an NBA introduction with the announcer at the top of his voice and the video board doing its part. One wonders whether the perceived need to turn baseball games into spectacles like football games will ultimately be good for the sport. Be that as it may there is no denying that younger fans find the gaudiness of those sports attractive.


  • The game was of course interesting as well as the Devil Rays jumped all over Kei Igawa who simply didn't look sharp. His fastball topped out at 90mph and he was throwing his changeup alot which comes in around 80 as well as a slider in the low 80s. In any case his location wasn't good as he walked three and gave up eight hits and seven runs in four and third innings going 97 pitches. Roco Baldelli and B.J. Upton both homered off of Igawa. Baldelli's was a long blast to left center in the first and Upton was a line drive that actually hit the left field foul pole just a couple feet above the low fence line at the 315 foot mark. Since the ball ricocheted to the foul side it wasn't immediately obvious it was a homerun. Casey Fossum wasn't much better giving up 10 hits and six runs in five and two-thirds. He gave up the first of the two Alex Rodriguez homeruns although it was entertaining to watch him throw the "Fossum Flip" to several hitters getting Bobby Abreu in the third to fly out and Derek Jeter in the fifth to ground out. The pitch to Abreu was clocked at 52 mph.


  • Other than A-Rod I think I was most impressed with the throwing arm of Elijah Dukes. He made three throws on fly balls that were strong and accurate and although he didn't catch any of the three runners, it's clear that his three outfield assists thus far (to lead all rookies) is no fluke.


  • There's not much else to say about A-Rod. His two homeruns give him 14 for the month and so with six games left to play he should break the pre-May homerun and RBI records which stand at 14 and 36. He also made a sparkling defensive play in the first inning on a sharp grounder by Ty Wiggington.


  • In the end the Ray won the game 10-8 with A-Rod's second homerun plating the final two runs in the top of the ninth off of Rays closer Al Reyes. Each team used six pitchers and with names like Bean, Meyers, Bruney, Vizcaino, Glover, Camp, Salas, and Stokes all making appearances it's not surprising that there were 28 hits and 11 walks in the game. The fans used their cow bells effectively in the bottom of the ninth although there were plenty of Yankees fans and there was plenty of celebrating on the way to the parking lot.


  • All in all a nice evening.

    Friday, April 20, 2007

    Quick Workers and Human Rain Delays

    After watching and reading about Mark Buehrle's no-hitter the other night I wondered which pitchers have been known as quick workers (meaning pitchers whose tempo is accelerated and not pitchers who pitch to contact) and which are, shall we say, a little more deliberate. With the help of some BP staffers I've come up with the following lists of quick and slow workers by reputation. I'd appreciate any other contributions to the list from any era.

    Quick Workers (no particular order)
    Mark Buehrle
    Zane Smith
    Bob Gibson
    Jim Kaat
    Bronson Arroyo
    John Lieber
    Catfish Hunter
    Roy Halladay
    Greg Maddux
    Tim Wakefield
    Mark Mulder

    Slow Workers
    Vicente Padilla
    Joey Hamilton
    Jeff Gray
    Steve Trachsel

    Others..and why do you suppose the first list includes pitchers of higher quality? Do we simply remember when good pitchers work quickly or is that a part of their success?

    Friars and Rox

    Getting set for a nice weekend of baseball and so a few notes...

    Tonight the Padres come to town to take on the Rockies with Chris Young facing Josh Fogg. I'll have to admit that mentioned in the BP2K7 all things considered Fogg turned in a better 2006 season than most would have predicted. Once again though he was still hit hard by lefties to the tune of .309/.388/.512 and fell apart in August and September. Some of that can no doubt be attributed to bone chips that he had to have removed from his elbow after the season. Of course he does get groundballs with his sinker (I happened to attend his masterpiece against the Mariners at SafeCo Field last season that lasted all of 1 hour and 52 minutes) and yet he still struggled mightily at Coors Field. The Rockies management really like his approach and attitude and since Byung-Hyun Kim has struggled, it appears the fifth spot is Fogg's to lose. This will be his third start of the season although he did appear in relief last Monday against the Giants.

    Interestingly there have been only 6 homeruns hit at Coors Field this season ahead of only Camden Yards for fewest per game this season. Unfortunately most of that poor showing can be attributed to the Rockies hitters who also have only hit 39 extra basse hits all season ahead of only St. Louis, Washington, and Cincinnati and have been shutout in extra base hits 4 times this season. And not surprisingly the Wrigley Field has seen only 6 homeruns in 495 at bats as well.

    As far as the Padres are concerned they come into tonight's game with Heath Bell and Cla Meredith each having thrown 10.3 scoreless innings out of the bullpen. They also have rookie Kevin Cameron who has thrown 9.0 innings of scoreless relief to start his career (most for a San Diego pitcher to begin a career since Clay Condrey worked 14.3 innings in August and Septemebr of 2002 - aren't you glad you know that?). Trevor Hoffman has also thrown six scoreless innings and overall Padres relievers rank second in the NL with a 2.15 ERA (15 ER in 62.7 IP) behind only the Mets (1.51, 7ER/41.7 IP). They've held opposing hitters to a .181 average and have 47 Ks to boot.

    Tomorrow there will be an interesting SABR meeting before the 6:05 game. Should be a fun weekend.

    Thursday, April 19, 2007

    Thrown Out in the End

    My column today on Baseball Prospectus focused on the unhappy circumstance of Erick Aybar being caught stealing to end two different games this season. It turns out that getting thrown out to end a game has happened 84 times since 1970 (excluding 1999) and so it's not as rare as at least I first thought. I then discuss the strategic calculation in these events from the general and specific Aybar cases.

    The second half of the article deals with another demonstration of baseball's version of natural selection in how starting jobs are kept or lost piggy-backing on an article from two weeks ago chronicling the demise of Angel Berroa.

    Wednesday, April 18, 2007

    A Different Look at Post Season Odds

    Just getting set to score the Rockies/Dodgers game tonight at Coors Field with Derek Lowe up against Rodrigo Lopez. Lopez has pitched surprisingly well this season giving up 2 runs and 6 hits in 7 innings against Arizona on April 4th and one run on 5 hits in 6 innings against the Dodgers on April 10th. We'll see what he has tonight.

    Since we're early in the season and the discussion at this time of year always turns to small sample sizes I thought I'd take a different look at post season odds than the one we use on Baseball Prospectus where the system uses our adjusted standings and runs simulations of 1,000,000 seasons to determine the probability of each team winning their division, taking the wild card, and making it to the postseason. There are also ELO and PECOTA adjusted versions and overall that approach is similar to the kinds of simulations I've run in the past for looking at postseason odds.

    What I did here was different and is instead rooted in sort of the inverse of the uniformitarian philosophy embodied by the phrase "the present is the key to the past". In other words, it's a view from the historical record.

    The first table below compares each 2007 team's record as of this afternoon to all other teams who have ever had that record and then includes two pieces of information - the average final winning percentage of all of those teams and the percentage of the time those teams reached the post season.


    W L Teams FinalPct PSPct Teams
    10 4 149 0.560 0.302 Dodgers
    8 4 266 0.545 0.282 Mets
    9 4 198 0.559 0.278 Braves
    8 5 327 0.529 0.248 Blue Jays, Twins
    8 6 368 0.528 0.209 Reds, Padres
    6 4 416 0.526 0.207 Indians
    7 5 393 0.521 0.201 Red Sox
    9 6 312 0.529 0.196 Tigers, Diamondbacks
    5 4 493 0.520 0.185 Mariners
    7 6 403 0.514 0.154 Brewers
    7 7 359 0.504 0.131 Orioles, A's
    6 6 425 0.503 0.118 Yankees, Astros,Pirates
    6 7 362 0.490 0.099 Rangers,Marlins, Cardinals
    5 7 371 0.475 0.078 White Sox
    6 8 349 0.475 0.074 Devil Rays, Angels, Rockies
    5 8 335 0.463 0.060 Cubs
    3 9 143 0.438 0.049 Phillies
    4 8 241 0.450 0.046 Giants
    4 10 149 0.438 0.040 Nationals
    4 11 110 0.428 0.027 Royals


    So here we see the Dodgers at 10-4 have the highest probability of reaching the post season at 30.2% (our basic report on BP has them at 41.2%) and teams in their position have gone on to play .560 baseball over the course of the season equivalent to 91 wins. On the opposite side the Royals have a 2.7% chance of reaching the post season (BP has them at 7.8% which seems extraordinarily high to me) and teams have come in at 69 wins (.428).

    But of course this technique doesn't take into consideration the fact that more teams reach the playoffs given the current format. The following table takes this into account by looking only at seasons since 1995 when the three division format and wild card were introduced.


    W L Teams Final PctPSPct Teams
    9 4 25 0.555 0.480 Braves
    10 4 23 0.545 0.435 Dodgers
    8 4 49 0.544 0.429 Mets
    8 5 66 0.530 0.394 Blue Jays, Twins
    9 6 58 0.529 0.379 Tigers, Diamondbacks
    8 6 66 0.523 0.364 Reds, Padres
    7 5 70 0.515 0.357 Red Sox
    5 4 84 0.519 0.345 Mariners
    6 4 68 0.520 0.338 Indians
    7 7 65 0.500 0.292 Orioles, A's
    7 6 65 0.501 0.262 Brewers
    6 7 70 0.496 0.243 Rangers,Marlins, Cardinals
    6 6 75 0.503 0.227 Yankees, Astros,Pirates
    5 7 56 0.476 0.179 White Sox
    5 8 54 0.480 0.167 Cubs
    6 8 64 0.481 0.156 Devil Rays, Angels, Rockies
    4 8 44 0.465 0.136 Giants
    4 11 20 0.446 0.100 Royals
    4 10 24 0.447 0.083 Nationals
    3 9 20 0.448 0.050 Phillies


    The smaller sample here illogically puts the Braves at 9-4 ahead of the Dodgers at 10-4, but as you can see the odds of those teams reaching the post season goes up quite a bit since approximately 28% of all teams have made the playoffs since 1995.

    Mostly what this tells us is that it is a long season and unless your team is 4-11, 4-10, or 3-9, based on history they still have a chance to make some noise.

    Monday, April 16, 2007

    Hitless (almost) Winning

    Yesterday the Cleveland Indians beat the Chicago White Sox 2-1 as the Indians managed only a single hit. Both of the Indians runs were unearned as the result of three Sox errors and a bases loaded walk by Jose Contreras.

    Be that as it may that prompted me to take a look at how many games have been won by a team who managed just one hit. The complete list going back to 1957 (and excluding 1999) sorted in descending order by date is as follows...


    2006-09-03 NYN at HOU W (2-1)
    2006-06-22 SLN at CHA W (1-0)
    2005-08-23 CHA at MIN W (1-0)
    2002-04-27 NYA at SEA W (1-0)
    2000-05-21 CHA W (2-1) at TOR
    1997-09-03 BOS at MON W (1-0)
    1996-04-13 KCA W (3-2) at MIL
    1995-08-02 TOR at BAL W (1-0)
    1993-07-27 TEX W (1-0) at KCA
    1992-07-25 PIT at ATL W (1-0)
    1992-04-14 OAK at KCA W (3-1)
    1991-09-14 NYN at SLN W (2-1)
    1989-08-15 TEX at SEA W (2-0)
    1986-09-07 SFN W (1-0) at MON
    1986-06-16 TEX at CAL W (2-1)
    1984-08-24 CIN W (2-0) at PIT
    1983-05-18 CHA at BAL W (1-0)
    1982-09-05 ATL at MON W (2-1)
    1975-07-19 CHN at SDN W (2-1)
    1974-09-08 CHA W (1-0) at CAL
    1974-09-04 CIN W (2-1) at HOU
    1971-09-02 KCA at MIL W (1-0)
    1971-07-30 KCA at BAL W (1-0)
    1969-09-05 ATL at CIN W (2-11)
    1969-06-08 CAL W (3-2) at CLE
    1965-09-09 CHN at LAN W (1-0)
    1965-05-15 CHN at LAN W (3-1)
    1964-09-12 KC1 at BAL W (1-0)
    1964-09-06 BOS at MIN W (2-1)
    1959-05-26 PIT at MLN W (1-0)
    1957-06-16 MLN at PHI W (1-0)

    Wednesday, April 11, 2007

    Assignment Discovery: Sabermetrics

    I was alerted by a fellow Cubs fan that the program "Statistics and Data Analysis in Sports" will be airing on the Discovery Channel on April 17th. The description of the show on their web site says:

    Using only a calculator, a stat book, and some custom equations, a new generation of baseball statisticians believes that it's possible to predict a player's true value to his team. The results will surprise you.
    It'll be interesting to see if they're really talking about "prediction" or simply quantification after the fact. The former has its limits while the latter is very well understood. I'm also interested in these types of presentations since they often misrepresent and distort subjects that are somewhat technical. I wrote about two depictions of sabermetrics back in November in a column titled "The Numb3rs Game" on BP.

    Wednesday, April 04, 2007

    Selection Pressure

    In my column tomorrow on Baseball Prospectus I chronicle the decline of Angel Berroa in an article titled "In the Arms of an Angel". After summarizing Berroa's tenure since coming into the Royals system in the Johnny Damon trade, I do a little analysis to document players who, like Berroa, had three straight years of decreasing productivity while in their prime and retaining their regular jobs. I did this by looking at OPS park adjusted and normalized by league for players between the ages of 24 and 30 while garnering 400 or more plate appearances.

    It turns out that has happened 96 times in baseball history for 85 different players. Those 96 instances are shown in the table below sorted by primary position of the player in their first year (the second year would be the first year of the decline) and NOPS/PF in that first year. You'll then see their NOPS/PF for each subsequent season and the average decline per year calculated using the geometric mean. The list is sorted by position since a shortstop has a greater probability of keeping his job even in an offensive decline given that his defense is more important and therefore a good defender will see less selection pressure applied to his offense.


    NOPS/PF
    Name Yr1POS Yr1Age Year1 Year1 Year2 Year3 Year4 Avg
    Jimmie Foxx 1B 24 1932 160 157 150 147 2.6%
    Lou Gehrig 1B 27 1930 158 155 147 145 2.4%
    Norm Cash 1B 26 1961 157 123 122 115 4.7%
    Jimmie Foxx 1B 25 1933 157 150 147 133 4.4%
    Jimmie Foxx 1B 26 1934 150 147 133 119 5.9%
    Andres Galarraga 1B 27 1988 130 111 104 88 11.2%
    Keith Hernandez 1B 25 1979 130 128 124 116 3.1%
    Eddie Murray 1B 27 1983 129 128 126 118 2.0%
    Gregg Jefferies 1B 25 1993 124 119 106 101 5.9%
    Sean Casey 1B 24 1999 123 113 110 90 7.3%
    Gregg Jefferies 1B 26 1994 119 106 101 98 5.3%
    Willie Upshaw 1B 26 1983 118 110 106 95 6.3%
    Steve Balboni 1B 27 1984 112 107 99 91 6.5%
    Willie Upshaw 1B 27 1984 110 106 95 93 4.3%
    --------------------------------------------------------------------------------
    Eddie Collins 2B 27 1914 145 137 124 118 6.3%
    Larry Doyle 2B 24 1911 133 121 111 110 4.1%
    Jimmy Williams 2B 24 1901 125 122 109 107 3.6%
    Jimmy Williams 2B 25 1902 122 109 107 102 4.5%
    Frankie Frisch 2B 24 1923 121 120 114 107 2.9%
    Bret Boone 2B 25 1994 116 104 86 85 5.9%
    Carlos Baerga 2B 24 1993 113 110 105 88 5.8%
    Tony Cuccinello 2B 27 1935 112 111 110 104 1.6%
    Damion Easley 2B 27 1997 110 104 99 98 3.0%
    Marty McManus 2B 24 1924 110 105 102 101 2.3%
    Billy Goodman 2B 27 1953 108 101 100 98 2.3%
    Dick Egan 2B 25 1909 107 94 92 89 4.4%
    --------------------------------------------------------------------------------
    Eddie Mathews 3B 27 1959 142 139 132 124 4.0%
    Heinie Zimmerman 3B 25 1912 140 129 116 107 8.5%
    Richie Hebner 3B 24 1972 132 120 119 103 4.7%
    Tommy Leach 3B 24 1902 121 115 103 101 4.6%
    Richie Hebner 3B 25 1973 120 119 103 101 2.8%
    Max Alvis 3B 25 1963 115 110 103 101 3.8%
    Kevin Seitzer 3B 25 1987 114 110 102 101 2.9%
    Bill Mueller 3B 26 1997 109 107 104 97 3.3%
    Bobby Byrne 3B 27 1912 109 98 96 84 6.4%
    Eddie Foster 3B 27 1914 108 104 102 93 4.0%
    Bill Coughlin 3B 26 1905 102 95 92 83 6.0%
    --------------------------------------------------------------------------------
    Mike Scioscia C 26 1985 121 104 98 97 4.4%
    Gus Triandos C 27 1958 114 109 107 104 2.8%
    Manny Sanguillen C 27 1971 113 108 104 101 3.6%
    Rick Ferrell C 25 1931 109 107 106 101 2.0%
    Sammy White C 24 1953 102 99 96 82 5.1%
    --------------------------------------------------------------------------------
    Ken Griffey CF 27 1997 135 127 121 118 4.1%
    Raul Mondesi CF 27 1998 114 108 107 101 3.0%
    Brian Hunter CF 25 1996 94 90 82 73 7.5%
    --------------------------------------------------------------------------------
    Bobby Higginson LF 25 1996 125 118 108 94 8.5%
    --------------------------------------------------------------------------------
    Ty Cobb OF 25 1912 156 154 152 147 1.8%
    Ty Cobb OF 26 1913 154 152 147 144 2.1%
    Kevin Mitchell OF 27 1989 153 131 126 108 9.2%
    Tris Speaker OF 24 1912 149 147 145 130 2.7%
    Albert Belle OF 27 1994 148 142 130 109 8.2%
    Bobby Murcer OF 25 1971 147 141 118 105 9.0%
    Joe Medwick OF 25 1937 147 125 119 118 3.9%
    Tito Francona OF 25 1959 142 118 116 103 6.8%
    Duke Snider OF 27 1954 142 140 133 126 3.3%
    Edd Roush OF 24 1917 136 131 128 125 2.7%
    Tony Oliva OF 25 1964 131 126 123 119 3.1%
    Mike Greenwell OF 24 1988 130 112 109 104 5.5%
    Jim Rice OF 25 1978 130 128 112 109 3.7%
    Steve Kemp OF 24 1979 125 116 115 111 2.8%
    Kirk Gibson OF 27 1984 123 122 117 116 1.4%
    Tom Tresh OF 27 1965 123 115 106 98 7.3%
    Jim Russell OF 25 1944 123 115 110 99 6.6%
    Al Smith OF 27 1955 121 110 104 103 3.6%
    Greasy Neale OF 25 1917 120 110 100 95 7.2%
    Carl Furillo OF 27 1949 119 110 107 94 6.3%
    Amos Otis OF 25 1972 118 115 110 101 4.5%
    Tito Francona OF 26 1960 118 116 103 93 5.7%
    Phil Bradley OF 26 1985 117 114 109 108 2.2%
    Steve Kemp OF 25 1980 116 115 111 101 3.0%
    Paul Blair OF 25 1969 116 111 104 96 5.9%
    Gus Bell OF 26 1955 116 115 101 93 4.4%
    Jack Smith OF 26 1921 115 113 106 97 4.5%
    Jackie Brandt OF 27 1961 114 111 103 97 4.8%
    Luis Polonia OF 26 1990 112 101 94 86 8.3%
    Mule Haas OF 27 1931 111 102 101 93 4.0%
    Marty Cordova OF 25 1995 110 106 96 92 5.2%
    Marquis Grissom OF 25 1992 110 107 103 93 4.6%
    Don Mueller OF 27 1954 108 98 86 83 7.3%
    Joe Vosmik OF 27 1937 107 105 96 94 3.2%
    Devon White OF 24 1987 101 97 93 90 3.7%
    --------------------------------------------------------------------------------
    Raul Mondesi RF 26 1997 127 114 108 107 3.7%
    --------------------------------------------------------------------------------
    Alex Rodriguez SS 24 2000 136 134 127 125 2.3%
    Robin Yount SS 26 1982 135 127 113 107 7.0%
    Alex Rodriguez SS 25 2001 134 127 125 117 3.7%
    Barry Larkin SS 27 1991 126 120 116 107 5.0%
    Ray Chapman SS 26 1917 119 111 109 108 2.2%
    Travis Fryman SS 24 1993 117 103 98 97 3.9%
    Freddy Parent SS 27 1903 117 115 95 93 4.0%
    Jeff Blauser SS 26 1992 116 115 94 89 4.4%
    Jay Bell SS 27 1993 115 106 99 96 5.4%
    Jody Reed SS 26 1989 106 104 99 87 4.8%
    Chick Galloway SS 25 1922 106 94 87 79 9.2%
    Rafael Ramirez SS 24 1982 99 98 87 85 3.0%
    Angel Berroa SS 25 2003 98 92 90 73 6.3%
    Bud Harrelson SS 25 1969 93 92 91 86 1.9%


    What you'll notice of course is that all but four of these declines started with the hitter having an NOPS/PF greater than 100. As you might expect, players can retain their jobs through performance declines typically only if that decline starts from a fairly high plateau. Overall, the average of the first year is 123 and the fourth 104. You'll find Berroa second from the bottom as only Bud Harrelson began from a lower NOPS and retained his job through three years of decline. But you'll also notice that Berroa's decline averaged 6.3% while Harrelson was fairly steady at 1.9%.

    The bottom line is that Berroa's ability to keep his job was pretty much unprecedented given his offensive performance and even more incredible given that under John Dewan's Plus/Minus system and the data shared by The Hardball Times he fielded 84 fewer balls than would have been expected.

    Major League players are under a great deal of selection pressure akin to what organisms feel ala natural selection. Berroa didn't feel it nearly as acutely as he probably should have.

    Five Games Per Pitcher?

    I just had to pass this on after listening to the MLB.com Daily podcast earlier today. In an interview with Twins broadcaster Dan Gladden the topic turned to what the Twins might do regarding locking up some of their players like Johann Santana and Justin Morneau with long term contracts. When the discussion turned to Torii Hunter Gladden had this to say.

    "If you don't replace your gold glover in centerfield what you're going to have is Johann Santana, now that twenty-game winner he's gonna be a 15-16 game winner. All your other guys that are going to win 12, 13 ballgames now are going to win 9 and maybe 10 games because you're losing something in your centerfield. Torii Hunter wins at least wins five games a year per pitcher - three to five games per pitcher just with his defense in centerfield."
    Five games a year with his defense per pitcher? So Hunter's defense is worth 25 wins? I'm sorry but even a non-stathead who has no understanding of sabermetric defensive metrics must realize how absurd this statement, when taken literally, is from a simple common sense persepctive. If he is worth 25 wins on defense then he's saving something like 250 runs all by himself.

    But most likely what Gladden was thinking was not that Hunter "wins" 25 games all by himself but rather impacts 25 games with good defensive plays and so Gladden mentally attributes the win to Hunter since without the play the team might have lost. Even so, what that formulation leaves out is the fact that any centerfielder will make some percentage of those difficult plays and so it's not as if another player would simply have failed to make all of those plays and therefore cost the team all of those games. And of course he probably selectively remembers all of the good plays and never the cost of over-aggressiveness that sometimes results in errors that let in runs.

    More realistically, in 2006 Hunter was slightly below average according to David Pinto's PMR and slightly above according to the Davenport Translations.

    Geivo-Fest!

    On Saturday April 21st the Rocky Mountain chapter of The Society for American Baseball Research will get together to discuss all things 2007 Rockies with Bill Geivett, Assistant General Manager and Vice President of Baseball Operations of the Rockies. We'll meet at 12:30 PM in The Caboose Room of The Chophouse at 1735 19th Street in Denver near Coors Field.

    The event will last until 2:30pm and then all are invited to take in the Rockies/Padres game at 6:05. Tickets are available for $7 and requests and payment can be sent to Paul Parker. Deadline for the tickets is April 18th.

    Back in the Saddle

    Last night I began my fourth season as an MLB.com "stringer" for the now Enhanced Gameday system (note that a minority of the parks include the equipment necessary to do the enhanced pitch tracking called Pitch F/X but the idea is to add more parks throughout the year and be close to having full coverage by midseason). My first year I was in Kansas City and for the last two have worked here at Coors Field. Today the Rockies will take on the Diamondbacks in the final game of the opening series and I'm sitting in while a rookie takes his turn at the keyboard.


    Last night the Rockies escaped with a 4-3 victory in 11 innings on the strength of some shoddy D'Backs defense in the bottom of the 11th inning. After Todd Helton and Matt Holliday started the inning with opposite field singles, Brad Hawpe grounded into a 6-3 double play to put Helton as the tying run on third with two outs. Troy Tulowitzki then hit a Jose Valverde pitch to right field that was poorly played by Eric Brynes and Tulowitzki was credited with a double. On an 0-1 count Chris Iannetta hit a grounder to third baseman Alberto Callaspo and it skipped under his glove for an error and a 4-3 Rockies win.

    In the top of the 11th Byung-Hyun Kim got the first two outs before walking 8th place hitter Chris Snyder and hitting Callaspo. Stephen Drew singled to right to score Snyder to give the Diamondbacks the 3-2 lead they carried into the bottom of the frame. The Rockies, however, should never have been in that position. Some poor bullpen management by interim manager Jamie Quirk (Clint Hurdle was serving a one-game suspension stemming from a spring training incident that involved starter Jeff Francis) saw Manual Corpas, LaTroy Hawkins, Brian Fuentes, and Ramon Ramirez all pitch just one inning each which led to having to resort to Kim with the game on the line in the 11th. That said, Quirk did have the good sense or good fortune to bring Kim in when he would face three righthanders to start the inning. As mentioned in our BP2K7 player comment on Kim lefties tagged him to the tune of .325/.414/.534 in 2006 and interestingly, even though he's probably better suited to a relief role (a ROOGY?) given his splits, as he did last night he seems to have control issues out the pen and last season the Rockies brass complained that he works too fast with runners on base. Once runners got on last night Quirk had fewer options and so did not bring in his last lefty reliever in Jeremy Affeldt (with Tom Martin on the DL).

    The game also saw a play that I don't think I've seen before. With one out in the top of the third and runners on first and second Snyder hit a fly ball to short right field where Hawpe promptly dropped the ball. The runner on second hesitated and Hawpe had time to relay the ball to Troy Tulowitzki who then threw on to Garrett Atkins to complete the force play. So the play was coded 965(1)/FO/F.1-2. Querying the Retrosheet logs I don't see a similar force play by a right fielder on a runner heading to third. Maybe it was unique.

    By the way, here is an excellent article by Joe Sheehan (not the Baseball Prospectus one) on using some of the data generated by the new Gameday implementation. This is similar, although Joe did more work, to an article titled "The Information Revolution" I wrote during the World Series last year.

    Monday, April 02, 2007

    Opening Day Hype

    In the spirit of BallBug there is a new site called BallHype that went live in the last day or so. Unlike BallBug it includes not only baseball but also other sports and allows users to vote and make comments on stories and thereby track those that have been "most hyped".

    Sunday, April 01, 2007

    Predictions Time

    The first pitch of the 2007 season is upon us and just in time the 2007 Baseball Prospectus staff predictions have been posted. You can find mine here. In addition to the regular predictions there are also a couple of fun questions one of which is Daisuke Matsuzaka's projected performance. In perusing the predictions posted by the rest of the staff it's clear that I'm on the lower end with my 17-12, 4.22 ERA, 179 K. Only Alex Carnevale had him with a higher ERA at 4.35 but with a better record and more strikeouts (by one).

    Update: The National League predictions have now been posted.