HDF  0+` HTREE(%HEAPX datadata_descr8 0namebaseball-hitter (mldata0 comment 1988 Graphics Section Poster Session Displaying Analysis of Baseball Salaries The Statistical Graphics Section of the American Sta- tistical Association is sponsoring a special poster session titled "Why They Make What They Make - An Analysis of Major League Baseball Salaries." The session will be held in August 1988 at the meetings in New Orleans and is intended to allow members to compare techniques for analyzing and displaying data. The session provides a forum for both old and new graphical techniques to describe and summarize the data. The results of each analysis will be displayed during the poster session. Each participant will be given a space to display his/her results and other conference attendees will be encouraged to discuss them with you. There will not be any formal discussion or comparison of results. Rather, the opportunity is provided for informal comparison among ourselves. Since this session is treated as an organized contributed-paper session, you must submit a contributed- paper abstract to the ASA office. The abstract must be postmarked not later than February 15, 1988 AND identified as a contribution to the special Statistical Graphics Expo- sition. The forms can be found in future issues of AMSTAT News. The abstract can be very general. A sample which will suffice is provided below. Variations might include the software, hardware and techniques you plan to use. You have until August to work on the analysis. After the meet- ings you will be given an opportunity to include a short paper describing your analysis in the 1988 Proceedings of the Statistical Graphics Section. SAMPLE ABSTRACT Analysis of Baseball Salary Data * This analysis describes and summarizes the relation- ships between 1987 salaries of major league baseball players and the player's performance. We use graphical methods to show relationships between a player's salary to his 1986 and career performance statistics and the player's team. *Contribution to special Statistical Graphics Exposi- tion September 2, 1987 - 2 - Description of the 1988 Graphics Section Data Set The data consist of three files consisting of data on the regular and leading substitute hitters in 1986, the reg- ular pitchers in 1986 and the team statistics. The salary data were taken from Sports Illustrated, April 20, 1987. The salary of any player not included in that article is listed as an NA. The 1986 and career statistics were taken from The 1987 Baseball Encyclopedia Update published by Col- lier Books, Macmillan Publishing Company, New York. The team attendance figures were obtained from the Elias Sports Bureau, personal conversation. The goal is to use graphical methods to attempt to explain differences in the salaries of major league baseball players and to answer the question "Are players paid accord- ing to their performance?". September 2, 1987 - 3 - The Hitter File There is one line per hitter. Each data item is separated by a tab character. The variables are hitter's name, number of times at bat in 1986, number of hits in 1986, number of home runs in 1986, number of runs in 1986, number of runs batted in in 1986, number of walks in 1986, number of years in the major leagues, number of times at bat during his career, number of hits during his career, number of home runs during his career, number of runs during his career, number of runs batted in during his career, number of walks during his career, player's league at the end of 1986, player's division at the end of 1986, player's team at the end of 1986, player's position(s) in 1986, number of put outs in 1986, number of assists in 1986, number of errors in 1986, 1987 annual salary on opening day in thousands of dol- lars, player's league at the beginning of 1987, player's team at the beginning of 1987. The Pitcher File There is one line per pitcher. Each data item is separated by a tab character. The variables are pitcher's name, player's team at the end of in 1986, player's league at the end of 1986, number of wins in 1986, number of losses in 1986, earned run average in 1986, number of games in 1986, number of innings pitched in 1986, number of saves in 1986, number of years in the major leagues, number of wins during his career, number of losses during his career, earned run average during his career, number of games during his career, number of innings pitched during his career, number of saves during his career, 1987 annual salary on opening day in thousands of dol- lars, player's league at the beginning of 1987, player's team at the beginning of 1987. September 2, 1987 - 4 - The Team File There is one line per team. Each data item is separated by a tab character. The variables are league, division, position in final league standings in 1986, team, number of wins in 1986, number of losses in 1986, attendance for home games in 1986, attendance for away games in 1986, 1987 average salary. Coding for some of the Variables Team Names: N.Y. New York Phi. Philadelphia St.L. St. Louis Mon. Montreal Chi. Chicago Pit. Pittsburgh Hou. Houston Cin. Cincinnati S.F. San Francisco S.D. San Diego L.A. Los Angeles Atl. Atlanta Bos. Boston Det. Detroit Tor. Toronto Cle. Cleveland Mil. Milwaukee Bal. Baltimore Cal. California Tex. Texas K.C. Kansas City Oak. Oakland Min. Minnesota Sea. Seattle Leagues: N National A American Division: W West E East September 2, 1987 - 5 - Player's position(s): If a substitute played 70% of his games at one posi- tion, that is the only position listed for him. If he did not play 70% of his games at one position, but played 90% of his games at two position, he is listed with a combination position, such as "S2" for shortstop and second base, or "CO" for catcher and outfield. If a player failed to meet either the 70% or 90% requirement listed above, he is listed as a utillity player ("UT"). 1B First Base 2B Second Base SS Short Stop 3B Third Base RF Right Field CF Center Field LF Left Field C Catcher DH Designated Hitter OF Outfield UT Utility OS Outfield and Short Stop 3S Third Base and Short Stop 13 First and Third Base 3O Third Base and Outfield O1 Outfield and First Base S3 Short Stop and Third Base 32 Third and Second Base DO Designated Hitter and Outfield OD Outfield and Designated Hitter CD Catcher and Designated Hitter CS Catcher and Short Stop 23 Second and Third Base 1O First Base and Outfield 2S Second Base and Short Stop September 2, 1987 Note: the uncorrected data is being used! 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L.A.!Bos."Cle.#Det.$Min.%Tor.&S.D.'Mon.(S.D.)Atl.*Tex.+St.L.,Chi.-S.D..St.L./Min.0Bal.1Tex.2Pit.3St.L.4Cin.5Oak.6Hou.7Mon.8Atl.9N.Y.:Mon.;St.L.<Phi.=Mon.>N.Y.?Bos.@S.F.ACal.BMon.CSt.L.DN.Y.EChi.FTor.GK.C.HChi.IN.Y.JK.C.KAtl.LOak.MCin.NN.Y.OTex.PCal.QTex.RN.Y.SMil.TSea.UHou.VHou.WN.Y.XL.A.YCin.ZCin.[Bal.\Mil.]Bos.^Tor._Bal.`Bal.aL.A.bK.C.cTor.dMil.eK.C.fL.A.gN.Y.hHou.iN.Y.jMin.kMin.lCal.mAtl.nTor.oChi.pS.D.qCal.rPhi.sS.D.tSea.uChi.vTex.wPhi.xChi.yMon.zN.Y.{K.C.|Sea.}S.F.~Mon.Tor.Bal.Bal.Chi.Oak.Cle.St.L.Hou.Chi.Chi.Bal.Cle.Mil.Det.Chi.Cal.S.D.S.F.Pit.Sea.Chi.Pit.K.C.Sea.K.C.L.A.Atl.Mil.N.Y.Cle.S.F.Cle.Mil.S.F.Chi.St.L.Tor.Oak.Det.S.F.S.D.Mil.Hou.Bal.Cle.Chi.Tex.L.A.Oak.Bos.Mon.Chi.Det.Det.Cin.Phi.Cal.Det.Bos.Tor.S.F.N.Y.Sea.Oak.Oak.Chi.Cal.S.F.Bos.Cle.Chi.Cin.Hou.Cal.Cal.Hou.Atl.Cle.Sea.L.A.N.Y.S.F.Mil.S.D.Mil.L.A.St.L.Bal.Pit.Min.Cin.K.C.Oak.S.D.Pit.Mon.K.C.Atl.Cle.Det.Mon.Mon.Oak.Sea.Hou.Cle. Johnny_Ray Jeff_ReedJim_Rice Jerry_Royster John_Russell Juan_Samuel John_Shelby Joel_Skinner Jeff_Stone Jim_Sundberg Jim_Traber Jose_Uribe Jerry_WillardJoel_Youngblood Kevin_Bass Kal_Daniels Kirk_Gibson Ken_GriffeyKeith_Hernandez Kent_Hrbek Ken_LandreauxKevin_McReynoldsKevin_MitchellKeith_Moreland Ken_Oberkfell Ken_Phelps Kirby_PuckettKurt_Stillwell Leon_Durham Len_Dykstra Larry_HerndonLee_Lacy  Len_Matuszek  Lloyd_Moseby  Lance_Parrish  Larry_Parrish  Luis_Rivera Larry_Sheets Lonnie_Smith Lou_Whitaker Mike_Aldrete Marty_Barrett Mike_Brown Mike_Davis Mike_DiazMariano_Duncan Mike_EaslerMike_FitzgeraldMel_HallMickey_Hatcher Mike_Heath Mike_KingeryMike_LaValliere Mike_MarshallMike_Pagliarulo  Mark_Salas! Mike_Schmidt" Mike_Scioscia#Mickey_Tettleton$ Milt_Thompson% Mitch_Webster& Mookie_Wilson' Marvell_Wynne( Mike_Young) Nick_Esasky* Ozzie_Guillen+Oddibe_McDowell, Omar_Moreno- Ozzie_Smith. Ozzie_Virgil/ Phil_Bradley0 Phil_Garner1Pete_Incaviglia2 Paul_Molitor3 Pete_OBrien4 Pete_Rose5 Pat_Sheridan6 Pat_Tabler7Rafael_Belliard8 Rick_Burleson9 Randy_Bush: Rick_Cerone 0 0 0 000 00 00 0 00 0 0 0 00 0 0 0 0 0 0 0 0 00 0 0 0 0 0 0 0 0 0 0 0 00 0 00 0 0 00 0 0 0 0 00 000 00 0 0 00 0 0 00 0 0 000 0 0 0 0 0 00 0 0 0P 0Q 0R 0S 0T 0U 0V0W0X 0Y0Z 0[0\ 0] 0^ 0_ 0` 0a 0b 0c 0d 0e 0f 0g 0h0i 0j 0k 0l 0m 0n 0o 0p 0q 0r 0s0t 0u 0v 0w 0x 0y 0z0{ 0| 0} 0~ 0 0 00 00 000 0 00 0 0 0 0 0 0 0 0 0 00 0 00 0 00 0 0 0 0                                                 ! "# $ % & ' ( ) *+ , - . / 01 2 3 4 5 67 8 9 :00 0 0 000 0 0 0 0 0 0 00 0 00 0 0 00 0 0 00 00 0 0 0 0 0!0"0# 0$ 0%0& 0' 0( 0)0* 0+ 0,0- 0. 0/ 00 01 02 03 04 05 06 07 08 09 0:0; 0< 0= 0> 0? 0@ 0A 0B 0C 0D 0E 0F 0G 0H 0I0J 0K0L0M 0N 0OGCOL Ron_CeyRob_Deer Rick_Dempsey Rich_Gedman Ron_HasseyRickey_HendersonReggie_Jackson Ricky_Jones Ron_Kittle Ray_Knight Randy_Kutcher Rudy_Law Rick_Leach Rick_ManningRance_Mulliniks Ron_Oester Rey_QuinonesRafael_Ramirez Ronn_Reynolds Ron_Roenicke Ryne_SandbergRafael_Santana Rick_Schu Ruben_Sierra Roy_SmalleyRobby_Thompson Rob_WilfongReggie_Williams Robin_Yount Steve_Balboni Scott_Bradley Sid_Bream!Steve_Buechele"Shawon_Dunston#Scott_Fletcher$ Steve_Garvey% Steve_Jeltz&Steve_Lombardozzi' Spike_Owen( Steve_Sax) Tony_Armas*Tony_Bernazard+ Tom_Brookens, Tom_Brunansky-Tony_Fernandez. 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nominal:A,N$nominal:Atl.,Bal.,Bos.,Cal.,Chi.,Cin.,Cle.,Det.,Hou.,K.C.,L.A.,Mil.,Min.,Mon.,N.Y.,Oak.,Phi.,Pit.,S.D.,S.F.,Sea.,St.L.,Tex.,Tor.%numeric&numeric'numeric(numeric)numeric*numeric+numeric,numeric-numeric.numeric/numeric0Jnominal:Al_Newman,Alan_Ashby,Alan_Trammell,Alan_Wiggins,Alex_Trevino,Alfredo_Griffin,Alvin_Davis,Andre_Dawson,Andre_Thornton,Andres_Galarraga,Andres_Thomas,Andy_Allanson,Andy_Van_Slyke,Argenis_Salazar,Barry_Bonds,Ben_Oglivie,Bill_Almon,Bill_Buckner,Bill_Doran,Bill_Madlock,Bill_Russell,Bill_Schroeder,Billy_Beane,Billy_Hatcher,Billy_Jo_Robidoux,Billy_Sample,Bip_Roberts,Bo_Diaz,Bob_Boone,Bob_Brenly,Bob_Dernier,Bob_Horner,Bob_Kearney,Bob_Melvin,Bobby_Bonilla,Bobby_Grich,Bobby_Meacham,Brett_Butler,Brian_Downing,Brook_Jacoby,Bruce_Bochte,Bruce_Bochy,Buddy_Bell,Buddy_Biancalana,Butch_Wynegar,Cal_Ripken,Candy_Maldonado,Carlton_Fisk,Carmelo_Martinez,Carmen_Castillo,Carney_Lansford,Cecil_Cooper,Charlie_Moore,Chet_Lemon,Chili_Davis,Chris_Bando,Chris_Brown,Chris_Speier,Cliff_Johnson,Cory_Snyder,Craig_Reynolds,Curt_Ford,Curt_Wilkerson,Dale_Murphy,Dale_Sveum,Damaso_Garcia,Dan_Gladden,Dan_Pasqua,Dann_Bilardello,Danny_Heep,Danny_Tartabull,Darnell_Coles,Darrell_Evans,Darrell_Porter,Darren_Daulton,Darryl_Motley,Darryl_Strawberry,Daryl_Boston,Dave_Anderson,Dave_Collins,Dave_Concepcion,Dave_Henderson,Dave_Kingman,Dave_Parker,Dave_Winfield,Davey_Lopes,Denny_Walling,Dick_Schofield,Dickie_Thon,Don_Baylor,Don_Mattingly,Don_Slaught,Donnie_Hill,Doug_Baker,Doug_DeCinces,Dwayne_Murphy,Dwight_Evans,Ed_Romero,Eddie_Milner,Eddie_Murray,Enos_Cabell,Eric_Davis,Ernest_Riles,Ernie_Whitt,Floyd_Rayford,Frank_White,Franklin_Stubbs,Fred_Lynn,Garry_Templeton,Garth_Iorg,Gary_Carter,Gary_Gaetti,Gary_Matthews,Gary_Pettis,Gary_Redus,Gary_Ward,George_Bell,George_Brett,George_Foster,George_Hendrick,Glenn_Braggs,Glenn_Davis,Glenn_Hubbard,Glenn_Wilson,Gorman_Thomas,Graig_Nettles,Greg_Brock,Greg_Gagne,Greg_Walker,Hal_McRae,Harold_Baines,Harold_Reynolds,Harry_Spilman,Herm_Winningham,Howard_Johnson,Hubie_Brooks,Jack_Clark,Jack_Howell,Jamie_Quirk,Jeff_Reed,Jeff_Stone,Jeffrey_Leonard,Jerry_Hairston,Jerry_Mumphrey,Jerry_Royster,Jerry_Willard,Jesse_Barfield,Jim_Dwyer,Jim_Gantner,Jim_Morrison,Jim_Presley,Jim_Rice,Jim_Sundberg,Jim_Traber,Jody_Davis,Joe_Carter,Joe_Orsulak,Joel_Skinner,Joel_Youngblood,John_Cangelosi,John_Kruk,John_Moses,John_Russell,John_Shelby,Johnny_Grubb,Johnny_Ray,Jorge_Orta,Jose_Canseco,Jose_Cruz,Jose_Uribe,Juan_Beniquez,Juan_Bonilla,Juan_Samuel,Julio_Cruz,Julio_Franco,Kal_Daniels,Keith_Hernandez,Keith_Moreland,Ken_Griffey,Ken_Landreaux,Ken_Oberkfell,Ken_Phelps,Kent_Hrbek,Kevin_Bass,Kevin_McReynolds,Kevin_Mitchell,Kirby_Puckett,Kirk_Gibson,Kurt_Stillwell,Lance_Parrish,Larry_Herndon,Larry_Parrish,Larry_Sheets,Lee_Lacy,Len_Dykstra,Len_Matuszek,Leon_Durham,Lloyd_Moseby,Lonnie_Smith,Lou_Whitaker,Luis_Rivera,Mariano_Duncan,Mark_Salas,Marty_Barrett,Marvell_Wynne,Mel_Hall,Mickey_Hatcher,Mickey_Tettleton,Mike_Aldrete,Mike_Brown,Mike_Davis,Mike_Diaz,Mike_Easler,Mike_Fitzgerald,Mike_Heath,Mike_Kingery,Mike_LaValliere,Mike_Marshall,Mike_Pagliarulo,Mike_Schmidt,Mike_Scioscia,Mike_Young,Milt_Thompson,Mitch_Webster,Mookie_Wilson,Nick_Esasky,Oddibe_McDowell,Omar_Moreno,Ozzie_Guillen,Ozzie_Smith,Ozzie_Virgil,Pat_Sheridan,Pat_Tabler,Paul_Molitor,Pete_Incaviglia,Pete_OBrien,Pete_Rose,Phil_Bradley,Phil_Garner,Rafael_Belliard,Rafael_Ramirez,Rafael_Santana,Rance_Mulliniks,Randy_Bush,Randy_Kutcher,Ray_Knight,Reggie_Jackson,Reggie_Williams,Rey_Quinones,Rich_Gedman,Rick_Burleson,Rick_Cerone,Rick_Dempsey,Rick_Leach,Rick_Manning,Rick_Schu,Rickey_Henderson,Ricky_Jones,Rob_Deer,Rob_Wilfong,Robby_Thompson,Robin_Yount,Ron_Cey,Ron_Hassey,Ron_Kittle,Ron_Oester,Ron_Roenicke,Ronn_Reynolds,Roy_Smalley,Ruben_Sierra,Rudy_Law,Ryne_Sandberg,Scott_Bradley,Scott_Fletcher,Shawon_Dunston,Sid_Bream,Spike_Owen,Steve_Balboni,Steve_Buechele,Steve_Garvey,Steve_Jeltz,Steve_Lombardozzi,Steve_Sax,Ted_Simmons,Terry_Harper,Terry_Kennedy,Terry_Pendleton,Terry_Puhl,Tim_Flannery,Tim_Hulett,Tim_Laudner,Tim_Raines,Tim_Teufel,Tim_Wallach,Tito_Landrum,Toby_Harrah,Tom_Brookens,Tom_Brunansky,Tom_Foley,Tom_OMalley,Tom_Paciorek,Tommy_Herr,Tony_Armas,Tony_Bernazard,Tony_Fernandez,Tony_Gwynn,Tony_Pena,Tony_Perez,Tony_Phillips,Vance_Law,Vince_Coleman,Von_Hayes,Wade_Boggs,Wally_Backman,Wally_Joyner,Wayne_Krenchicki,Wayne_Tolleson,Will_Clark,Willie_McGee,Willie_Randolph,Willie_Upshaw,Willie_Wilson