Following
                                    up on James’ 20 year old study in which he found “black” baseball rookies outperformed and had longer careers
                                    than the most similar “white” rookies of the same era (‘50s and ‘60s). I have tried to reproduce that
                                    study for the 80s and surrounding years to see if the results would even be the similar.
                                     
                                    Using
                                    Baseball Reference I went back to their lists of positional regulars for each American League team (including Milwaukee)
                                    1980-1994. For each player who began his career as a regular in that time, I checked Baseball Reference’s list of 10
                                    most statistically similar players at the age he reached 500 career at bats. These similarity lists are based on Bill James’
                                    similarity scores. For each of these players I took the most similar player at the same age of the opposite skin color and who played in the
                                    same era (extending it to anyone who started their career as a regular from 1970-1995) and added these players and their career
                                    stats to my list of matches. Many players did not have such matches in their top 10 most similar list, so they were omitted.
                                    Some players matched the same player. I chose not to use the same player for more than one match-up, so I looked for the best
                                    alternative whenever there was one. I also threw out cases where one of the players matched was still going strong as an active
                                    player, yet was still behind statistically to his pairing. Manny Ramirez and Will Clark was one such pairing. Ivan Rodriguez
                                    and Robbie Alomar was another. Pete Incaviglia’s best match was Manny, so he gets included anyway.
                                     
                                    The
                                    players match-ups did include some National Leaguers – quite a few, in fact. If the player started his career in the
                                    80s or early 90s and later played regularly for an AL team
                                    before 1995, I looked for a match-up. Of course, if any match-up was a National Leaguer, he was included. I didn’t go
                                    through each of the NL teams looking for match-ups, however, because I thought 108 pairings were enough – and I like
                                    to pretend I have a life.
                                     
                                    The
                                    mental image I had of all these players wasn’t always accurate. I never recall realizing Bobby Meachum, for example,
                                    was “Afro-American”, so I had to double check most players. It isn’t so easy sometimes to determine what
                                    someone’s ancestral background is. Apparently, most “Afro-Americans” do not have pure 15th century
                                    African ancestry to begin with. For more background you can check out this transcript of Prof. Joseph Graves PBS interview on the illusion of race. Some players – particularly some Latin-American players
                                    have a light brown skin tone that makes them too indeterminate for this study. My tool for finding the player’s looks
                                    comes mostly from Google Images. However, if a player has a common name – and most Latin players particularly have common
                                    names, it was necessary to go straight to a site called Baseball Almanac that has an unbelievably thorough collection of autographed baseball cards for viewing. It is not complete, however. Sometimes
                                    I had to resort to my old Who’s Whos.
                                     
                                    If we
                                    roughly measure current performance by OBA + Slg.A, then, perhaps, it is fairest to measure career performance for the sake
                                    of facility by times on base + total bases or H + BB + TB. Let’s call it TOPS: Total On-base Plus Slugging. In James’s
                                    study the “blacks” of the 50s and 60s had overwhelmingly superior careers to “whites” of the same
                                    era and who had the most similar rookie seasons. In this follow-up study, the white guys - comparing first 500-1000 at bats
                                    - actually came out ahead in TOPS  (H+BB+TB) by the very modest margin of 328,542
                                    to 325,778. However, if you add 1 point for a stolen base, the margin almost completely disappears: 336,652 to 336,552. Besides
                                    stolen bases (10,774 to 8,110), the “blacks” ended their careers with more home runs (13,680 to 12,788). The whites
                                    had the edge in hits (109,457 to 108,552) and a more significant advantage in walks (46,446 to 43,882). The two groups were
                                    almost dead even in total bases with the “blacks” “winning” by less than one half of one percent (173,344
                                    to 172,639). I don’t dare attempt to make any conclusion from this – other than to make the obvious claim that
                                    whatever differences there may be, they are miniscule. Those are the results, decide what you may.
                                     
                                    Now
                                    that that’s out of the way, let’s get to the fun stuff – depending on your idea of fun. Let’s look
                                    as some of the specific match-ups:
                                     
                                    The
                                    biggest difference in career TOPS I found was:
                                     
                                    Bernie
                                    Williams (7161) / Rick Sofield (402) – What
                                    happened to this guy? He looked like an excellent prospect as a 20 year old at the high A level. He was promoted a little
                                    too aggressively for his lackluster journey through AA and AAA. He wasn’t terrible for a 23 year old rookie playing
                                    for Minnesota – hitting as well as 23 year old Bernie
                                    Williams in his first season. Then suddenly at 24 - Sofield couldn't hit whatsoever! Then, he quit pro baseball! The end!
                                     
                                    Other
                                    big differences in career H+BB+TB I found (in order):
                                    Steve
                                    Finley (7523) / Mike Felder (1461) 
                                    Barry
                                    Bonds (11086+*) / Tom Brunansky (5041) 
                                    Fred
                                    McGriff (8253) / Greg Walker (1287) 
                                    Rick
                                    Henderson (5725) / Rick Manning (3612) 
                                    Rafael
                                    Palmeiro (9756) / Rondell White (4300+) 
                                    Omar
                                    Vizquel (5153+) / Curtis Wilkerson (1486) 
                                    Brady
                                    Anderson (5384) / Stan Jefferson (516) 
                                    Jay
                                    Bell (5892) / Andres Thomas (1255) 
                                    Mark
                                    McGwire (6582) / Kal Daniels (2150)
                                    Greg
                                    Vaughn (5210) / Melvin Nieves (958) 
                                    Jeff
                                    Bagwell (7928) / Alvin Davis (3783) 
                                    Harold
                                    Baines (8532) / Jeff Burroughs (4707) 
                                    Manny
                                    Ramirez (7089+) / Pete Incaviglia (3300) 
                                    Jay
                                    Buhner (4539) / Roy Foster (812) 3727
                                    Eric
                                    Young (4778) / Scott Leius (1078) 3700
                                    Tony
                                    Phillips (6305) / Kevin Stocker (2607) 
                                    Roberto
                                    Kelly (4315) / Bruce Bosclair (657)
                                    Julio
                                    Franco (7067+) / Robb Thompson (3486) 
                                    Jorge
                                    Orta (4521) / Glen Hoffman (1377) 
                                    Larry
                                    Walker (6977) / Dave Henderson (4024)
                                    Brian Jordan (4154) / Matt Miske (1202)
                                    Dante Bichette (5444) / Henry Rodriguez (2518) 
                                    Jim
                                    Edmonds (5787+) / Ivan Calderon (2670) 
                                    Brett
                                    Butler (6580) / Lance Johnson (3993) 
                                    Kirk
                                    Gibson (4957)/ Jeff Hammonds (2476) 
                                    Chad Curtis (3162) / Rich Coggins (750) 
                                    Lee
                                    Mazilli (3296) / Milt Cuyler (902) 
                                    Brook
                                    Jacoby (3491) / Chris Brown (1127) 
                                    Lou
                                    Whitaker (7217) / Steve Sax (4988) 
                                    Mike
                                    Devereaux (2745) / Joe Wallis (629) 
                                    Kevin
                                    Mitchell (3813) / Butch Hobson (1907) 
                                    Chipper
                                    Jones (6508+)/Danny Tartabull (4619)
                                    Frank
                                    Thomas (7773+) / Don Mattingly (6042) 
                                    Jim
                                    Rice (7251) / Kent Hrbek (5563) 
                                    Johnny
                                    Ray (3882) / Tim Teufel (2432)
                                    Toby
                                    Harrah (6033) / Mark McLemore (4587)
                                    Cecil
                                    Fielder (4490) / Glen Davis (3073) 
                                    Sammy
                                    Sosa (7710+)/Jack Clark (6344) – yes, Clark was once a speedy outfielder 1366
                                     
                                    The
                                    closest match-up where both players had over 2000 Total Bases was:
                                     
                                    Albert
                                    Belle and Tim Salmon. The had very different career arcs, but they started off very similarly and ended up with very similar
                                    totals with Belle edging Salmon by 5709 to 5602 TOPS.
                                     
                                    The
                                    next closest battle of big careers was squeaked out by:
                                    Joe
                                    Carter (6621) over  Paul O’Neill (6438), followed by a battle of Latin-Caribbean
                                    stars Cuban:
                                    Jose
                                    Canseco (6414) over Puerto Rican Juan Gonzalez (6069) 
                                     
                                    Here
                                    are a few other 2000+ TB pairings in order of career TOPS closeness:
                                    Pedro
                                    Guerrero (4815) / Kevin Seitzer (4360)
                                    Tino
                                    Martinez (6054) / Mo Vaughn (4521) – surprising, but a long career can rack up the points
                                    Devon White (5553) / Kevin McReynolds (4387)
                                     
                                    + and
                                    counting (sometime in April ’07)
                                    * could pass Cobb and Musial into third on the all-list list in TOPS this year. If Bonds
                                    keeps playing Rose could be passed in 2008. Hank Aaron is comfortably in no. 1 in TOPS with 12,029. Recent retirees Eddie
                                    Murray, Ricky Henderson and Ralf Palmeiro no. 10-12 on this list. Dave Winfield, Cal Ripken, and George Brett are 16-18. Molitor
                                    is 20th and sees Chris Biggio in his rear view mirror approaching at 22nd. Robin Yount is 27th.
                                    Harold Baines is 32nd. Ken Griffey has made his way to 35th.
                                     
                                    Here is my article on all-time lists written and compiled in June of 2006. Here is an update of OB +TB (TOPS) made at the end of April 2007.