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Trying to Rank NBA players

Discussion in 'Houston Rockets: Game Action & Roster Moves' started by Unstable, Aug 10, 2013.

  1. Unstable

    Unstable Member

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    Okay as per suggested by one of our friends, I will also attempt to rank NBA players (mainly paying more attention to our rockets 5 key players i.e. Howard, Harden, Lin, Asik and Parsons) - but I will need to track the other starters of the other teams since I will be trying to compute some sort of head-to-head comparisons so as to ascertain the changes in their rank values.

    Again this is something similar to the Chess Elo ranking (with some tweaks thrown in).

    Some background - I will again stick with a working range of 82 (bottom value - this is fixed) and an arbitary ceiling of 2460 (for starters but this is not fixed for players unlike the system I am employing for the team rankings).

    For baselining - I will be basing on basic stats provided for players from NBA stats. For new draft players and players without stats I will make use of a provisional value which is usually the average (for now it is 1271).

    For guards my initial computation for baselining is based on 3 elements - PPG, APG and SPG - I have used equal weights on them (yes, some of you may dispute whether we should tweak with different weights I am opting for something simplistic - you are welcome to try to tweak it at your own leisure).

    For forwards my initial computation for baselining is based on 3 elements - PPG, RPG and BPG.

    I haven't got a chance to work on the Forwards stats as yet - but here's what I have calculated as baselines for our guards (note I have estimated for 60 of the starting guards in NBA (but that's on the depth chart presented on some other site (it may change in time). Won't show all 60 just until both our players turn up on the list.

    For those interested, when the games start in October this rank scores will change as our players perform against different opponents (they may climb or decline depending on their individual performances (i.e. not tied to team performance) in comparison to the average ranks of their opponents. I will give an illustration later.

    But here's how our guards ranks out based on last season's stats:

    Rank Score Name
    1 2046 C. Paul Clippers
    2 1882 R. Rondo Celtics
    3 1834 R. Westbrook Thunder
    4 1775 J. Harden Rockets
    5 1720 S. Curry Warriors
    6 1704 M. Ellis Mavericks
    7 1688 K. Bryant Lakers
    8 1676 R. Rubio Timberwolves
    9 1669 J. Holiday Pelicans
    10 1619 D. Wade Heat
    11 1618 M. Conley Grizzlies
    12 1606 K. Walker Bobcats
    13 1593 K. Irving Cavaliers
    14 1561 J. Wall Wizards
    15 1547 D. Rose Bulls
    16 1538 B. Jennings Pistons
    17 1536 G. Dragic Suns
    18 1517 T. Lawson Nuggets
    19 1485 J. Teague Hawks
    20 1483 D. Williams Nets
    21 1449 T. Parker Spurs
    22 1440 J. Nelson Magic
    23 1400 P. George Pacers
    24 1392 J. Lin Rockets

    I don't think I want to clutter the rest of the details - but as an illustration here's how I would be proceeding to calculate the future changes of values for our players.

    The first game that Rockets will be playing will be against the Bobcats. The 2 guards for Bobcats are currently carrying the values of K. Walker (1606) and G. Henderson (964) - so the average opponent strength is about 1285.

    So both Harden (1775) and Lin (1392) are expected to outperform Bobcats guards overall. By out peforming, I mean for the 3 statistical areas of interest Points, Assists and Steals, I am expecting them to score at least 2 to 1 when they play against the Bobcats. If they score more than the averaged score of the 2 guards they would get 1 point, if they draw they would get 0.5 points (likewise for Assists and Steals) - in theory they could score from 0 to 3 poins. But for simplicity's sake I will treat 2 and above as them having performed to expectations.

    Specifically, I will be expecting Harden to have a 58% chance of outperfoming the rivals and Lin to have 52% - this has an impact in score differentials of gaining or losing points. The points at stake for Harden will be 34/48. If he wins he gains 34 points but if doesn't makes it he loses 48 points. Whilst for Lin, the rate is 39/43 - wins 39 points loses 43 points.

    If some of you wonder why the "unfairness" - in fact the system is fair in the sense that one would expect a better player to have a better performance so they should be penalized more if they underperform.

    As mentioned in the other thread - this method is a self-correcting ranking system - i.e. the more we use it, the higher our confidence of assessing the relative ranking score of our players against the opponents that they have played against.

    For those who may want more details - maybe we can follow up away from the threads so as not to bore too many of our readers. Frequency wise - I am not so sure if I will be up to it - to update as soon as the games are completed - my main priority would remain tracking of the overall team performance - so am likely to see if I can squeeze time somehow to do this. It's not easy though - so if I am not regularly updating this please understand.

    Feedback and suggestions are welcome (although I can't promise I can always act on them).....

    Go rockets!
     
  2. jayhow92

    jayhow92 Member

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    Unstable is the new JCDenton
     
  3. Whoopy

    Whoopy Member

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    Ellis at 6 and Parker at 21?? When I get results like this for something I'm working on at work - I scrap it and start all over.
     
  4. Jmcballer88

    Jmcballer88 Contributing Member

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    Lol that list is stupid
     
  5. CDrex

    CDrex Contributing Member

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    Why should a guy's backcourt teammate influence his rating so dramatically? Say Lin is going head to head against Jennings. Jennings has to beat the average of Lin and Harden. Lin has the much easier task of beating the average of Jennings and Stuckey or whatever, and if things go to average Lin moves up on Jennings even if Jennings beats him pretty handily head to head. Harden just pulled Lin to a victory over a better point guard.
     
  6. Unstable

    Unstable Member

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    Good question CDrex - my answer is that in a real game - it's not always a head-to-head confrontation, it is more likely that a guard will go against another guard some of the time. (i.e. Jennings isn't exactly going to stick like glue to Lin, he'd have to guard Harden as well at times). Of course, we can debate on what relative weights (or portion of the time mismatching occurs) but for simplicity's sake (and starting) we will go with a simple average and see how things go.

    The other reason I am going with an averaged opponent score - is that there will be times players are switched and I wouldn't have the baselines for the newly switched in players (it is much better to mitigate any potential errors swings using an averaged score versus using the individual opponent scores). For new players introduced in opposing teams that are unrated I am likely to just use an averaged player ranking score of around 1271 as starters.

    I think there was another poster asking why Parker was ranked so low? Beats me - I may have to go back and look at the base stats provided by NBA - it might be screwed up (if not the basis is really on one of the factors - since I also have given the same weight to Steals - that isn't really one of Parker's glorious achievements last year). Anyways, we shouldn't take this starting value as something really important - it's just my best guestimate at the moment before the season starts - when the season gets going the value will self-correct itself as Parker plays better his value will quickly raise closer to his actual standards - yep - please note this is not a static value system it changes after everg games the players had played.

    PS: I have made an error calculating the values (I had forgotten my baseline wasn't zero but 82, so I would need to add an adjustment value to the scores - there isn't any major changes in rankings (just movement of 1 position for some of the players - i.e. J Lin gets bumped up to 23.
     
  7. bootsdaddy

    bootsdaddy Member

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    How is Rose 15th based on last year's stats?
     
  8. Akkuron

    Akkuron Member

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    You make a good point and I realize this isn't the issue here, but Jennings isn't better than Lin and if he is, it's only incredibly marginally. If you break it down they're pretty much the same guy.


    ...Monta at 6 though, wow. I guess he does have it all.
     
  9. da_juice

    da_juice Member

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    I'm really bad at understanding and interpreting advanced stats, so I won't comment on the validity or anything. But, if there's any truth to this:

    1) The Rockets (probably) have the most balanced starting backcourt in the league (with an average rank of 13). I wouldn't say this is too far off, as most elite guards have poor running rates (Chris Paul, Rondo, Wade), although I'd maybe put us behind the Warriors.

    2) The point guard position is much deeper in the NBA than the shooting guard position (although this seems to be widely accepted).

    3) Backcourt talent is rather evenly distributed throughout the league. Only the Rockets have two players in the top 24. Again, this would reaffirm another common held belief, that while quality guards are very nice to have, wingman and big man are more valuable and impactful when it comes to championships (I'm inclined to agree, although I still think there's something to be said for a high powered backcourt).

    It be interesting to rank all the players, and see which team has the best starting five.
     
  10. mrm32

    mrm32 Member

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    1. LeBron
    2. Everyone else

    That was easy.
     
  11. Unstable

    Unstable Member

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    Okay not sure how many of you would like this but here's how I have provisionally ranked the 90 starters (presumed because the starting position may change due to trades, injuries, and coaches liking/disliking and other "basketball" reasons....)

    Please note this is just provisional ranking (don't worry if your favorite player seem to be ranked too low (e.g. LeBron) - as the season progresses, the system will correct itself because such players scores will rise up in accordance to their performance - it will just take a little bit of time - my own estimation after around 29 games - the rank values should be getting very close to most people expectations - and I hope it would pass the so-called "eye-ball" tests of some of our posters (wish me luck!) - so here goes:

    Forwards (important elements considered : PPG, RPG, BPG - equal weights)
    1. T. Duncan Spurs 2257
    2. D. Howard Rockets 2256
    3. S. Ibaka Thunder 2114
    4. A. Bynum Cavs 2071
    5. L. Sanders Bucks 2032
    6. R. Hibbert Pacers 1948
    7. J. Noah Bulls 1906
    8. K. Durant Thunder 1898
    8. B. Lopez Nets 1898
    10. J. Smith Pistons 1800
    11. L. Aldridge Blazers 1713
    12. L. James Heat 1704
    13. A. Davis Pelicans 1672
    14. M. Gasol Grizzlies 1627
    15. K. Love Timberwolves 1623
    16. A. Horford Hawks 1622
    17. A. Jefferson Bobcats 1578
    18. N. Vucevic Magic 1547
    19. C. Anthony Knicks 1540
    20. M. Gortat Suns 1536
    21. O. Asik Rockers 1485
    22. P. Gasol Lakers 1460
    23. D. Favors Jazz 1445
    24. T. Chandler Knicks 1438
    25. D. Cousins Kings 1437
    26. J. McGee Nuggets 1427
    27. D. West Pacers 1393
    28. D. Lee Warriors 1392
    29. N. Pekovic Timberwolves 1390
    30. A. Drummond Pistons 1388
    31. G. MOnroe Pistons 1386
    32. S. Hawes 76ers 1380
    33. R. Lopez Blazers 1379
    34. A. Bogut Warriors 1370
    35. A. Johnson Raptors 1366
    36. K. Faried Nuggets 1347
    37. Z. Randolph GRizzlies 1338
    38. B. Griffin Clippers 1334
    39. K. Garnett Nets 1329
    40. C. Bosh Heat 1327
    41. T. Thompson Cavs 1325
    42. P. Millsap Hawks 1323
    43. D. Jordan Clippers 1313
    44. C. Boozer Bulls 1284
    45. K. Olynyk Celtics 1271*
    45. O. Porter Wizards 1271*
    47. E. Okafor Wizards 1270
    47. N. Batum Blazers 1270
    49. D. Nowitzki Mavs 1269
    50. R. Gay Raptors 1257
    51. T. Young 76ers 1232
    52. J. Valanciunas Raptors 1209
    53. G. Davis Magic 1184
    54. S. Marion Mavs 1167
    55. P. Pierce Nets 1160
    56. L. Deng Bulls 1096
    57. E. Ilyasova Bucks 1081
    58. N. Hilaro Wizards 1080
    59. T. Splitter Spurs 1074
    60. J. Thompson Kings 1069
    61. D. Gallinari Nuggets 1065
    62. S. Dalembert Mavs 1056
    63. A. Iguodala Warriors 1054
    64. M.K-Gilchrist Bobcats 1040
    65. C. Kaman Lakers 1035
    66. T. Harris Magic 1028
    67. K. Leonard Spurs 1020
    68. C. Parsons Rockets 1010
    69. J. Green Celtics 1009
    70. G. Hayward Jazz 1004
    71. C. Zeller Bobcats 1001
    72. K. Perkins Thunder 986
    73. B. Bass Celtics 958
    74. A. Bargnani Knicks 955
    75. T. Evans Pelicans 950
    76. M. Morris Suns 920
    77. E. Turner 76ers 919
    78. J. Smith Pelicans 893
    79. E. Clark Cavs 892
    80. K. Korver Hawks 837
    81. J. Henson Bucks 808
    82. T. Prince Grizzlies 765
    83. E. Kanter Jazz 742
    84. C. Budinger Timberwolves 661
    85. J. Dudley Clippers 637
    86. L.Mbah a Moute Kings 612
    87. N. Young Lakers 607
    88. C. Butler Suns 600
    89. U. Haslem Heat 583
    90. D. Granger Pacers 427

    Guards (Important elements considered: PPG, APG and SPG)
    1. C. Paul Clippers 2060
    2. R. Rondo Celtics 1901
    3. R. Westbrook Thunder 1855
    4. J. Harden Rockets 1797
    5. S. Curry Warriors 1744
    6. M. Ellis Mavs 1729
    7. K. Bryant Lakers 1726
    8. R. Rubrio Timberwolves 1702
    9. J. Holiday Pelicans 1695
    10. D. Wade Heat 1647
    10. M. Conley Grizzlies 1647
    12. K. Walker Bobcats 1634
    13. J. Wall Wizards 1591
    14. D. Rose Bulls 1578
    15. B. Jennings Pistons 1569
    16. G. Dragic Suns 1567
    17. T. Lawson Nuggets 1549
    18. J. Teague Hawks 1517
    19. D. Williams Nets 1516
    20. T. Parker Spurs 1482
    21. J. Nelson Magic 1474
    22. P. George Pacers 1435
    23. J. Lin Rockets 1428
    24. G. Vasquez Kings 1426
    25. D. Lillard Blazers 1390
    26. K. Lowry Raptors 1342
    27. R. Felton Knicks 1330
    28. M. C. Williams 76ers 1271*
    28. B. McLemore Kings 1271*
    28. T. Burke Jazz 1271*
    31. J. Calderon Mavs 1204
    32. L.J. Mayo Bucks 1185
    33. G. Hill Pacers 1180
    34. K. Irving Cavs 1154
    35. S. Nash Lakers 1146
    36. E. Gordon Pelicans 1142
    37. L. Williams Hawks 1089
    38. W. Matthews Blazers 1081
    39. M. Chalmers Heat 1060
    40. D. Derozan Raptors 1044
    41. D. Waiters Cavs 1025
    42. J. Johnson Nets 1015
    43. G. Henderson Bobcats 1014
    44. K. Thompson Warriors 1011
    45. L. Ridnour Bucks 1005
    46. E. Bledsoe Suns 994
    47. A. Affalalo Magic 965
    48. B. Beal Wizards 925
    49. JJ Redick Clippers 918
    50. A. Bradley Celtics 900
    51. T. Allen Grizzlies 882
    52. D. Green Spurs 879
    53. J. Richardson 76ers 855
    54. K. Martin Timberwolves 847
    55. T. Sefolosha Thunder 810
    56. J. Butler Bulls 735
    57. I. Shumpert Knicks 711
    58. C. Billups Pistons 638
    59. A. Burks Jazz 536
    60. E. Fournier Nuggets 475
     
  12. Unstable

    Unstable Member

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    Amended 90 to 150 - no ability to edit sorry folks!
     
  13. dakeem1

    dakeem1 Member

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    I would say there is a major flaw in dividing players into Guards or Forward/Centers, and it is made apparent by the SF position which can play like a wing player OR a big man. Not to mention the point forward position.

    The fact that there can be point forwards in the league, but APG is not counted to their ranking, makes things interesting. Lebron's low ranking is obviously due to the fact that his APG is not included as part of the analysis.

    Also seeing players like Ibaka, Hibbert and especially Sanders so high makes me question whether there is truly equal weighting given to PPG, RPG and BPG. By those 3 players, it looks like BPG is weighted much higher.

    If you are going to really simplify things, then you should remove the Guard vs Forward categories and just make all players the same. You can still put each position head-to-head against each other, but let all positions include PPG, RPG, APG, BPD and SPG.

    There must be value in a guard being able to put up block against another guard, or for a SF to make plays and have higher APG like Lebron.
     
  14. Unstable

    Unstable Member

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    Good points dakeem, will take a look at what turns up if we lump all 150 players into one pool and give equal weights to PPG, APG, SPG, RPG and BPG.

    I also think I am most likely needing to tweak the weights for BPG (as the figure there is generally a very small range so - the swing in value seem to be high when mulitplied out and - okay maybe not the weights when I averaged the values but how I derive a RRS value from each of the elements - i.e. maybe I will need to normalized them before I can put them together.

    So will think about what normalization process I should use... thanks!
     
  15. khanhdum

    khanhdum Member

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    this list is so wrong, why isn't lin #1?
     
  16. Unstable

    Unstable Member

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    Okay, as per comments and feedback received. I have gone back to the drawing boards to recalculate the Relative Ranking Scores - what have I changed?

    I took a look at all 5 elements PPG, APG, SPG, RPG and BPG. Then I tried to normalized the values by adjusting values for each element against the max values obtained last season - i.e. for PPG I max it out at 30, for APG maxed at 12, SPG maxed at 3, RPG maxed at 15 and BPG maxed at 3. Then assign scores as per element.

    Found that if we make use of all 5 elements - all players' values get depressed (as invariably there will be at least one area that they lack severely). So decided to go with a model of best 3 scores - but I noticed that for some of the superstars it's still too low - so did another twist to the scores - I magnified their scores in their areas that they weren't expected to perform well (i.e. for forwards I x2 the scores received for APG and SPG and for guards they get BPG and RPG x2). So here's how the guards and forwards rank (well at least I got some of the superstars into the hopefully correct positions. One thing of note though - it seems with the new method Forwards seemed to fair better than guards (but I guess that is alright since Forwards are more than adequately sized to do a guard's job but not necessarily vice versa).

    So here goes the new baseline ranking (based on Adjusted Best 3 averages or AB3):

    Guards:
    1. R. Rondo Celtics 1972 (note - this was the last known stats and not 2012-2013)
    2. K. Bryant Lakers 1878
    3. C. Paul Clippers 1863
    4. J. Harden Rockets 1845
    5. P. George Pacers 1842
    6. R. Westbrook Thunder 1818
    7. D. Wade Heat 1755
    8. R. Rubio Timberwolves 1702
    9. S. Curry Warriors 1644
    10. M. Ellis Mavs 1635
    11. D. Rose Bulls 1628
    12. J. Holiday Pelicans 1599
    13. G. Vasquez Kings 1574
    14. J. Wall Wizards 1572
    15. K. Irving Cavs 1539
    16. K. Walker Bobcats 1522
    17. T. Parker Spurs 1512
    18. M. Conley Grizzlies 1499
    19. D. Williams Nets 1480
    20. K. Lowry Raptors 1443
    21. B. Jennings Pistons 1442
    22. G. Dragic Suns 1427
    23. J. Nelson Magic 1421
    24. T. Lawson Nuggets 1420
    25. D. Lillard Blazers 1412
    26. J. Teague Hawks 1383
    27. T. Allen Grizzlies 1378
    28. J. Lin Rockets 1302
    29. D. DeRozan Raptors 1276
    30. M. Carter-Williams 76ers 1271 (P)
    30. B. McLemore Kings 1271 (P)
    30. T. Burke Jazz 1271 (P)
    33. K. Thompson Warriors 1268
    34. E. Bledsoe Suns 1230
    35. G. Hill Pacers 1223
    36. R. Felton Knicks 1220
    36. S. Nash Lakers 1220
    38. L.J. Mayo Bucks 1211
    38. G. Henderson Bobcats 1211
    40. B. Beal Wizards 1205
    41. T. Sefolosha Thunder 1192
    42. D. Green Spurs 1186
    43. A. Afflalo Magic 1184
    44. W. Matthews Blazers 1175
    45. J. Calderon Mavs 1166
    46. J. Richardosn 76ers 1153
    47. J. Johnson Nets 1122
    48. E. Gordon Pelicans 1073
    49. J. Butler Bulls 1066
    50. D. Waiters Cavs 1047
    51. L. Williams Hawks 1025
    52. M. Chalmers Heat 999
    53. J. J. Redick Clippers 995
    54. K. Martin Timberwolves 989
    55. L. Ridnour Bucks 970
    56. A. Bradley Celtics 957
    57. I. Shumpert Knicks 897
    58. A. Burks Jazz 689
    59. C. Billups Pistons 653
    60. E. Fournier Nuggets 489

    Forwards
    1. L. James Heat 2400
    2. K. Durant Thunder 2299
    3. D. Howard Rockets 2045
    4. A. Iguodala Warriors 1995
    5. J. Noah Bulls 1946
    6. P. Pierce Nets 1902
    7. D. Cousins Kings 1883
    8. J. Smith Pistons 1856
    9. N. Batum Blazers 1853
    10. G. Monroe Pistons 1850
    11. T. Duncan Spurs 1848
    12. T. Evans Pelicans 1796
    13. B. Griffin Clippers 1790
    14. L. Sanders Bucks 1777
    15. R. Gay Raptors 1768
    16. A. Bynum Cavs 1758
    16. K. Love Timberwolves 1758
    18. A. Horford Hawks 1744
    19. C. Anthony Knicks 1714
    20. A. Davis Pelicans 1706
    20. D. Lee Warriors 1706
    22. M. Gasol Grizzlies 1695
    23. T. Young 76ers 1689
    24. S. Ibaka Thunder 1656
    25. A. Jefferson Bobcats 1645
    26. L. Aldridge Blazers 1621
    27. P. Millsap Hawks 1607
    28. L. Deng Bulls 1599
    29. C. Parsons Rockets 1585
    30. Z. Randolph Grizzlies 1580
    30. E. Turner 76ers 1580
    32. R. Hibbert Pacers 1572
    33. B. Lopez Nets 1563
    34. N. Vucevic Magic 1555
    35. D. West Pacers 1547
    36. K. Garnett Nets 1542
    37. K. Leonard Spurs 1528
    38. C. Boozer Bulls 1525
    39. P. Gasol Lakers 1514
    40. A. Drummond Pistons 1509
    41. S. Marion Mavs 1492
    42. K. Faried Nuggets 1473
    43. D. Favors Jazz 1454
    44. A. Johnson Raptors 1449
    45. C. Bosh Heat 1427
    46. N. Pekovic Timberwolves 1419
    47. D. Gallinari Nuggets 1413
    48. G. Davis Magic 1408
    49. M. Gortat Suns 1394
    50. N. Hilaro Wizards 1391
    51. G. Hayward Jazz 1369
    52. O. Asik Rockets 1353
    53. E. Ilyasova Bucks 1350
    54. D. Nowitzki Mavs 1337
    55. T. Thompson Cavs 1326
    56. T. Chandler Knicks 1323
    56. A. Bogut Warriors 1323
    58. J. Dudley Clippers 1282
    59. K. Olynyk Celtics 1271 (P)
    59. O. Porter Wizards 1271 (P)
    59. C. Zeller Bobcats 1271 (P)
    62. D. Jordan Clippers 1214
    63. K. Korver Hawks 1200
    64. E. Okafor Wizards 1192
    65. S. Hawes 76ers 1186
    66. T. Splitter Spurs 1178
    67. J. McGee Nuggets 1140
    68. R. Lopez Blazers 1134
    69. J. Thompson Kings 1102
    70. J. Green Celtics 1088
    70. M. Morris Suns 1088
    72. T. Prince Grizzlies 1077
    73. K. Perkins Thunder 1066
    74. M. Kidd-Gilchrist Bobcats 1055
    75. T. Harris Magic 1022
    76. J. Valanciunas Raptors 1009
    77. A. Bargnani Knicks 987
    78. S. DaLembert Mavs 951
    79. N. Young Lakers 946
    80. C. Butler Suns 940
    81. E. Clark Cavs 938
    82. C. Kaman Lakers 921
    83. L. Mbah a Moute Kings 916
    84. B. Bass Celtics 905
    85. C. Budinger Timberwolves 872
    86. E. Kanter Jazz 760
    87. J. Smith Pelicans 749
    88. U. Haslem Heat 730
    89. J. Henson Bucks 722
    90. D. Granger Pacers 585

    One off-shoot of this adjustment is that C. Parsons ranking value went up. But Asik and Lin's ranking went down.

    I am likely to go with this baseline for starters - but comments and suggestions are always welcomed.
     
  17. Deckard

    Deckard Blade Runner
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    Become a contributing member and you can edit, among other things.

    http://www.clutchfans.net/tipjar.cfm
     
  18. RiceRockets

    RiceRockets Member

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    If you're just going to use a summary of box score stats may as well just list them by PER or EFF ?
     
  19. rocketsfan4

    rocketsfan4 Member

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    Nice effort, but I do not think that it is helpful to double the unexpected areas. Nor should we just pick the top 3 stats--that would boost certain players that only do well in 3 categories but horribly in the other two. Doing this can also swing the ratings for those swingmen that happen to be "mislabeled" as a G instead of a F or vice versa. What you are trying to do is create a more balanced and better rating system than PER, which I wholeheartedly support.

     
  20. dakeem1

    dakeem1 Member

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    The new baseline definitely does better with an eye test that the previous one. Bron and KD so low in the original baseline was ridiculous.

    From the eye test of the top 10 in each category, the ones who seem too high are Rondo, Rubio, Iggy, Noah.

    Observations of these players that may uncover what needs to be changed.

    - All 4 are generally weak scorers
    - Rondo/Rubio - both have abnormally high assists vs the rest of the field
    - Iggy/Noah - Obnormally high in all stats except PPG (remember Noah's assist and steals for his position). Maybe I'm being hard on these 2, but they are in front of guys like TD.

    I don't think you need to change the PPG weighting, because then you'll have the K-Marts and Monta's of the world being overvalued, but can offensive efficiency be incorporated? Even something simple like FG% or TS%?
     

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