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NBA Playoff Highlights

DFS: Price-to-Points Index

Today’s column takes a deep dive into the DFS pool. I’m looking specifically at ways to measure a player’s value relative to their salary, with consideration also given to matchups. If you’re not interested in DFS, this column should still interest you if you participate in auction drafts -- the same principles in this column are applicable to assessing the ‘dollar value’ of players on draft day.

You can follow me on Twitter @Knaus_RW.

Last week I suggested that I’d be examining the fantasy impact of rest (one days’ rest, two days, etc.), but that’s been postponed while I determine the best way to approach the topic. Let’s get started.

Building a truly competitive DFS lineup is complicated business. In a column earlier this season (The ABCs of DFS) I discussed some of the most important variables to consider: injuries, lineups/rotations, playing time, matchups, home/away, days’ rest, usage rates, over/unders and spreads, positional scarcity or abundance, and fantasy points per minute. A sophisticated spreadsheet is essential to crunch so many variables, but for the purposes of this column we’ll start slow with an ‘index’ of each player’s DFS value relative to their salary/price. (Note: I’m looking explicitly at players on the 20 teams that are active this Wednesday, Feb. 24.)

Before moving forward, let’s take a look at the raw DFS scores for these players. I’m using raw stats for the past two weeks, which are then multiplied to mirror the scoring system of DFS leagues (specifically, FanDuel):


PlayerDFS PtsDFS RebDFS AstDFS StlDFS BlkDFS To
Luol Deng23.3314.802.503.330.00-0.67
Goran Dragic21.678.0011.502.670.67-2.00
Hassan Whiteside22.0024.600.750.008.00-1.00
Josh McRoberts10.676.008.001.330.00-1.00
Justise Winslow14.008.802.504.000.00-1.33
Vince Carter14.005.601.503.330.00-1.33
Patty Mills15.503.307.882.000.50-1.25
Tristan Thompson11.2512.901.881.502.50-0.25
Ian Mahinmi13.0010.203.383.002.50-2.25
Deron Williams20.004.2011.251.001.00-2.50
Bobby Portis12.5010.501.880.501.00-1.50
Kawhi Leonard29.008.403.004.002.00-2.00
Lance Stephenson14.004.201.502.000.00-1.00
JaMychal Green8.678.401.503.332.00-0.33
Robin Lopez19.0014.400.000.672.00-1.67
J.J. Barea13.502.405.251.000.00-1.00
Jordan Clarkson19.256.307.503.000.00-2.00
Tony Parker20.331.607.001.330.00-1.33
Klay Thompson26.504.503.006.000.00-1.00
D.J. Augustin10.332.407.002.670.00-2.67
Cory Joseph11.504.505.631.500.00-0.75
DeMarcus Cousins34.6716.404.502.674.00-4.33
Doug McDermott16.502.400.751.000.50-1.00
Zaza Pachulia10.0017.402.254.000.00-3.00
Jared Dudley10.805.765.700.802.40-1.20
Darren Collison17.003.605.002.000.00-1.33
Chris Paul25.755.7016.883.501.00-1.50
Brandon Bass10.255.701.131.502.50-1.25
Karl-Anthony Towns24.5014.104.501.005.00-1.50
Bismack Biyombo5.508.100.751.005.00-0.75
Cody Zeller14.678.402.500.000.00-1.33
Robert Covington17.505.401.134.500.00-2.75
Rudy Gay20.676.803.005.334.00-3.33
Serge Ibaka14.008.402.502.003.33-1.00
Reggie Jackson24.334.006.502.000.67-2.67
Jusuf Nurkic8.007.202.001.332.67-2.33
Andre Drummond15.7517.701.884.505.00-1.00
E’Twaun Moore11.505.404.502.001.00-1.50
Marcin Gortat17.2012.721.802.003.60-1.20
DeAndre Jordan15.7519.503.003.005.00-2.50
Zach LaVine16.254.804.131.000.50-2.25
J.J. Redick20.502.401.501.000.00-1.00
Andrew Bogut3.009.203.002.007.33-0.67
Jeremy Lin9.674.004.005.332.00-1.67
Will Barton16.257.504.502.501.00-1.75
Timofey Mozgov8.007.200.000.502.50-1.00
Chandler Parsons19.504.804.503.004.00-3.00
Patrick Patterson9.006.901.130.501.00-0.50
Tobias Harris17.005.602.502.671.33-1.33
Jeremy Lamb11.672.403.002.000.00-0.67
Rajon Rondo14.009.2018.006.000.67-3.33
Lou Williams18.503.903.001.500.50-1.75
Ricky Rubio12.005.7015.382.500.50-2.75
Nerlens Noel14.6710.005.003.332.00-2.33
Andrew Wiggins21.753.303.383.002.00-1.75
Wesley Johnson7.756.302.253.003.00-0.75
Carmelo Anthony25.0011.607.502.000.67-2.33
Kevin Love19.0011.704.500.500.50-0.50
Paul George23.758.409.752.000.50-3.00
Derrick Rose23.006.606.381.000.00-2.75
Gorgui Dieng12.0011.103.753.002.00-1.50
Cole Aldrich5.506.902.631.003.50-2.00
Jahlil Okafor22.007.502.250.503.00-4.00
Jonas Valanciunas16.7511.101.501.003.00-1.75
Russell Westbrook22.008.4019.502.000.67-1.67
Shabazz Muhammad13.253.300.381.000.50-0.25
Mike Conley17.675.208.002.000.00-1.67
LeBron James22.759.3013.503.500.50-3.50
Mario Chalmers12.335.203.002.670.67-1.67
Myles Turner13.506.901.130.505.50-1.25
Nene Hilario9.206.482.701.200.00-0.80
Zach Randolph16.676.804.502.000.67-1.33
Stephen Curry29.006.3011.634.500.50-2.50
Steven Adams7.678.801.000.674.00-2.00
Jamal Crawford16.003.004.881.500.00-3.00
Kyle Anderson7.253.003.383.501.00-1.75
Wesley Matthews13.003.603.000.000.00-0.50
Jerian Grant7.503.605.250.001.00-1.50
Danny Green7.256.003.382.002.50-0.75
Kyle Lowry20.256.6012.381.501.00-1.50
Pau Gasol18.2511.108.630.003.50-1.00
Nikola Jokic10.259.904.502.500.00-2.00
Darrell Arthur6.674.003.002.001.33-1.33
Monta Ellis16.253.304.883.501.00-1.25
Gary Harris10.752.705.253.500.00-1.25
Kemba Walker26.006.005.004.000.67-3.33
DeMar DeRozan25.004.504.503.000.50-2.00
Hollis Thompson7.755.700.751.500.00-0.25
Emmanuel Mudiay12.753.306.384.001.00-2.75
Nik Stauskas10.002.403.001.500.00-1.50
Kobe Bryant19.755.703.381.500.00-2.00
Joffrey Lauvergne9.005.101.130.000.50-0.75
Kyrie Irving21.501.506.383.000.00-1.25
Harrison Barnes11.255.402.250.500.50-0.75
Enes Kanter9.6710.400.500.670.67-0.67
LaMarcus Aldridge16.508.402.631.002.50-0.75
Nicolas Batum11.337.207.502.003.33-3.00
George Hill7.507.207.882.001.00-1.50
Arron Afflalo11.674.403.501.330.67-1.67
John Wall16.408.1613.203.602.00-3.20
Marvin Williams10.676.402.502.002.00-0.67
Isaiah Canaan11.502.400.381.000.00-1.00
D’Angelo Russell11.753.006.001.500.00-2.50
Jeff Green13.674.402.501.330.67-1.00
Jerami Grant7.505.403.750.504.00-2.00
Danilo Gallinari19.004.203.383.500.00-1.75
Willie Cauley-Stein7.674.401.000.673.33-0.33
Otto Porter9.406.001.502.801.60-0.20
Draymond Green11.7512.9011.251.500.50-4.50
David West7.503.303.751.501.50-1.25
Tim Duncan6.258.703.381.003.50-1.00
Courtney Lee7.500.603.753.000.00-1.00
Bradley Beal16.002.405.100.400.80-1.20
Ramon Sessions9.202.882.401.200.00-0.80
Devin Harris8.003.603.000.000.00-1.00
Omri Casspi8.008.403.001.000.00-1.00
Julius Randle11.2512.600.380.000.50-1.25
Dirk Nowitzki14.506.002.252.001.00-0.50
Rasual Butler7.503.000.381.502.00-0.25
Frank Kaminsky5.336.801.500.670.67-1.33
Anderson Varejao8.007.200.000.000.00-2.00
Kevin Durant26.676.406.000.672.67-4.00
Raymond Felton6.004.804.503.001.00-2.00
Marcus Morris11.004.206.000.000.00-1.75
Boris Diaw7.003.303.380.501.00-1.75
Aaron Brooks5.502.405.252.000.00-1.75
Gerald Green6.332.801.501.332.00-1.00
C.J. Miles10.501.200.752.001.00-2.50
Taj Gibson6.257.502.630.502.00-0.50
Nick Young10.672.001.500.000.00-1.00
Kentavious Caldwell-Pope12.334.000.004.000.00-0.67
Aron Baynes5.005.700.000.002.50-0.50
Markieff Morris9.004.802.632.501.50-1.00
Al Jefferson12.007.200.751.001.00-2.00
Paul Pierce7.753.301.880.500.50-1.50
Kristaps Porzingis13.674.801.501.332.67-1.67
Dwyane Wade16.006.004.502.002.00-5.00
Andre Iguodala5.253.305.252.000.50-2.00
Luis Scola5.254.801.131.000.50-0.50
Josh Richardson4.003.201.501.332.000.00
Richard Jefferson7.003.000.751.500.00-0.25
Ish Smith10.502.409.382.000.00-2.25
Langston Galloway5.004.003.501.330.000.00
Amar’e Stoudemire4.676.802.000.001.33-1.67
Jordan Hill6.506.001.500.000.50-0.50
Cameron Payne5.331.204.502.000.00-1.67
Jose Calderon5.334.803.500.000.67-1.67
Terrence Ross8.502.701.500.500.00-0.25
Marcelo Huertas3.004.801.502.000.000.00
Pablo Prigioni4.004.403.500.670.00-1.33
Roy Hibbert4.754.201.130.001.50-0.50
Kenneth Faried7.756.901.500.501.50-0.50
Lavoy Allen4.754.801.130.500.00-0.25
Marreese Speights6.253.900.381.000.50-1.25
James Johnson5.672.401.000.002.000.00
Mike Dunleavy7.251.801.500.500.50-0.50
Garrett Temple3.203.362.102.800.00-1.00
Tyus Jones7.001.202.251.000.00-1.00
Matthew Dellavedova5.331.205.501.330.00-2.33
Larry Nance3.674.401.000.671.33-0.67
Matt Barnes4.005.202.002.002.00-1.33
Ryan Hollins6.004.801.500.000.00-2.00
Lance Thomas6.673.201.000.000.00-0.67
Tarik Black3.004.200.002.001.000.00
Charlie Villanueva7.503.000.000.000.00-0.50
Brandon Rush3.003.601.881.000.50-0.25
Kevin Martin6.004.001.000.670.00-2.33
J.R. Smith8.503.002.250.000.00-1.00
Leandro Barbosa5.500.901.131.500.50-0.25
Kosta Koufos4.672.400.500.002.00-0.33
Dion Waiters3.332.802.002.000.00-0.67
Richaun Holmes4.001.801.500.502.00-1.00
Salah Mejri2.004.800.001.001.000.00
Quincy Acy2.004.000.000.003.33-0.67
Kyle Singler2.672.401.502.000.67-0.67
Marco Belinelli7.501.200.750.000.00-0.50
Shaun Livingston3.502.401.880.501.50-1.75
Ryan Kelly4.002.401.500.000.000.00
Kyle O’Quinn1.002.001.500.673.33-0.67
Jonathon Simmons4.752.700.751.000.50-2.00
Brandan Wright4.002.400.751.001.00-1.50
Kendall Marshall4.000.402.501.330.00-0.67
Randy Foye4.001.202.250.000.000.00
Tony Snell2.753.301.130.001.00-0.75
C.J. Wilcox4.330.401.002.000.00-0.33
Adreian Payne2.003.200.500.671.33-0.33
Chris Andersen2.503.600.750.001.00-0.50
Channing Frye2.004.801.500.000.00-1.00
Cristiano Felicio2.252.401.880.500.50-0.25
Darrun Hilliard3.751.503.000.500.00-1.50
Glenn Robinson III5.001.200.000.002.00-1.00
Steve Blake3.500.903.750.000.00-1.00
Anthony Morrow6.330.800.000.000.00-0.33
Derrick Williams5.331.600.500.670.00-1.33
Ben McLemore4.501.802.250.000.00-2.00
Udonis Haslem3.001.800.751.000.000.00
Joseph Young3.751.202.250.500.00-1.25
Norman Powell4.001.800.000.000.000.00
Metta World Peace2.003.600.000.000.000.00
Mitch McGary2.001.800.751.000.000.00
Luc Mbah a Moute3.252.400.380.500.00-1.00
Nick Collison2.003.600.500.000.00-0.67
Dwight Powell3.001.800.001.000.00-0.50

Editor’s Note: This is your chance to try FanDuel risk free! Sign up today and if you lose your first contest, you’ll be refunded the entry fee up to $10. Play now!

With those numbers in hand, we can aggregate them to arrive at each player’s DFS scoring average over the past two weeks. Although helpful in itself, we’d prefer to know how that average relates to a player’s overall value -- if someone’s DFS average is 20% above the mean, but their salary is 40% above the mean, that player is probably not an efficient option. The result is the column labeled ‘Price to Points Index (PPI)’. It’s as simple as dividing the player’s salary/price by their DFS average.

To the right, you’ll notice another column labeled ‘Matchup Value’, which is exactly what it sounds like -- a rough summary of the value (positive or negative) of tonight’s matchup. Thanks to the terrific resource of Hoopsstats.com, I easily obtained numbers for each team’s opponents over the past 10 games, then assigned z-scores in each DFS-relevant category (excluding FTA/FT%). Note that this is a raw metric because it applies to opponents as a team, not by position. In two recent ‘Matchups by the Numbers’ columns I did analyze matchups at the position-by-position level, but didn’t have time for that level of detail today. It’s meant more as an example of how to think about and measure the value of matchups.

To eliminate the distortion of outliers, I’ve excluded everyone averaging under 5.0 DFS points. The lower the PPI index, the better the value over the past 14 days:

PlayerPositionDFS PriceAvg. DFS PointsPrice to Points Index (PPI)OpponentMatchup Value
Luol DengSF$5,80043.30133.95Warriors0.94
Goran DragicPG$6,40042.50150.59Warriors0.94
Hassan WhitesideC$8,20054.35150.87Warriors0.94
Josh McRobertsPF$3,90025.00156.00Warriors0.94
Justise WinslowSF$4,40027.97157.33Warriors0.94
Vince CarterSF$3,80023.10164.50Lakers1.28
Patty MillsPG$4,60027.93164.73Kings2.33
Tristan ThompsonPF$5,00029.78167.93Hornets-0.55
Ian MahinmiC$5,10029.83171.00Knicks0.02
Deron WilliamsPG$6,00034.95171.67Thunder0.37
Bobby PortisPF$4,30024.88172.86Wizards-0.06
Kawhi LeonardSF$7,70044.40173.42Kings2.33
Lance StephensonSG$3,60020.70173.91Lakers1.28
JaMychal GreenPF$4,10023.57173.97Lakers1.28
Robin LopezC$6,00034.40174.42Pacers-0.41
J.J. BareaPG$3,70021.15174.94Thunder0.37
Jordan ClarksonPG$6,00034.05176.21Grizzlies-1.58
Tony ParkerPG$5,30028.93183.18Kings2.33
Klay ThompsonSG$7,20039.00184.62Heat-0.80
D.J. AugustinPG$3,70019.73187.50Clippers-1.89
Cory JosephPG$4,20022.38187.71Timberwolves0.13
DeMarcus CousinsC$10,90057.90188.26Spurs-0.84
Doug McDermottSF$3,80020.15188.59Wizards-0.06
Zaza PachuliaC$5,80030.65189.23Thunder0.37
Jared DudleyPF$4,60024.26189.61Bulls1.28
Darren CollisonPG$5,00026.27190.36Spurs-0.84
Chris PaulPG$9,80051.33190.94Nuggets0.08
Brandon BassPF$3,80019.83191.68Grizzlies-1.58
Karl-Anthony TownsC$9,20047.60193.28Raptors-1.05
Bismack BiyomboC$3,80019.60193.88Timberwolves0.13
Cody ZellerPF$4,70024.23193.95Cavaliers-1.11
Robert CovingtonSF$5,00025.78193.99Pistons-0.94
Rudy GaySF$7,10036.47194.70Spurs-0.84
Serge IbakaPF$5,70029.23194.98Mavericks0.02
Reggie JacksonPG$6,80034.83195.2276ers1.05
Jusuf NurkicC$3,70018.87196.11Clippers-1.89
Andre DrummondC$8,60043.83196.2476ers1.05
E’Twaun MooreSG$4,50022.90196.51Wizards-0.06
Marcin GortatC$7,10036.12196.57Bulls1.28
DeAndre JordanC$8,70043.75198.86Nuggets0.08
Zach LaVineSG$4,90024.43200.61Raptors-1.05
J.J. RedickSG$4,90024.40200.82Nuggets0.08
Andrew BogutC$4,80023.87201.12Heat-0.80
Jeremy LinSG$4,70023.33201.43Cavaliers-1.11
Will BartonSG$6,10030.00203.33Clippers-1.89
Timofey MozgovC$3,50017.20203.49Hornets-0.55
Chandler ParsonsSF$6,70032.80204.27Thunder0.37
Patrick PattersonPF$3,70018.03205.27Timberwolves0.13
Tobias HarrisSF$5,70027.77205.2876ers1.05
Jeremy LambSG$3,80018.40206.52Cavaliers-1.11
Rajon RondoPG$9,20044.53206.59Spurs-0.84
Lou WilliamsSG$5,30025.65206.63Grizzlies-1.58
Ricky RubioPG$6,90033.33207.05Raptors-1.05
Nerlens NoelPF$6,80032.67208.16Pistons-0.94
Andrew WigginsSG$6,60031.68208.37Raptors-1.05
Wesley JohnsonSF$4,50021.55208.82Nuggets0.08
Carmelo AnthonySF$9,30044.43209.30Pacers-0.41
Kevin LovePF$7,50035.70210.08Hornets-0.55
Paul GeorgeSF$8,70041.40210.14Knicks0.02
Derrick RosePG$7,20034.23210.37Wizards-0.06
Gorgui DiengPF$6,40030.35210.87Raptors-1.05
Cole AldrichC$3,70017.53211.13Nuggets0.08
Jahlil OkaforC$6,60031.25211.20Pistons-0.94
Jonas ValanciunasC$6,70031.60212.03Timberwolves0.13
Russell WestbrookPG$10,90050.90214.15Mavericks0.02
Shabazz MuhammadSF$3,90018.18214.58Raptors-1.05
Mike ConleyPG$6,70031.20214.74Lakers1.28
LeBron JamesSF$9,90046.05214.98Hornets-0.55
Mario ChalmersPG$4,80022.20216.22Lakers1.28
Myles TurnerPF$5,70026.28216.94Knicks0.02
Nene HilarioPF$4,10018.78218.32Bulls1.28
Zach RandolphPF$6,40029.30218.43Lakers1.28
Stephen CurryPG$10,80049.43218.51Heat-0.80
Steven AdamsC$4,40020.13218.54Mavericks0.02
Jamal CrawfordSG$4,90022.38218.99Nuggets0.08
Kyle AndersonSF$3,60016.38219.85Kings2.33
Wesley MatthewsSG$4,20019.10219.90Thunder0.37
Jerian GrantPG$3,50015.85220.82Pacers-0.41
Danny GreenSG$4,50020.38220.86Kings2.33
Kyle LowryPG$8,90040.23221.26Timberwolves0.13
Pau GasolC$9,00040.48222.36Wizards-0.06
Nikola JokicC$5,60025.15222.66Clippers-1.89
Darrell ArthurPF$3,50015.67223.40Clippers-1.89
Monta EllisSG$6,20027.68224.03Knicks0.02
Gary HarrisSG$4,70020.95224.34Clippers-1.89
Kemba WalkerPG$8,60038.33224.35Cavaliers-1.11
DeMar DeRozanSG$8,00035.50225.35Timberwolves0.13
Hollis ThompsonSF$3,50015.45226.54Pistons-0.94
Emmanuel MudiayPG$5,60024.68226.95Clippers-1.89
Nik StauskasSG$3,50015.40227.27Pistons-0.94
Kobe BryantSG$6,50028.33229.48Grizzlies-1.58
Joffrey LauvergneC$3,50014.98233.72Clippers-1.89
Kyrie IrvingPG$7,30031.13234.54Hornets-0.55
Harrison BarnesSF$4,50019.15234.99Heat-0.80
Enes KanterC$5,00021.23235.48Mavericks0.02
LaMarcus AldridgePF$7,20030.28237.82Kings2.33
Nicolas BatumSG$6,80028.37239.72Cavaliers-1.11
George HillPG$5,80024.08240.91Knicks0.02
Arron AfflaloSG$4,80019.90241.21Pacers-0.41
John WallPG$9,80040.16244.02Bulls1.28
Marvin WilliamsPF$5,60022.90244.54Cavaliers-1.11
Isaiah CanaanPG$3,50014.28245.18Pistons-0.94
D’Angelo RussellPG$4,90019.75248.10Grizzlies-1.58
Jeff GreenSF$5,40021.57250.39Nuggets0.08
Jerami GrantPF$4,80019.15250.65Pistons-0.94
Danilo GallinariSF$7,10028.33250.66Clippers-1.89
Willie Cauley-SteinPF$4,20016.73251.00Spurs-0.84
Otto PorterSF$5,30021.10251.18Bulls1.28
Draymond GreenPF$8,40033.40251.50Heat-0.80
David WestPF$4,10016.30251.53Kings2.33
Tim DuncanC$5,50021.83252.00Kings2.33
Courtney LeeSG$3,50013.85252.71Cavaliers-1.11
Bradley BealSG$6,00023.50255.32Bulls1.28
Ramon SessionsPG$3,80014.88255.38Bulls1.28
Devin HarrisSG$3,50013.60257.35Thunder0.37
Omri CasspiSF$5,00019.40257.73Spurs-0.84
Julius RandlePF$6,10023.48259.85Grizzlies-1.58
Dirk NowitzkiPF$6,60025.25261.39Thunder0.37
Rasual ButlerSF$3,70014.13261.95Kings2.33
Frank KaminskyPF$3,60013.63264.06Cavaliers-1.11
Anderson VarejaoC$3,50013.20265.15Heat-0.80
Kevin DurantSF$10,20038.40265.63Mavericks0.02
Raymond FeltonPG$4,60017.30265.90Thunder0.37
Marcus MorrisSF$5,20019.45267.3576ers1.05
Boris DiawPF$3,60013.43268.16Kings2.33
Aaron BrooksPG$3,60013.40268.66Wizards-0.06
Gerald GreenSG$3,50012.97269.92Warriors0.94
C.J. MilesSF$3,50012.95270.27Knicks0.02
Taj GibsonPF$5,00018.38272.11Wizards-0.06
Nick YoungSG$3,60013.17273.42Grizzlies-1.58
Kentavious Caldwell-PopeSG$5,40019.67274.5876ers1.05
Aron BaynesC$3,50012.70275.5976ers1.05
Markieff MorrisPF$5,40019.43277.99Bulls1.28
Al JeffersonC$5,60019.95280.70Cavaliers-1.11
Paul PierceSF$3,50012.43281.69Nuggets0.08
Kristaps PorzingisPF$6,30022.30282.51Pacers-0.41
Dwyane WadeSG$7,30025.50286.27Warriors0.94
Andre IguodalaSF$4,10014.30286.71Heat-0.80
Luis ScolaPF$3,50012.18287.47Timberwolves0.13
Josh RichardsonSG$3,50012.03290.86Warriors0.94
Richard JeffersonSF$3,50012.00291.67Hornets-0.55
Ish SmithPG$6,50022.03295.12Pistons-0.94
Langston GallowaySG$4,10013.83296.39Pacers-0.41
Amar’e StoudemirePF$4,00013.13304.57Warriors0.94
Jordan HillC$4,30014.00307.14Knicks0.02
Cameron PaynePG$3,50011.37307.92Mavericks0.02
Jose CalderonPG$3,90012.63308.71Pacers-0.41
Terrence RossSG$4,00012.95308.88Timberwolves0.13
Marcelo HuertasPG$3,50011.30309.73Grizzlies-1.58
Pablo PrigioniPG$3,50011.23311.57Nuggets0.08
Roy HibbertC$3,50011.08316.03Grizzlies-1.58
Kenneth FariedPF$5,60017.65317.28Clippers-1.89
Lavoy AllenPF$3,50010.93320.37Knicks0.02
Marreese SpeightsPF$3,50010.78324.83Heat-0.80
James JohnsonSF$3,60011.07325.30Timberwolves0.13
Mike DunleavySF$3,60011.05325.79Wizards-0.06
Garrett TempleSG$3,50010.46334.61Bulls1.28
Tyus JonesPG$3,50010.45334.93Raptors-1.05
Matthew DellavedovaPG$3,70011.03335.35Hornets-0.55
Larry NancePF$3,50010.40336.54Grizzlies-1.58
Matt BarnesSF$4,70013.87338.94Lakers1.28
Ryan HollinsPF$3,50010.30339.81Lakers1.28
Lance ThomasSF$3,50010.20343.14Pacers-0.41
Tarik BlackC$3,50010.20343.14Grizzlies-1.58
Charlie VillanuevaPF$3,50010.00350.00Thunder0.37
Brandon RushSG$3,5009.73359.90Heat-0.80
Kevin MartinSG$3,5009.33375.00Raptors-1.05
J.R. SmithSG$4,80012.75376.47Hornets-0.55
Leandro BarbosaSG$3,5009.28377.36Heat-0.80
Kosta KoufosC$3,5009.23379.06Spurs-0.84
Dion WaitersSG$3,7009.47390.85Mavericks0.02
Richaun HolmesPF$3,5008.80397.73Pistons-0.94
Salah MejriC$3,5008.80397.73Thunder0.37
Quincy AcyPF$3,5008.67403.85Spurs-0.84
Kyle SinglerSF$3,5008.57408.56Mavericks0.02
Marco BelinelliSG$3,7008.95413.41Spurs-0.84
Shaun LivingstonPG$3,5008.03436.14Heat-0.80
Ryan KellySF$3,5007.90443.04Grizzlies-1.58
Kyle O’QuinnC$3,5007.83446.81Pacers-0.41
Jonathon SimmonsSG$3,5007.70454.55Kings2.33
Brandan WrightC$3,5007.65457.52Lakers1.28
Kendall MarshallPG$3,5007.57462.56Pistons-0.94
Randy FoyeSG$3,5007.45469.80Mavericks0.02
Tony SnellSG$3,5007.43471.38Wizards-0.06
C.J. WilcoxSG$3,5007.40472.97Nuggets0.08
Adreian PaynePF$3,5007.37475.11Raptors-1.05
Chris AndersenC$3,5007.35476.19Lakers1.28
Channing FryePF$3,5007.30479.45Hornets-0.55
Cristiano FelicioC$3,5007.28481.10Wizards-0.06
Darrun HilliardSG$3,5007.25482.7676ers1.05
Glenn Robinson IIISF$3,5007.20486.11Knicks0.02
Steve BlakePG$3,5007.15489.5176ers1.05
Anthony MorrowSG$3,5006.80514.71Mavericks0.02
Derrick WilliamsPF$3,5006.77517.24Pacers-0.41
Ben McLemoreSG$3,5006.55534.35Spurs-0.84
Udonis HaslemPF$3,5006.55534.35Warriors0.94
Joseph YoungSG$3,5006.45542.64Knicks0.02
Norman PowellSG$3,5005.80603.45Timberwolves0.13
Metta World PeaceSF$3,5005.60625.00Grizzlies-1.58
Mitch McGaryPF$3,5005.55630.63Mavericks0.02
Luc Mbah a MouteSF$3,5005.53633.48Nuggets0.08
Nick CollisonPF$3,5005.43644.17Mavericks0.02
Dwight PowellPF$3,5005.30660.38Thunder0.37

It’s interesting that five Heat players top the list for PPI. Chris Bosh‘s absence has created more opportunities up and down the lineup, and Dwyane Wade also missed two games this weekend. Luol Deng is catching fire in an expanded role, the Heat are pushing Goran Dragic to be more aggressive offensively, Hassan Whiteside is blowing up, and Justise Winslow‘s modest production looks better due to his dirt-cheap cost of $4,400. Josh McRoberts’ value is buoyed by one excellent game on Friday, and a decent game on Monday, but it must be noted that he’s been very inconsistent.

With Jeff Green in L.A., and Tony Allen battling a sore knee, we’ve seen an unexpected resurgence from Vince Carter -- over the past three games he’s averaging 14.0 points, 2.0 threes, 4.7 rebounds and 1.7 steals. With Tony Allen doubtful again on Wednesday, and P.J. Hairston unlikely to play heavy minutes as a starter, VC’s production could very well continue. Other surging players near the top of the list include red-hot Patty Mills (aided by Manu Ginobili‘s absence), Tristan Thompson, Ian Mahinmi and Bobby Portis.

Already, we see that PPI is influenced by many of the variables mentioned above -- injuries have a particularly potent effect, opening up starting jobs, playing time and increased usage for the afflicted player’s teammates. Looking strictly at PPI won’t result in a perfect lineup, of course, and there typically has to be a balance of efficient low-end players and guys who can blow up for 40+ DFS points. Even here we can use PPI and matchups as a guide -- Kawhi Leonard, for instance, has an excellent PPI of 173.4 and he faces a Kings team that’s hemorrhaging DFS value over their past 10 games. Compare that to Rudy Gay‘s PPI of 194.7, and his matchup vs. the Spurs, and you have a clear-cut winner at SF.

This was intended as an introduction to PPI and ways to evaluate efficiency and DFS value, rather than a full-on guide to building DFS lineups, but I may return to this theme with a more elaborate approach in future weeks. If you have any questions or insights, you can always send me a Direct Message on Twitter @Knaus_RW. Good luck this week!

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