Final Case Competition - NBA Analytics
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Transcript of Final Case Competition - NBA Analytics
Who is Worth a Max Contract?
Columbia University Sports ManagementNovember 10, 2016
Josh Carroll, Ang (Enzo) Li, Jeremy Masem,Rob Moras, CJ Pettway and Samantha Trella
OBJECTIVESMaximum allowable contract for playersEvaluation and classification of playersActual Value Metric (AVM)Projection of player performanceSurplus value rankingsFinal player rankings
IntroductionWhat is a
Max Contract?
Evaluating Players
Projecting Player
Performance
Max Contract Players Ranked
Conclusion
WHAT IS A MAX CONTRACT?Introduction
What is a Max
Contract?Evaluating
Players
Projecting Player
Performance
Max Contract Players Ranked
Conclusion
Years in NBA Defined Max Salary ‘15-16 ‘16-17
0-6 25% of cap 16,407,500 22,116,750
7-9 30% of cap 19,689,000 26,540,100
10+ 35% of cap 22,970,500 30,960,450
4 year deals based on % of cap and service, 4.5% raises each season
Salary no lower than 105% of previous season
16-17 salary cap = $94.1M Rose Rule
a) 2x All Star Starter b) 2x All-NBA
c) MVP
EVALUATING PLAYERSData and Methodology:
WS, VORP, PER, BPM, PTS highly correlated (Franks, D’Amour, Cervone, Bornn 2016)
PER: Player Efficiency RatingWin Share: Value on Team LevelClassification: K-means Clustering
IntroductionWhat is a
Max Contract?
Evaluating Players
Projecting Player
Performance
Max Contract Players Ranked
Conclusion
EVALUATING PLAYERSIntroduction
What is a Max
Contract?Evaluating
Players
Projecting Player
Performance
Max Contract Players Ranked
Conclusion
EVALUATING PLAYERSIntroduction
What is a Max
Contract?Evaluating
Players
Projecting Player
Performance
Max Contract Players Ranked
Conclusion
EVALUATING PLAYERSIntroduction
What is a Max
Contract?Evaluating
Players
Projecting Player
Performance
Max Contract Players Ranked
Conclusion
EVALUATING PLAYERSIntroduction
What is a Max
Contract?Evaluating
Players
Projecting Player
Performance
Max Contract Players Ranked
Conclusion
EVALUATING PLAYERSIntroduction
What is a Max
Contract?Evaluating
Players
Projecting Player
Performance
Max Contract Players Ranked
Conclusion
EVALUATING PLAYERSIntroduction
What is a Max
Contract?Evaluating
Players
Projecting Player
Performance
Max Contract Players Ranked
Conclusion
Actual Value Metric (AVM) Adjust Win Share based on team
performance and PER Regress Win Share on PER for
each team, compare slope to league average
Assumption: Star/leader of average team
EVALUATING PLAYERSIntroduction
What is a Max
Contract?Evaluating
Players
Projecting Player
Performance
Max Contract Players Ranked
Conclusion
Player Pos Age Team AVM
C. Paul PG 30 LAC 12.95
S. Curry PG 27 GSW 12.68
A. Davis PF 22 NOP 12.66
H. Whiteside C 26 MIA 12.22
K. Durant SF 27 OKC 12.12
L. James SF 31 CLE 11.96
2015-2016 AVM Rankings
PROJECTING PLAYER PERFORMANCEIntroduction
What is a Max
Contract?Evaluating
Players
Projecting Player
Performance
Max Contract Players Ranked
Conclusion
Data and Methodology:Based on historical data from 2005-
2016Peak at age 27Time Series Model (ARMA): Projects
PERProjected PER factored in AVM
PERs = (0.7)*PERs-1 + (0.3)*PERs-2 + Avg. Improv.
PROJECTING PLAYER PERFORMANCEIntroduction
What is a Max
Contract?Evaluating
Players
Projecting Player
Performance
Max Contract Players Ranked
Conclusion
MAX CONTRACT PLAYERS RANKED (15-11)
IntroductionWhat is a
Max Contract?
Evaluating Players
Projecting Player
Performance
Max Contract Players Ranked
Conclusion
15. Klay ThompsonSV: $2,800,216.44 14. DeMarcus Cousins
SV: $6,313,816.44
13. Gordon HaywardSV: $6,700,916.44
12. Kemba WalkerSV: $6,934,716.44
11. Kevin DurantSV: $7,722,493.22
MAX CONTRACT PLAYERS RANKED 10. RUDY GOBERT
IntroductionWhat is a
Max Contract?
Evaluating Players
Projecting Player
Performance
Max Contract Players Ranked
Conclusion
Max Contract: 4 year, $94.6MYear 1: $22.1M
Year 2: $23.1M
Year 3: $24.2M
Year 4: $25.2M
Actual Max Contract: 4 year, $107.3MYear 1: $22.5M
Year 2: $25.9M
Year 3:$28.7M
Year 4: $30.1M
SurplusYear 1: 413K
Year 2: $2.8M
Year 3: $4.6M
Year 4: $4.9M
Total: $12,766,916.44Year 1 Year 2 Year 3 Year 40
5
10
15
20
25
30
35
22.1 23.1 24.2 25.222.5
25.928.7 30.1
Max vs. Actual Max
Max Actual Max
MAX CONTRACT PLAYERS RANKED 9. RUSSELL WESTBROOK
IntroductionWhat is a
Max Contract?
Evaluating Players
Projecting Player
Performance
Max Contract Players Ranked
Conclusion
Max Contract: 4 year, $113.5MYear 1: $26.5M
Year 2: $27.7M
Year 3:$28.9M
Year 4: $30.2M
Actual Max Contract: 4 year, $132.1MYear 1: $32.4M
Year 2: $34.1M
Year 3: $33.8M
Year 4: $31.7M
SurplusYear 1: $5.8M
Year 2: $6.4M
Year 3: $4.8M
Year 4: $1.46M
Total: $18, 579, 579.92Year 1 Year 2 Year 3 Year 40
510152025303540
26.5 27.7 28.9 30.232.4 34.1 33.8 31.7
Max vs. Actual Max
Max Actual Max
MAX CONTRACT PLAYERS RANKED 8. DRAYMOND GREEN
IntroductionWhat is a
Max Contract?
Evaluating Players
Projecting Player
Performance
Max Contract Players Ranked
Conclusion
Max Contract: 4 year, $94.6MYear 1: $22.1M
Year 2: $23.1M
Year 3: $24.2M
Year 4: $25.2M
Actual Max Contract: 4 year, $116MYear 1: $28.1M
Year 2: $30.3M
Year 3: $29.2M
Year 4: $28.4M
SurplusYear 1: $6.03M
Year 2: $7.2M
Year 3: $5M
Year 4: $3.2M
Total: $21, 371,116.44Year 1 Year 2 Year 3 Year 40
5
10
15
20
25
30
35
22.1 23.1 24.2 25.228.1
30.3 29.2 28.4
Max vs. Actual Max
Max Actual Max
MAX CONTRACT PLAYERS RANKED 7. NIKOLA JOKIC
IntroductionWhat is a
Max Contract?
Evaluating Players
Projecting Player
Performance
Max Contract Players Ranked
Conclusion
Max Contract: 4 year, $94.6MYear 1: $22.1M
Year 2: $23.1M
Year 3: $24.2M
Year 4: $25.2M
Actual Max Contract: 4 year, $123.9MYear 1: $22.2M
Year 2: $23.9M
Year 3: $37M
Year 4: $40.6M
SurplusYear 1: $123K
Year 2: $847K
Year 3: $12.8M
Year 4: $15.4M
Total: $29,269,716.44Year 1 Year 2 Year 3 Year 40
51015202530354045
22.1 23.1 24.2 25.222.2 23.9
3740.6
Max vs. Actual Max
Max Actual Max
MAX CONTRACT PLAYERS RANKED 6. JAMES HARDEN
IntroductionWhat is a
Max Contract?
Evaluating Players
Projecting Player
Performance
Max Contract Players Ranked
Conclusion
Max Contract: 4 year, $113.5MYear 1: $26.5M
Year 2: $27.7M
Year 3:$28.9M
Year 4: $30.2M
Actual Max Contract: 4 year, $147.3MYear 1: $41.1M
Year 2: $36.3M
Year 3: $36.4M
Year 4: $33.4M
SurplusYear 1: $14.5M
Year 2: $8.6M
Year 3: $7.4M
Year 4: $3.2M
Total: $33,817,092.79 Year 1 Year 2 Year 3 Year 40
51015202530354045
26.5 27.7 28.9 30.2
41.136.3 36.4
33.4
Max vs. Actual Max
Max Actual Max
MAX CONTRACT PLAYERS RANKED 5. KARL-ANTHONY TOWNS
IntroductionWhat is a
Max Contract?
Evaluating Players
Projecting Player
Performance
Max Contract Players Ranked
Conclusion
Max Contract: 4 year, $94.6MYear 1: $22.1M
Year 2: $23.1M
Year 3: $24.2M
Year 4: $25.2M
Actual Max Contract: 4 year, $138.1MYear 1: $27.4M
Year 2: $26.3M
Year 3: $40.6M
Year 4: $43.9M
SurplusYear 1: $5.3M
Year 2: $3.2M
Year 3: $16.4M
Year 4: $18.7M
Total: $43,579,116.44 Year 1 Year 2 Year 3 Year 40
5101520253035404550
22.1 23.1 24.2 25.227.4 26.3
40.643.9
Max vs. Actual Max
Max Actual Max
MAX CONTRACT PLAYERS RANKED 4. ANDRE DRUMMOND
IntroductionWhat is a
Max Contract?
Evaluating Players
Projecting Player
Performance
Max Contract Players Ranked
Conclusion
Max Contract: 4 year, $94.6MYear 1: $22.1M
Year 2: $23.1M
Year 3: $24.2M
Year 4: $25.2M
Actual Max Contract: 4 year, $ $138.4MYear 1: $28M
Year 2: $34.9M
Year 3: $34.2M
Year 4: $41.3M
SurplusYear 1: $5.9M
Year 2: $11.8M
Year 3: $10.1M
Year 4: $16.1M
Total: $43,864,516.44 Year 1 Year 2 Year 3 Year 40
51015202530354045
22.1 23.1 24.2 25.228
34.9 34.2
41.3Max vs. Actual Max
Max Actual Max
MAX CONTRACT PLAYERS RANKED 3. STEPHEN CURRY
IntroductionWhat is a
Max Contract?
Evaluating Players
Projecting Player
Performance
Max Contract Players Ranked
Conclusion
Max Contract: 4 year, $113.5MYear 1: $26.5M
Year 2: $27.7M
Year 3:$28.9M
Year 4: $30.2M
Actual Max Contract: 4 year, $167.9MYear 1: $40M
Year 2: $43.1M
Year 3: $42.6M
Year 4: $42.2M
SurplusYear 1: $13.5M
Year 2: $15.4M
Year 3: $13.6M
Year 4: $11.9M
Total: $54,356,879.72 Year 1 Year 2 Year 3 Year 40
5101520253035404550
26.5 27.7 28.9 30.2
4043.1 42.6 42.2
Max vs. Actual Max
Max Actual Max
MAX CONTRACT PLAYERS RANKED 2. KAWHI LEONARD
IntroductionWhat is a
Max Contract?
Evaluating Players
Projecting Player
Performance
Max Contract Players Ranked
Conclusion
Max Contract: 4 year, $94.6MYear 1: $22.1M
Year 2: $23.1M
Year 3: $24.2M
Year 4: $25.2M
Actual Max Contract: 4 year, $155MYear 1: $34.3M
Year 2: $37.3M
Year 3: $44M
Year 4: $39.4M
SurplusYear 1: $12.2M
Year 2: $14.2M
Year 3: $19.8M
Year 4: $14.2M
Total: $60,423,416.44 Year 1 Year 2 Year 3 Year 40
5101520253035404550
22.1 23.1 24.2 25.2
34.337.3
4439.4
Max vs. Actual Max
Max Actual Max
MAX CONTRACT PLAYERS RANKED 1. ANTHONY DAVIS
IntroductionWhat is a
Max Contract?
Evaluating Players
Projecting Player
Performance
Max Contract Players Ranked
Conclusion
Max Contract: 4 year, $94.6MYear 1: $22.1M
Year 2: $23.1M
Year 3: $24.2M
Year 4: $25.2M
Actual Max Contract: 4 year, 156.6MYear 1: $35M
Year 2: $36.9M
Year 3: $41.9M
Year 4: $42.6M
SurplusYear 1: $12.9M
Year 2: $13.8M
Year 3: $17.7M
Year 4: $17.4M
Total: $61,995,716.44 Year 1 Year 2 Year 3 Year 40
51015202530354045
22.1 23.1 24.2 25.2
35 36.941.9 42.6
Max vs. Actual Max
Max Actual Max
EXPANSION TEAM DRAFT RANKINGS
IntroductionWhat is a
Max Contract?
Evaluating Players
Projecting Player
Performance
Max Contract Players Ranked
Conclusion
OUR FINAL RANKINGS5. KEVIN DURANT
IntroductionWhat is a
Max Contract?
Evaluating Players
Projecting Player
Performance
Max Contract Players Ranked
Conclusion
Career AveragesTS%: 60.5
AST%: 17.9%
TOV%: 12.5
WS: 11.9
PER: 25
Accolades7x All-star, 6x All-NBA, 2013-14 NBA MVP, 2007-08 Rookie of the Year, 2011-12 All-Star Game MVP, 4x Scoring Champion, 2x Gold Medalist, 50-40-90 Club
OUR FINAL RANKINGS4. KARL-ANTHONY TOWNS
IntroductionWhat is a
Max Contract?
Evaluating Players
Projecting Player
Performance
Max Contract Players Ranked
Conclusion
Career AveragesTS%: 59
AST%: 11.3
TOV%: 12.6
WS: 8.3
PER: 22.5
Accolades2015-16 Rookie of the Year
OUR FINAL RANKINGS3. STEPH CURRY
IntroductionWhat is a
Max Contract?
Evaluating Players
Projecting Player
Performance
Max Contract Players Ranked
Conclusion
Career AveragesTS%: 61.1
AST%: 32.6%
TOV%: 12.5
WS: 10.2
PER: 23.1
Accolades3x All-star, 3x All-NBA, 2x NBA MVP, 2014-15 NBA Champion, 2015-16 Scoring Champion, 50-40-90 Club
OUR FINAL RANKINGS2. KAWHI LEONARD
IntroductionWhat is a
Max Contract?
Evaluating Players
Projecting Player
Performance
Max Contract Players Ranked
Conclusion
Career AveragesTS%: 59
AST%: 10.4
TOV%: 9.2
WS: 8.3
PER: 20.1
Accolades2x Defensive Player of the Year, 1x All-star, 3x All-Defensive, 2015-16 All-NBA, 2013-14 NBA Champion, 2013-14 Finals MVP
OUR FINAL RANKINGS1. ANTHONY DAVIS
IntroductionWhat is a
Max Contract?
Evaluating Players
Projecting Player
Performance
Max Contract Players Ranked
Conclusion
Career AveragesTS%: 57.2
AST%: 8.9
TOV%: 8.3
WS: 9.4
PER: 26
Accolades3x All-star, 2014-15 All-Defensive, 2014-15 All NBA, 1x Gold Medalist
IntroductionWhat is a
Max Contract?
Evaluating Players
Projecting Player
Performance
Max Contract Players Ranked
Conclusion
CONCLUSION