Chapter 18: Further Reading - Team Defensive Analytics
Foundational Texts
Basketball on Paper: Rules and Tools for Performance Analysis
Author: Dean Oliver Year: 2004 Publisher: Potomac Books
While primarily known for offensive metrics, Oliver's foundational text includes important chapters on defensive analysis and the Four Factors framework applied to both sides of the ball. Essential context for understanding how defensive efficiency measurement evolved.
Key Chapters: Chapter 5 (Team Defense), Chapter 10 (Putting It Together)
SprawlBall: A Visual Tour of the New Era of the NBA
Author: Kirk Goldsberry Year: 2019 Publisher: Houghton Mifflin Harcourt
Goldsberry's visual approach illuminates defensive concepts through spatial analysis. His shot charts and positioning data provide excellent context for understanding how modern defense tries to control shot location.
Key Sections: Rim Protection, The Death of the Mid-Range, Defensive Shot Charts
The Midrange Theory: Basketball's Evolution in the Age of Analytics
Author: Seth Partnow Year: 2021 Publisher: Triumph Books
Written by a former NBA front office executive, this book provides insider perspective on how teams evaluate defense analytically. Includes practical discussion of defensive metric limitations.
Key Chapters: Defensive evaluation chapters, team-building philosophy
Academic Papers
Characterizing the Spatial Structure of Defensive Skill in Professional Basketball
Authors: Alexander Franks, Andrew Miller, Luke Bornn, Kirk Goldsberry Journal: Annals of Applied Statistics, 2015 DOI: 10.1214/14-AOAS799
Groundbreaking paper introducing spatial defensive analysis using tracking data. Develops methodology for expected field goal percentage that accounts for defender positioning.
Key Contribution: xFG% methodology, defender positioning impact
Quantifying the Effect of Defense on Player Performance
Authors: Daniel Cervone, Alexander D'Amour, Luke Bornn, Kirk Goldsberry Venue: MIT Sloan Sports Analytics Conference, 2016
Extends Expected Possession Value framework to defensive evaluation, attempting to isolate individual defensive contributions.
Key Concepts: Defensive EPV, individual defensive attribution
Gravity and Spacing: The Impact of Elite Shooters on Basketball Defense
Authors: Sameer K. Deshpande, Shane T. Jensen Journal: Journal of Sports Analytics, 2019
Analyzes how offensive shooting threats affect defensive positioning and rotations. Useful for understanding the defensive challenge of modern spacing.
Relevance: Explains defensive positioning requirements in modern offense
Regularized Adjusted Plus-Minus
Author: Joseph Sill Venue: MIT Sloan Sports Analytics Conference, 2010
Introduces the regularized adjusted plus-minus methodology that separates offensive and defensive contributions through regression.
Key Contribution: D-RAPM methodology foundation
A Multiresolution Stochastic Process Model for Predicting Basketball Possession Outcomes
Authors: Daniel Cervone, Alexander D'Amour, Luke Bornn, Kirk Goldsberry Journal: Journal of the American Statistical Association, 2016
While focused on offense, includes defensive considerations in the Expected Possession Value framework.
Relevance: Methodology for evaluating defensive impact on possession outcomes
Technical Resources
NBA Stats API - Defensive Dashboard
URL: https://stats.nba.com/ Type: Data Source
Official source for defensive statistics including: - Defensive field goal percentage by distance - Opponent shooting by player defended - Matchup data - Contest frequency
Key Endpoints: /leaguedashptdefend, /playerdashptdefend
Cleaning the Glass
URL: https://cleaningtheglass.com/ Author: Ben Falk Type: Subscription Service
Premium analytics site with garbage-time filtered defensive statistics. Includes matchup difficulty adjustments and luck-adjusted shooting metrics.
Notable Features: Luck-adjusted opponent shooting, defensive matchup data
Second Spectrum
URL: https://www.secondspectrum.com/ Type: Tracking Data Provider
The NBA's optical tracking partner. Research publications and blog posts provide cutting-edge defensive analysis methodology.
Key Contributions: Contest classification, defensive positioning metrics
Thinking Basketball
Author: Ben Taylor URL: https://www.youtube.com/thinkingbasketball Type: Video Series/Book
Excellent video analysis of defensive concepts including switching, help defense, and individual defensive evaluation. The "Backpicks" GOAT series includes extensive defensive analysis.
Recommended Content: Defensive ranking methodology, historical defensive analysis
Scheme and Strategy Resources
NBA Defensive Scheme Analysis
Various Authors: Zach Lowe (ESPN), John Hollinger (The Athletic) Type: Journalism
Regular analysis of defensive schemes, trends, and team evaluations from the best NBA writers.
Key Value: Connects analytical findings to scheme implementation
Basketball Reference Defensive Glossary
URL: https://www.basketball-reference.com/about/glossary.html Type: Reference
Comprehensive definitions of defensive statistics including Defensive Box Plus-Minus (DBPM) and Defensive Win Shares.
Synergy Sports Technology
URL: https://synergysports.com/ Type: Video/Data Platform
Industry standard for play type analysis including defensive efficiency by coverage type and play type defended.
Key Data: Defensive play type efficiency, coverage effectiveness
Historical and Contextual Reading
The Book of Basketball: The NBA According to the Sports Guy
Author: Bill Simmons Year: 2009 Publisher: ESPN Books
Historical context for defensive evolution and team-building around defense. Discussion of great defensive teams and players through NBA history.
Seven Seconds or Less
Author: Jack McCallum Year: 2006 Publisher: Touchstone
Inside look at the Phoenix Suns' offense-first approach provides contrast to defensive-minded team building. Understanding what defense must counter.
The Soul of Basketball
Author: Ian Thomsen Year: 2018 Publisher: Houghton Mifflin Harcourt
Includes detailed analysis of the 2011 Dallas Mavericks' championship run, with emphasis on their defensive adjustments against LeBron James.
Conference Proceedings and Presentations
MIT Sloan Sports Analytics Conference
URL: https://www.sloansportsconference.com/ Type: Annual Conference
Archive includes numerous defensive analytics papers including: - "The Dwight Effect" (Rim Protection, 2014) - "Spatial Analysis of Defensive Skill" (2015) - "Quantifying Defensive Impact" (various years)
NESSIS (New England Symposium on Statistics in Sports)
URL: http://www.nessis.org/ Type: Academic Conference
Rigorous statistical methodology papers on defensive evaluation.
Video Resources
NBA Film Room
Various Platforms: YouTube, NBA.com Type: Official NBA Content
Breakdown videos explaining defensive concepts, schemes, and individual technique.
Coach Daniel YouTube Channel
URL: https://www.youtube.com/c/CoachDaniel Type: Coaching Analysis
Detailed X's and O's breakdown of NBA defensive schemes and principles.
Half Court Hoops
URL: https://www.youtube.com/halfcourthoops Type: Tactical Analysis
Play-by-play defensive breakdown videos explaining scheme implementation.
Practical Implementation
Python for Sports Analytics
Type: Code Resources
Key repositories for implementing defensive analytics: - nba_api: Python client for NBA defensive stats - basketball_reference_web_scraper: Historical defensive data
R Packages for Basketball Analytics
Packages: ballr, nbastatR, hoopR Type: R Libraries
R implementations for accessing and analyzing defensive data.
Specialized Topics
Rim Protection Analysis
Lowe Post Podcast - Rudy Gobert Episodes Host: Zach Lowe Platform: ESPN
Detailed discussion of rim protection value and limitations in modern NBA.
Switch Defense Evaluation
Warriors Film Review (2015-2019) Various Sources: YouTube, The Athletic
Analysis of Golden State's switch-everything approach and personnel requirements.
Defensive Rating History
Basketball-Reference Historical Data URL: https://www.basketball-reference.com/
Historical Defensive Rating by team and season for era-adjusted comparisons.
Suggested Reading Order
For Beginners
- Oliver, "Basketball on Paper" (foundational concepts)
- Basketball-Reference Glossary (metric definitions)
- Thinking Basketball videos (visual explanation)
- NBA Stats Defensive Dashboard (familiarization)
For Intermediate Analysts
- Franks et al., spatial defensive analysis paper
- Cleaning the Glass subscription (applied metrics)
- MIT Sloan conference papers
- Scheme analysis articles (Lowe, Hollinger)
For Advanced Researchers
- Full academic paper collection
- Second Spectrum documentation
- D-RAPM implementation
- Original tracking data analysis (if accessible)
Key Takeaway from Literature
The consensus from defensive analytics research:
- Measurement is hard: Defense is inherently more difficult to quantify than offense
- Process beats outcomes: Shot quality metrics more reliable than opponent shooting
- Context matters: Scheme, teammates, and role affect individual metrics
- Multi-year needed: Single seasons have too much variance
- Video essential: Numbers identify questions; film provides answers
- Humility required: Best metrics explain only 30-40% of defensive variance