Basketball · Research

NBA Team Synergy Analysis

2015-16Updated Jun 3, 2016Archived
Project Overview

An exploratory study of 2011-12 NBA playoff teams that compares Eastern and Western contenders, team touches, roster composition, and predictors of player rank.

Problem & Objective

Top seeds in the NBA are defined by win totals, but the underlying statistical patterns that distinguish elite teams from near-elite ones are not well characterized.

Analytical Approach

The team applies clustering and correlation analysis to team-level stats for playoff-bound rosters, segmenting results by conference to surface structural differences.

Key Result & Impact

Distinct statistical signatures separate top seeds from lower seeds in both conferences, and persistent stylistic differences between Eastern and Western contenders are identified.

Tech Stack & Tools
Rt-testsRegression