The Decline of "Superteams": An Analysis of Salary Concentration, Player Production, and the Second Apron within the National Basketball Association (2017-2026)

Fans of the NBA informally label certain high-spending teams that go after top-tier, highly priced talent as superteams. The NBA’s 2023 collective bargaining agreement added a second payroll apron beginning in 2023–24, reportedly aimed at limiting the rise of often viewed negatively superteams. This study examines whether the apron coincides with changes in how teams spend and in how spending relates to winning. Using ESPN payroll data and Basketball Reference performance statistics for all 30 teams from 2016–17 through 2025–26 (n = 300), salary concentration is measured as the combined salary of each team’s three highest-paid players relative to the salary cap (“Big 3 %”). Median payrolls and Big 3 % show no measurable decline after the apron, although fewer teams exceed its thresholds. The correlation between Big 3 % and team performance measures (seeding, net rating, playoff success, and team success) weakened (R² of 0.17–0.22 before, 0.06–0.11 after), while the correlation with salary-weighted player availability strengthened, though not conclusively (p = 0.05–0.34). These descriptive results, based on only three post-apron seasons, suggest that availability and on-court production are more closely associated with team performance than contract size alone.

Authors

Institutions

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-11-03
DOI
https://doi.org/10.5281/zenodo.23933640
Primary Topic
Sports Analytics and Performance
Type
preprint
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
preprint

The Decline of "Superteams": An Analysis of Salary Concentration, Player Production, and the Second Apron within the National Basketball Association (2017-2026)

Nikola Rnjak
Zenodo (CERN European Organization for Nuclear Research)
Sports Analytics and Performance
preprint

The Decline of "Superteams": An Analysis of Salary Concentration, Player Production, and the Second Apron within the National Basketball Association (2017-2026)

Nikola Rnjak
preprint en

Abstract

Fans of the NBA informally label certain high-spending teams that go after top-tier, highly priced talent as superteams. The NBA’s 2023 collective bargaining agreement added a second payroll apron beginning in 2023–24, reportedly aimed at limiting the rise of often viewed negatively superteams. This study examines whether the apron coincides with changes in how teams spend and in how spending relates to winning. Using ESPN payroll data and Basketball Reference performance statistics for all 30 teams from 2016–17 through 2025–26 (n = 300), salary concentration is measured as the combined salary of each team’s three highest-paid players relative to the salary cap (“Big 3 %”). Median payrolls and Big 3 % show no measurable decline after the apron, although fewer teams exceed its thresholds. The correlation between Big 3 % and team performance measures (seeding, net rating, playoff success, and team success) weakened (R² of 0.17–0.22 before, 0.06–0.11 after), while the correlation with salary-weighted player availability strengthened, though not conclusively (p = 0.05–0.34). These descriptive results, based on only three post-apron seasons, suggest that availability and on-court production are more closely associated with team performance than contract size alone.

Zenodo (CERN European Organization for Nuclear Research)
The Ohio State University (US)
Sports Analytics and Performance
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Laika access coming soon
The Decline of "Superteams": An Analysis of Salary Concentration, Player Production, and the Second Apron within the National Basketball Association (2017-2026) — Nikola Rnjak · Zenodo (CERN European Organization for Nuclear Research) (2026) | TGRS Research Map | TGRS