Last Updated on July 13, 2026 by Mat Diekhake
Statistics become far more meaningful when applied to real players. While formulas and definitions explain how the HeatingUp Impact Index works, case studies demonstrate how the metric evaluates different styles of players across actual NBA seasons.
In this article, we break down several well-known players with contrasting roles, strengths, and responsibilities. These examples illustrate how the HeatingUp Impact Index rewards complete basketball production rather than simply high scoring averages.
For the full formula and worked example, see the Impact Index calculation page.
The examples below are intended to demonstrate how the metric works, not to produce official season rankings.
Case Study 1: Nikola Jokić — The Complete Offensive Engine
Player Profile
- Position: Center
- Role Tier: Starter / Star
- Usage Tier: High
- Playing Style: Primary scorer and playmaker
Why He Scores So Highly
Nikola Jokić consistently posts elite numbers across nearly every major statistical category.
His combination of:
- High scoring
- Elite rebounding
- Elite passing
- Excellent efficiency
- Heavy minutes
creates one of the highest possible Impact Index profiles.
Unlike traditional scoring metrics, the HeatingUp Impact Index recognizes that Jokić generates offense not only through points but also through creating opportunities for teammates.
Strengths
- Elite passer
- Outstanding rebounder
- Extremely efficient shooter
- Rare turnover-to-assist balance for a center
Impact Index Summary
Jokić represents the ideal all-around player. Even if another player scores slightly more points, his complete statistical profile generally produces one of the league’s highest Impact Index scores.
Case Study 2: Shai Gilgeous-Alexander — Efficient High-Usage Superstar
Player Profile
- Position: Guard
- Role Tier: Starter /Star
- Usage Tier: High
Why He Rates So Well
Shai Gilgeous-Alexander combines elite scoring with exceptional efficiency.
Unlike many high-volume scorers, he maintains:
- Excellent field-goal percentage
- Strong free-throw percentage
- High steal numbers
- Low turnover rates
These factors significantly boost his overall Impact Index.
Strengths
- Three-level scorer
- Elite free-throw creator
- Strong perimeter defender
- Heavy offensive workload
Impact Index Summary
High-usage players often lose efficiency. Gilgeous-Alexander remains efficient despite carrying one of the league’s largest offensive responsibilities, making him one of the strongest performers under the HeatingUp model.
Case Study 3: Stephen Curry — Efficiency Creates Value
Player Profile
- Position: Guard
- Role Tier: Starter / Star
- Usage Tier: High
Why His Score Remains Elite
Stephen Curry may not produce elite rebound or block numbers, but the HeatingUp Impact Index rewards offensive efficiency alongside production.
His profile includes:
- Elite shooting efficiency
- High scoring
- Strong assist totals
- Excellent offensive gravity
Although gravity itself is not directly measured by the formula, Curry’s efficiency and offensive production consistently generate elite Impact Scores.
Strengths
- Historic three-point shooting
- Efficient scoring
- Offensive creation
- High assist production
Impact Index Summary
Efficiency can often outweigh raw scoring volume. Curry demonstrates why making shots matters just as much as taking them.
Case Study 4: Victor Wembanyama — Defensive Dominance
Player Profile
- Position: Center
- Role Tier: Starter / Star
- Usage Tier: Medium
Why His Defensive Numbers Matter
Many traditional statistics undervalue elite defenders.
The HeatingUp Impact Index combines steals and blocks into the STK metric, allowing defensive playmakers to receive additional recognition.
Victor Wembanyama consistently posts:
- Elite block numbers
- Strong steal totals
- Efficient scoring
- Excellent rebounding
Strengths
- Rim protection
- Defensive versatility
- Rebounding
- Scoring efficiency
Impact Index Summary
Defensive production separates Wembanyama from many similarly productive offensive players.
Case Study 5: Jalen Brunson — Efficient Lead Guard
Player Profile
- Position: Guard
- Role Tier: Starter / Star
- Usage Tier: High
Why He Performs Well
Brunson combines:
- Efficient scoring
- Strong assist production
- Low turnovers
- Heavy minutes
His profile demonstrates that elite playmaking and scoring efficiency can generate excellent Impact Index results without needing exceptional rebounding numbers.
Strengths
- Ball security
- Mid-range scoring
- Playmaking
- Clutch performance
Impact Index Summary
Brunson illustrates how intelligent decision-making contributes to overall player value.
Case Study 6: Derrick White — Winning Without Massive Scoring
Player Profile
- Position: Guard
- Role Tier: Key Contributor
- Usage Tier: Medium
Why He Outperforms Expectations
Some players contribute far more than their scoring average suggests.
Derrick White excels through:
- Defensive production
- Three-point efficiency
- Assists
- Smart shot selection
- Low turnovers
Strengths
- Team defense
- Efficient offense
- Secondary playmaking
- Consistency
Impact Index Summary
White demonstrates that complete basketball often produces greater value than scoring alone.
Case Study 7: Rudy Gobert — Defense Still Wins Games
Player Profile
- Position: Center
- Role Tier: Starter / Star
- Usage Tier: Low
Why He Still Scores Well
Gobert rarely creates offense.
However, he provides enormous value through:
- Elite rebounding
- Shot blocking
- Efficient finishing
- Heavy minutes
His lower Usage Tier is offset by exceptional defensive production.
Strengths
- Rim protection
- Defensive rebounding
- Interior efficiency
- Consistency
Impact Index Summary
The HeatingUp Impact Index rewards specialists when they dominate their role.
Case Study 8: Austin Reaves — Efficient Secondary Creator
Player Profile
- Position: Guard
- Role Tier: Key Contributor
- Usage Tier: Medium
Why He Grades Higher Than Many Fans Expect
Reaves contributes across multiple categories without dominating any single one.
His strengths include:
- Efficient scoring
- Playmaking
- Free-throw shooting
- Smart shot selection
Balanced production leads to a stronger Impact Index than simple points-per-game comparisons might suggest.
Impact Index Summary
Versatility matters. Reaves demonstrates how well-rounded contributors can outperform more one-dimensional scorers.
What These Case Studies Teach Us
Each player succeeds for different reasons.
| Player | Biggest Strength |
|---|---|
| Nikola Jokić | Complete all-around production |
| Shai Gilgeous-Alexander | Efficient high-volume scoring |
| Stephen Curry | Elite shooting efficiency |
| Victor Wembanyama | Defensive impact |
| Jalen Brunson | Playmaking and efficiency |
| Derrick White | Two-way consistency |
| Rudy Gobert | Rebounding and rim protection |
| Austin Reaves | Balanced offensive contribution |
The HeatingUp Impact Index does not favor one specific playing style. Instead, it evaluates how effectively a player contributes within their role, balancing production, efficiency, defensive impact, minutes played, and offensive responsibility.
Why Case Studies Matter
Advanced statistics are most useful when they help explain real basketball.
By applying the HeatingUp Impact Index to actual NBA players, fans can better understand why certain athletes consistently rank among the league’s most impactful performers. These examples show that scoring is only one part of player value. Elite rebounding, playmaking, defensive production, shooting efficiency, and role within a team’s system all influence the final Impact Score.
As new seasons unfold, additional case studies will be added to compare rising stars, established veterans, role players, MVP candidates, and even historical legends, providing a growing library of practical examples that bring the HeatingUp Impact Index to life.