NEXUS predicted what NFL players would be worth before the market did
NFL player valuation is a market full of competing opinions. NEXUS learned from decades of contracts and performance data to predict where that market would actually land.
NEXUS predicted what NFL players would be worth before the market did
NFL player valuation is a market full of competing opinions. NEXUS learned from decades of contracts and performance data to predict where that market would actually land.
Market estimate
~$30.0M
NEXUS prediction
$23.4M
Actual contract
$22.5M
NEXUS placed Malik Willis’s annual value within $900k of the final contract. The prediction made the valuation gap visible before the market resolved it.
NEXUS analysis — NFL player value
01 — THE CHALLENGE
The Challenge
Before a player signs, nobody knows exactly what he’s worth. Teams have their models. Agents have theirs. Analysts publish estimates. The market has a view.
And the numbers can be wildly different. Yet teams are making multimillion-dollar, multi-year decisions based on precisely that uncertainty. We wanted to know whether NEXUS could find the signal across decades of NFL performance and contract history — and get closer to the number the market would ultimately produce.
02 — THE APPROACH
The Approach
NEXUS learned from four decades of NFL economics, connecting what players did on the field with how their careers developed and what the market eventually paid them.
Over The Cap: contract data from 1985–2026
NFL GSIS: season statistics from 2000–2025
Next Gen Stats: player data from 2016–2025
HISTORY
Signals across time
CONTEXT
Live variables
NEXUS
Prediction layer
The model wasn’t built around one player or one contract. The objective was to learn the underlying relationship between performance, career trajectory and future market value.
03 — THE RESULT
The Result
Annual Value | Amount |
|---|---|
Broader market estimate | ~$30.0M |
Open-source models | ~$15.0M |
NEXUS prediction | $23.4M |
Actual contract | $22.5M |
The market estimates were spread across a $15 million range. NEXUS landed within just 900k of the actual contract value.
And Willis wasn’t the only test. Ahead of CeeDee Lamb’s extension, NEXUS predicted $31.5M APY before he signed for $34M APY. For Ja’Marr Chase, NEXUS predicted $37.5M APY before he signed for $40.2M APY.
04 — THE IMPACT
The Impact
Now the story becomes much bigger than predicting someone’s next contract. If you can model future player value before the market establishes it, you can start asking entirely different questions: Who is undervalued? Who is overpriced? Where should we deploy capital? What happens to roster economics under different scenarios?
For a professional sports organization, that’s not simply a better prediction. It’s an informational advantage in one of the biggest investments the organization makes.
