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Stars Lab

Did he earn the deal last night?

Dallas only·2026-27 desk·@xhockeyai

Lab 2.5·Release Notes →

HubNoteMissesTrustUFACompsEx-anteStructureAgingxWARGoaliesOutlookRoles

Research · Market

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ELC / bridge / RFA

Which loud underpays are structural (ELC/bridge) vs true market bargains?

Term residuals · market n=349 · term n=349

Next · Bridge vs UFA pricing residual study.

← Lab hub

Takeaway

Long contracts skew 0.87 pp richer than fair on average, versus +0.06 pp for short deals.

One clear viz

Mean residual by term

fair%cap − paid%cap

Short deals 1-3 years · n=90+0.06 pp
MAE 0.87 pp · avg AAV $4.08M · O 15 / U 17
Middle deals 4-5 years · n=90-0.58 pp
MAE 1.10 pp · avg AAV $5.03M · O 36 / U 10
Long deals 6-8 years · n=169-0.87 pp
MAE 1.34 pp · avg AAV $7.40M · O 71 / U 15

Positive means the model is above the paycheck (underpay). Negative means the market paid richer than current fair%cap.

AAV tier residuals

Same market cohort, grouped by paycheck size. This checks whether the term signal is just a high-AAV artifact.

Lower AAV

-0.04 pp

<$4M · n=80 · MAE 0.75 pp

Middle AAV

-0.41 pp

$4-7M · n=152 · MAE 1.05 pp

High AAV

-1.11 pp

$7M+ · n=117 · MAE 1.58 pp

Richest long-term residuals

Long deals sorted by fair%cap − paid%cap, most negative first.

  • Jonathan Huberdeau
    LW · CGY · 8 yrs · AAV $10.50M
    -7.45 pp
    paid 12.6% → fair 5.1%
  • Darnell Nurse
    D · EDM · 8 yrs · AAV $9.25M
    -4.85 pp
    paid 10.5% → fair 5.7%
  • Drew Doughty
    D · LAK · 8 yrs · AAV $11.00M
    -4.38 pp
    paid 11.5% → fair 7.1%
  • Erik Karlsson
    D · PIT · 8 yrs · AAV $11.50M
    -4.05 pp
    paid 12.0% → fair 8.0%
  • Elias Pettersson
    C · VAN · 8 yrs · AAV $11.60M
    -3.96 pp
    paid 13.2% → fair 9.2%
  • Pavel Dorofeyev
    LW · NYR · 7 yrs · AAV $11.00M
    -3.83 pp
ELC / bridge cohort
n=258
MAE 0.90 pp · mean surplus 0.60 pp
Why we split

Cheap RFAs and ELCs are structurally under market. Leaderboards hide AAV < $2.5M so Celebrini-class talent does not drown mid-contract research. This module is the audit of that split.

Loudest ELC / bridge gaps

Expected underpays — useful for talent ID, not “bargain board” claims.

  • Lane Hutson
    D · MTL · AAV $8.85M → fair $8.84M
    $8.07M
  • Macklin Celebrini
    C · SJS · AAV $950K → fair $8.94M
    $7.99M
  • Jackson LaCombe
    D · ANA · AAV $925K → fair $7.71M
    $6.78M
  • Matthew Schaefer
    D · NYI · AAV $975K → fair $7.34M
    $6.37M
  • Connor Bedard
    C · CHI · AAV $15.00M → fair $7.32M
    $6.37M
  • Josh Doan
    R · BUF · AAV $6.95M → fair $5.74M
    $4.81M
  • Cutter Gauthier
    L · ANA · AAV $775K → fair $5.71M
    $4.75M
paid 10.6% → fair 6.7%
  • Sean Couturier
    C · PHI · 8 yrs · AAV $7.75M
    -3.80 pp
    paid 8.8% → fair 5.0%
  • Gabriel Landeskog
    LW · COL · 8 yrs · AAV $7.00M
    -3.59 pp
    paid 7.9% → fair 4.3%
  • William Eklund
    L · OTT · AAV $775K → fair $5.45M
    $4.52M
  • Jackson Blake
    R · CAR · AAV $5.63M → fair $4.96M
    $4.04M
  • Zach Benson
    L · BUF · AAV $7.50M → fair $4.91M
    $3.96M
  • Logan Cooley
    C · UTA · AAV $10.00M → fair $4.88M
    $3.95M
  • Will Smith
    C · SJS · AAV $950K → fair $4.60M
    $3.65M
  • Frank Nazar
    C · CHI · AAV $6.59M → fair $4.59M
    $3.64M
  • Logan Stankoven
    C · CAR · AAV $6.00M → fair $4.55M
    $3.63M
  • Brandt Clarke
    D · LAK · AAV $775K → fair $4.43M
    $3.51M
  • Collin Graf
    R · SJS · AAV $925K → fair $4.26M
    $3.34M
  • Jimmy Snuggerud
    R · STL · AAV $950K → fair $4.28M
    $3.33M
  • Porter Martone
    R · PHI · AAV $967K → fair $4.18M
    $3.21M
  • Adam Fantilli
    C · CBJ · AAV $775K → fair $4.11M
    $3.16M
  • Mackie Samoskevich
    R · SEA · AAV $775K → fair $3.80M
    $3.03M