Work Method Foundry Field Notes About Edge Brief
← All work

Selected work · sports · player intelligence

Hutson

An NHL family set out to build a player-first AAA program. We gave it a brand, a website, a custom coach CMS, and something no other program had — a predictive analytics system on every family’s phone.

hutsonaaa.com — the Hutson site
40 daysbrand to launch
1brand system
1website + coach CMS
1advanced analytics tool

The mission

The Hutson hockey family — with three NHLers in Cole, Quinn, and Lane, the younger junior Lars, their father Rob, and several accomplished coaches — decided to launch their own elite, player-focused AAA program. Most AAA teams are organized around roster and revenue, charging upwards of $15,000 plus travel just for a spot. The Hutsons wanted the opposite: to give players, families, coaches, and scouts a genuinely new kind of advanced analytics — a far clearer read on a young player’s future prospects, so training could focus on each player’s specific areas of need.

What we built

We developed the Hutson player-development brand and its website, a custom coach CMS for managing players on the road, and the analytics tool itself — a projection system that every family, coach, and player keeps in their pocket. Four connected pieces, one program.

Brand system · HPHA v3

Make the logo louder. Let restraint do the rest.

The reverted HPHA mark reset the system: royal blue and red are locked equity, so every decision starts there. We moved the brand to a white-dominant, athletic-editorial base — the kind of institutional confidence a parent writing a $20K tuition check, or a D1 coach scanning forty player pages a week, reads in under three seconds — and reserved the dark for the hero.

Hutson brand guidelines — the mark, color and type
Hutson Blue · #1E2EAA Hutson Red · #E4002B Deep Ice · #0A1230 Ice White · #F5F7FA Star Gold · #D4AF37 Anton · Oswald · Inter

The analytics

The Hutson Composite Grade.

Every AAA program tracks stats. Ours does something different. The Hutson Composite Grade (HCG) is a proprietary 0–100 score that standardizes every skill against an age- and tier-matched cohort, adjusts for opponent strength and the relative-age effect, and regresses small samples toward the population prior — so a hot week can’t masquerade as a trend. It’s back-tested across several seasons and validated out-of-sample against who actually advances, currently an AUC of about 0.81 with split-half reliability near 0.83.

And here is the part that compounds: because the model’s baselines are estimated from the cohort, they sharpen as the cohort grows — the standard error on every benchmark shrinks with the square root of the sample size — so each new player pulled into the data set makes the next player’s projection a little more reliable. The accuracy isn’t fixed; it improves with participation.

Player Profile · 2026–27
JackJarvinen
16UF#9Shoots LLake Bluff, IL
78HCG
±495% CI
86thpctile · U16 AAA
n=214cohort
03Component z-scores vs cohort
xG offense 25%
+1.7σ
Play-driving 25%
+1.4σ
Transition 20%
+1.1σ
Defensive xGA 15%
+0.6σ
Discipline 15%
−0.2σ
Standardized against an age- and tier-matched population · opponent-adjusted xG & controlled-entry transition · relative-age normalized · empirical-Bayes shrinkage on GP < 8 · validated out-of-sample against advancement to Juniors / NCAA.

Signature imagery · the player card

The card every family carries.

Rebuilt from the live profile at hutsonaaa.com — a clean, scannable roster card a coach reads in a glance, with the full HCG profile one tap away.

Jack Jarvinen — Hutson AAA player card

In the coaches’ and scouts’ hands

Two apps. One source of truth.

A custom coach CMS to manage players, lines, and evaluations from the road — and a scout view that surfaces the advanced analytics, opponent-adjusted and graded by game. Both simple, both powerful, both live.

The coach CMS — manage the bench from the road
The Hutson coach CMS
The scout view — advanced analytics, graded by game
The Hutson scout analytics

Outcome

In about forty days we delivered a complete program: a brand system, a website, a custom coach CMS, and a predictive analytics tool that gives families, coaches, and scouts a genuinely clearer read on where a young player is headed — and gets more reliable with every player who joins the data set.

Most programs sell a roster spot. This one hands every family a projection they can trust — and it sharpens as the cohort grows.

A category that deserves a real instrument?

Every engagement begins the same way: one paid conversation, one written brief, one clear answer about the edge worth building.

See more work