Intelligence

Intelligence products that apply findings from STATSWING's research to produce independent player assessments for the decisions you're making.

Structured intelligence briefs, independent valuations, and automated detection signals.

18,000+
Players Graded
4
Published Studies
10,744
Validated Outcomes
01 · Intelligence Briefs

Structured player intelligence with an independent analytical lens

Each brief delivers an assessment grade, independent valuation, deployment analysis, and active detection signals. Here is what one looks like.

STATSWING
SW-BRIEF-2026-SAMPLE · Player Intelligence
Sample
March 2026
Alexander Isak
Position CF
Age 26
Club Liverpool FC
Contract 2031
Nationality Sweden
Grade
SW-2
Excellent
Established centre-forward across four leagues and seven seasons

Isak has never been graded below High Quality (SW-3) across seven assessed seasons, spanning the Bundesliga, Eredivisie, La Liga, and the Premier League. The current SW-2 at Liverpool comes with the trajectory assessed as stable — but with a material availability concern.

SW-2 is the second-highest assessment tier on a six-point scale from SW-1 (Elite) to SW-6 (Below Standard). How grades work →
Statistical
60.6
Market
99.8
Pattern
82.5
Framework
82.2
Composite
74.1
Career Phase
Approaching Peak
Age-Relative Percentile
Top 9%
Confidence
HIGH
See the full sample brief →
The Analytical Position Is Published

The frameworks behind these intelligence products are published, peer-engaged, and independently verifiable. Read the research before you engage.

A standardised assessment language across 18,000+ players

Every grade is a composite of four computed dimensions — statistical, market, pattern, and framework — each position-aware and confidence-banded. The scale runs from SW-1 (Elite) to SW-6 (Below Standard), applied consistently across 20+ leagues. Each grade carries a confidence band and a trajectory indicating the direction of the player's performance. Read the full methodology →

Harry Kane
CF · Bayern München
SW-1
ELITE
+
Trajectory
Stable
Confidence
HIGH
Nico Paz
AM · Como 1907
SW-1
ELITE
Trajectory
Improving
Confidence
HIGH
Joel Ordoñez
CB · Club Brugge
SW-2
EXCELLENT
+
Trajectory
Improving
Confidence
MED
Loïs Openda
CF · Juventus
SW-4
FUNCTIONAL
Trajectory
Declining
Confidence
HIGH
How grades are computed and validated →
Does the system identify quality before the market prices it in?
3.11×
Top-tier assessments produce 3.11× the following-season per-90 output of the lowest tier — and the separation holds when each position is measured on its own terms: forwards on expected goals, midfielders on creation, defenders on defensive actions. Monotonic across all six tiers.
15,975 player-grades · 10,744 outcomes · 9 seasons · per-90 rate metrics · 450+ min qualification
Retrodiction-tested across nine seasons of historical data. Position-specific results, case studies, and the full validation methodology are documented in the assessment methodology.
03 · Detection Infrastructure

What the automated scanning infrastructure surfaces

STATSWING runs 20+ automated detection routines daily across the leagues it covers, surfacing three categories of signal:

Performance Anomaly
Detects structural changes in deployment context, game-state usage, and substitution timing.
Structural Role Change
Identifies structural role expansions in build-up involvement that precede statistical output changes by 6–10 weeks.
Valuation Discrepancy
Flags persistent gaps between independent valuation and market consensus — signals where the market is anchoring to stale information.

04 · Beyond the Brief

Additional capabilities

Decision Architecture
How confidence is generated, interrogated, and consumed across analytical layers.
Published proof: SW-R-2026-002
Audit & Red-Team
Independent examination of recruitment processes, data pipelines, and AI scouting tools.
Infrastructure Advisory
Build vs. buy assessment, pipeline integrity, analytical architecture consulting.
What decision are you making?
Begin with the question. We scope from there.
Commission Intelligence
Scope, timeline, and pricing are determined per engagement.