Analytical Methodology

A framework built for
the market as it is,
not as it appears.

The contemporary art market is the last major asset class that operates primarily on emotional signals and lagging transaction data. ART-IQ was built on one premise: the signals that determine art market outcomes are measurable.

Gallery tier trajectories, collector convergence patterns, institutional momentum, secondary market floor formation — these are structural phenomena. They can be tracked, scored, and used to generate predictive intelligence. The ART-IQ framework applies alternative investment analytical doctrine to do exactly that.

This page describes how the framework is structured. The scoring criteria, detection thresholds, and signal weights that make it work are proprietary.

Core Architecture

Nine dimensions.
One weighted composite.

The Artist Readiness Score (ARS) evaluates any contemporary artist career across nine orthogonal structural dimensions. Each dimension addresses a distinct layer of market position — not overlapping categories, but complementary signals that together describe how the market reads, reaches, and prices a career.

Dimensions are scored 0–100 and weighted by their empirical predictive value for price trajectory. The weights are not equal. Institutional Signal, Relational Capital, and Secondary Market carry higher weights because they are the strongest predictors of sustained price trajectory. Visual Identity is powerful but recoverable. Personal Base carries the lowest weight but is the only dimension with an absolute override.

The composite is a weighted sum, rounded to the nearest integer, producing a score from 0 to 100.

D1Visual Identity
12%
D2Institutional Signal & Press
15%
D3Relational Capital
15%
D4Digital Metrics & Audience
10%
D5Primary Market Infrastructure
13%
D6Secondary Market & Price
15%
D7Monumental Scale Capacity
8%
D8Studio Stability & Discipline
7%
D9Personal Base & Bandwidth
5%
Scoring criteria, anchors, and signal thresholds for each dimension are proprietary. Full dimension definitions: ARS Framework →
Tier Classification

Five tiers. Five directives.

The ARS composite maps to one of five market tiers. Each tier carries a specific strategic directive — not encouragement, a market instruction. The tier is the market's structural read of the career's current positioning and trajectory capacity.

85–100 · Prime AssetInfrastructure fully consolidated. Market-facing moves are appropriate and low-risk. The career is positioned for blue-chip entry or museum-level engagement.
70–84 · Momentum PhaseStrong signals active. One or two structural upgrades away from a significant price move. Acceleration is the priority.
50–69 · Foundation BuildingCore signals present, critical infrastructure gaps. The stage where most careers plateau indefinitely without systematic intervention.
30–49 · Restructure FirstMultiple structural gaps compounding. Market-facing moves are premature without foundation repair.
0–29 · Pause & RebuildFoundation not yet present. Production without market architecture creates negative scarcity.
Confidence Architecture

Every data point scored.
Nothing assumed.

ART-IQ distinguishes between what is known and what is inferred. Every relationship and signal in the intelligence database carries four confidence dimensions. Their composite determines whether a data point appears as verified, estimated, or inferred in outputs.

This is not cosmetic. Confidence scoring is what separates intelligence from opinion — and what allows ART-IQ outputs to be used as decision inputs rather than as impressions.

Source ConfidenceHow reliable is the origin of this data point. Primary documentation scores highest. Inferred association scores lowest.
Temporal ConfidenceHow precisely the date or period of this relationship is known. Exact dates score highest. Approximate periods score lowest.
Relationship ConfidenceHow certain the nature of the relationship is. Formally documented relationships score highest. Inferred associations score lowest.
Inference ConfidenceHow reliable the inputs used to derive this score are. All-verified inputs score highest. Predominantly estimated inputs score lowest.
(ver.)High confidence composite — verified in outputs
(est.)Medium confidence composite — estimated in outputs
(inf.)Low confidence composite — inferred, flagged explicitly
Signal Architecture

Three layers.
One intelligence picture.

ART-IQ organizes intelligence signals into a three-layer hierarchy. The layers are sequentially dependent — Layer 2 signals fire when Layer 1 conditions cross proprietary thresholds. Layer 3 signals flag failure states that require intervention.

Layer 1Structural Conditions — Continuously MeasuredPersistent · Feature inputs
Layer 2Derived Signals — Threshold-Triggered EventsComputed · Event outputs
Layer 3Risk Conditions — Failure State FlagsDiagnostic · Intervention triggers
Nine specific failure patterns derived from Layer 3 signals are documented in the Pattern Library.
Analytical Doctrine

The rules that govern
every output.

01Specificity over generality. Every output names the gallery, the fair, the platform, the curator. Generic intelligence is not intelligence. If we cannot be specific, we say so.
02Data over impressions. When verifiable numbers exist, we use them. When they don't, we say so and mark every estimate explicitly. The absence of data is itself intelligence.
03Honesty over diplomacy. If the score is 31, the report says Restructure First. Gaps are described with precision. No encouragement that doesn't match the data.
04Scores are immutable. ARS scores are append-only records — never updated, never overwritten, always versioned. This creates longitudinal intelligence, not snapshots.
05Absence is intelligence. The system tracks what is not happening as carefully as what is. Institutional silence after sustained collector activity is a signal, not neutral data.
06Life Flag above all. When Personal Base signals fall below threshold, all market recommendations are immediately suspended. No market architecture is worth building on an unstable foundation.
Related Documentation
Framework
ARS Framework
The nine structural dimensions — what each one measures and why it matters.
Patterns
Pattern Library
Nine structural failure patterns — what they are and what fires them.
Questions
FAQ
How to interpret ARS outputs and who the framework is designed for.
See the methodology
applied to your career.
Free ARS Diagnostic → About ART-IQ