ID. PUBLIC PROFILE · OPEN-SOURCE
PUBLIC / PROFESSIONAL PROFILEISSUE 03 · 2026

IAIN DAVIE · STRATEGIC MATERIALS · SYSTEMS · RESEARCH

Making change
legible.

Evidence-led applied intelligence for materials, industry and systems under pressure.

PROVENANCECALIBRATIONDECISION INTEGRITY
01

PROFILE

Work at the boundary of material reality and the systems used to understand it.

I work across strategic materials, non-ferrous and circular-economy operations, commercial conditions, market intelligence and industrial change.

The through-line is practical: preserve the evidence, distinguish observation from interpretation, expose uncertainty and make the next decision more defensible.

02

CAPABILITY

APPLIED INTELLIGENCE

From fragmented signal to an auditable position.

A / 01

Strategic materials

Markets, supply chains, circular materials, industrial capability and economic-security context.

MATERIALMARKETRESILIENCE
A / 02

Commercial control

Pricing, quality, logistics, transaction state and exception-led operational review.

PRICEQUALITYSTATE
A / 03

Research synthesis

Primary-source review, competing explanations, confidence, counter-evidence and retrieval.

SOURCECLAIMTEST
A / 04

Decision integrity

Clear separation of fact, observation, inference, hypothesis, action and outcome.

BOUNDARYCALIBRATIONAUDIT
03

SYMBIAIN

AN EVOLVING RESEARCH FRAMEWORK

A method for working with change.

Symbiain is an evolving, evidence-led framework for constructing, applying, testing and revising models of change.

Its ambition is substantial. Its claims remain bounded by the evidence and method available. A useful model is not automatically a validated one.

Visit the Symbiain site
04

STANDARD

PUBLIC EVIDENCE STANDARD

See more.
Claim less.

01

System ≠ observation

A system structures attention; it does not create evidence.

02

Observation ≠ model

A direct record and an explanatory structure are different objects.

03

Model ≠ claim

Computability and internal coherence do not establish predictive validity.

04

Action ≠ outcome

A discussion, request, booking and completed result occupy different states.

BOUNDARY NOTE

This site is a professional and research profile. It does not present classified information, investment advice, legal advice, institutional endorsement or an independently validated intelligence methodology.

05

CONTACT

RELEVANT CONVERSATIONS

Materials. Systems.
Research. Change.

For a focused conversation about strategic materials, industrial intelligence, evidence-led research or the development of Symbiain.

No private research or restricted material is available through this public profile.