Evidence, intellectual humility, precision, confidentiality, and long-term accountability.
Core structure
Governance review gates
Governance
01
Scientific Integrity
Evidence is followed even when it challenges prior assumptions, and conclusions remain open to revision.
02
Evidence Gates
Evidence must pass defined review gates before a research conclusion, system change, or operating decision advances.
03
Change Traceability
Material changes preserve their rationale, reviewer, effective state, and source evidence so that decisions remain attributable.
04
Model Risk
Model risk includes the possibility that an apparent relationship is unstable, overfit, poorly measured, or no longer representative of current conditions.
05
Operational Risk
Operational risk is reviewed independently from research merit, including dependencies, data integrity, access boundaries, recoverability, and the consequences of system failure.
Complete framework
Supporting material remains available by domain without turning the page into a continuous memorandum.
01Evidence governance2
01
Intellectual Humility
Markets regularly surprise experienced participants; healthy scepticism is therefore part of every review.
02
Research Lifecycle
Research artefacts remain provisional, versioned, and reviewable throughout their lifecycle; retirement is as deliberate as promotion.
02Risk and stewardship3
03
Precision and Continuity
Small improvements, consistently applied, compound into durable research and operating quality.
04
Confidentiality
Research is shared where appropriate while proprietary intellectual property and employee records remain protected.
05
Concentration Risk
Concentration in one assumption, period, instrument, or source of evidence is treated as a source of fragility rather than confidence.