Intellectual Humility
Markets regularly surprise experienced participants; healthy scepticism is therefore part of every review.
Principles for evidence review, intellectual humility, traceability, confidentiality, and long-term responsibility.
Evidence is followed even when it challenges prior assumptions, and conclusions remain open to revision.
Material conclusions should be supported by defined review criteria before they are communicated or used more broadly.
Material changes should preserve their rationale and source evidence so that conclusions remain understandable over time.
Model risk includes the possibility that an apparent relationship is unstable, overfit, poorly measured, or no longer representative of current conditions.
Operational risk includes dependencies, data quality, recoverability, and the consequences of unavailable or unreliable systems.
Complete framework
Markets regularly surprise experienced participants; healthy scepticism is therefore part of every review.
Research artefacts remain provisional and reviewable throughout their lifecycle; earlier conclusions may be narrowed or retired.
Small improvements, consistently applied, compound into durable research and operating quality.
Research is shared where appropriate while proprietary intellectual property and employee records remain protected.
Concentration in one assumption, period, instrument, or source of evidence is treated as a source of fragility rather than confidence.