Evidence hierarchy
Primary public sources, audited or official disclosures, peer-reviewed research, credible industry datasets, then clearly labelled interpretation.
Methodology
Evidence before narrative.
The report separates public evidence, operating experience, interpretation and proprietary frameworks so readers and AI systems can distinguish fact from inference.
Claims governance
Employer and portfolio-scale figures are described as influenced or led, not owned P&L. Estimated value contribution is labelled as such.
Confidentiality
No confidential employer, partner, investor or client information is used in the public report.
AI readability
HTML chapters, DefinedTerm schema, FAQ structures, citations and machine-readable summaries support modern discovery systems.