Methodology and editorial standards
Evidence first. Uncertainty stated.
The process is designed to make research questions, evidence standards, interpretation, limitations, and corrections visible to the reader.
Topic selection and research questions
Topics are selected for strategic relevance, explanatory value, and fit with the research agenda. Selection does not imply endorsement. Each project begins with a question that can be investigated rather than a conclusion that must be defended.
Source hierarchy
Primary records
Filings, regulator material, official documentation, direct statements, and original data.
Credible secondary context
Established reporting, research, and expert analysis used to test and contextualize primary records.
Leads requiring verification
Unsourced posts, search snippets, and AI output may suggest a question but are not evidence.
Fact, interpretation, and opinion
Facts require sources. Interpretation connects evidence to an analytical claim. Opinion is labeled and cannot be presented as verified fact. Material names, dates, quotations, metrics, units, and company terminology are checked before publication.
Fact-checking and disconfirming evidence
Review includes tracing claims to sources, checking the relevant period and context, seeking contrary evidence, testing alternative explanations, and reducing confidence where public information cannot support a stronger conclusion.
Uncertainty and public-source limitations
Public information may be incomplete, delayed, inconsistent, strategically framed, or unavailable. Research identifies material uncertainty, distinguishes absence of evidence from evidence of absence, and updates conclusions when better evidence emerges.
Company-response opportunities
When a publication would make a material allegation or would benefit from factual clarification, the company may be offered a reasonable opportunity to respond. A response is considered but does not purchase editorial control.
Corrections and updates
Material factual errors are corrected promptly and transparently. Updated work shows a reviewed update date; significant corrections explain what changed. See the corrections policy.
Conflicts, holdings, sponsorship, and affiliates
Relevant financial interests, affiliations, sponsorships, or affiliate relationships must be disclosed near affected work. Sponsored work must be labeled and cannot buy a predetermined conclusion. None are active by default.
Use of AI tools
AI tools may assist with research organization, analysis support, drafting, editing, coding, or quality review. Published conclusions, factual verification, source selection, and editorial responsibility remain with the author. AI output is not treated as evidence or as automatically reliable.
Publication and revision
Draft, research-in-progress, and under-review states remain `noindex` and cannot claim publication metadata or findings. Publication requires sourcing, fact-checking, editorial review, limitations, disclosures, and founder approval. Later revisions preserve meaningful correction or update context.