Kyle WisniewskiEditorial trust
How this work earns a reader's confidence
Authority is a result of inspectable evidence, clear boundaries, and corrections—not a title applied to the author.
Evidence and sources
Claims should rely on primary sources wherever practical. Secondary analysis may supply context, but it does not replace original documents, data, code, or direct observation. Sources must be linked or listed, and uncertainty must remain visible.
Professional, research, and opinion
Professional experience, independent research, education, essays, and personal experiments are labeled separately. Independent models are not a professional investment track record. Opinion is not presented as institutional fact.
Methods and limits
Flagship work should state its direct answer early, show an original artifact, explain assumptions and methodology, and disclose limitations, failure modes, and what evidence would change the conclusion.
Employer confidentiality
Employer work is described only at a structural, anonymized level. This site does not publish student information, internal schemas, protected screenshots, nonpublic architecture, or confidential records. Unverified outcome metrics are omitted.
Corrections
Factual corrections are made promptly. Material corrections receive a visible note; small spelling or formatting changes do not. Readers can report a potential error by email with the article URL and supporting source.
Publication and revision dates
The publication date records first public release. A modified date appears only after a substantive change to the argument, evidence, method, or conclusion—not after deployment, formatting, or metadata maintenance.
AI-assisted work
AI-enabled tools may support research organization, editing, testing, or code review. Kyle remains responsible for every published claim, source, model, and conclusion. Automated filler and undisclosed synthetic evidence are not published.
Financial disclosure
Quantitative-finance material is educational research, not investment advice, a solicitation, or a claim of professional investment performance. Relevant data, model, or position conflicts should be disclosed with the work.