Research & Insights

Research Integrity & Editorial Standards

Clear Sources. Transparent Evidence. Responsible Interpretation.

RAAI distinguishes peer-reviewed research from technical commentary, case-based analysis, preprints, and internally reviewed insights. Each item identifies its authorship, publication status, original source, relevant limitations, and revision history.

Research integrity

Research Integrity and Transparency

Evidence Status

The level and source of review are clearly identified.

Source Transparency

Original publications, citations, and publisher records are linked whenever available.

Limitations and Uncertainty

Scope, assumptions, limitations, and appropriate boundaries are stated.

Institutional Independence

Academic and professional affiliations are provided for factual identification and do not imply institutional sponsorship, endorsement, or responsibility for RAAI's work.

Editorial workflow

Authorship and Contributor Criteria

Each item identifies its authorship, publication status, original source, relevant limitations, and revision history.

Technical and Editorial Review Process

  1. Propose the item and confirm its content type, audience, and business relevance.
  2. Confirm source rights, publisher linking terms, available manuscript version, and required attribution.
  3. Draft original RAAI copy: summary, practical implications, limitations, and recommended actions.
  4. Complete technical review, source verification, and conflict or funding disclosure.
  5. Prepare the visual abstract, alt text, metadata, citation, and social preview image.
  6. Publish to a preview environment and run content, link, accessibility, structured-data, and responsive checks.
  7. Approve and deploy to production; update sitemap and internal links.
  8. Share through LinkedIn and other channels using the RAAI canonical page.
  9. Review performance, corrections, and updates; preserve version history.

Classification

Content Types and Evidence-Status Definitions

Peer-Reviewed Research
Research authored or coauthored by RAAI contributors and published by an external journal, conference, or academic publisher.
RAAI Evidence-to-Practice Brief
An original RAAI interpretation of research for professional and organizational use.
RAAI Technical Insight
An evidence-based explanation of a method, issue, framework, or technical challenge.
RAAI Case Intelligence
A structured analysis of an accident, control failure, intervention, system event, or organizational learning case.
RAAI Methods & Tools
Practical frameworks, checklists, taxonomies, templates, models, or analytical guidance.
Standards, Policy & Governance Note
Practical interpretation of standards, regulatory developments, governance frameworks, or AI-assurance requirements.

Evidence-Status Badges

  • Peer-Reviewed Research
  • Externally Published
  • RAAI Internal Review
  • Technical Commentary
  • Case-Based Analysis
  • Preprint - Not Yet Peer Reviewed
  • Open Access

Every badge must correspond to an actual status. Do not use “peer reviewed” for an RAAI summary merely because the source article was peer reviewed; distinguish the source from RAAI's interpretation.

Sources and rights

Source Selection and Citation Approach

Publisher and Copyright Controls

  • Do not upload a publisher-formatted PDF unless the applicable license, agreement, or written permission allows redistribution.
  • When full-text hosting is not permitted, link the DOI or publisher page and publish an original RAAI evidence-to-practice interpretation.
  • Host an author-accepted manuscript or preprint only when the applicable agreement permits it and label the version accurately.
  • Do not copy a publisher's full abstract unless the applicable terms allow it; write original RAAI practitioner-focused copy.
  • Record the source, version, permission basis, license, and date for every hosted third-party file.
  • Do not display journal, university, employer, or professional-organization logos without permission.

Appropriate boundaries

Limitations and Uncertainty

Scope, assumptions, limitations, and appropriate boundaries are stated.

Publication disclosure

Funding, Conflicts, and AI-Use Disclosures

  • Original source
  • RAAI content status
  • Funding or conflicts
  • Institutional independence
  • AI-use disclosure when applicable under RAAI editorial standards

Revision history

Corrections, Updates, Withdrawals, and Retractions

Review performance, corrections, and updates; preserve version history.

Version Control

  • Prepared by
  • Technical review - only when completed
  • Content type
  • Evidence status
  • Version
  • Published
  • Last reviewed

Independent professional capacity

Institutional Independence

References to employers, universities, laboratories, publishers, professional organizations, credentials, and institutional roles are included solely for factual biographical and publication identification. They do not imply affiliation, sponsorship, endorsement, partnership, authorization, or responsibility for Risk Analytics AI or its services. RAAI content is prepared and presented in an independent professional capacity.

Editorial contact

Contact

contact@raaihq.com