How we approach what we publish.
Riskweise publishes commentary, methodology notes and articles intended for risk officers, finance leadership and Boards at GCC financial institutions. The audience makes decisions on the back of our content, so accuracy and source discipline matter. This page describes our editorial standards.
Scope of content
The /knowledge/ section publishes professional commentary on financial risk frameworks — IFRS 9, ICAAP, stress testing, model validation, model risk management, ICOFR, internal audit, corporate governance and GCC regulatory developments. Service pages describe Riskweise's advisory engagements. The site as a whole is general professional information, not regulated financial advice, investment recommendation, or audit opinion.
Sources and citations
Where content references regulatory standards, supervisory expectations or technical methodology, we cite primary sources directly: regulator publications (CBUAE, SAMA, CBB, QCB, CBK, CBO), Basel Committee on Banking Supervision documents, the IFRS Foundation, US Federal Reserve guidance (SR letters), the Institute of Internal Auditors, COSO, the Network for Greening the Financial System, and IMF Financial Sector Assessment Program materials.
We do not cite news media articles as authoritative sources. News content moves behind paywalls or off the public web within months; primary regulator and standards-body documents are stable references that readers can verify long-term.
How content is reviewed
Articles are drafted by Riskweise practitioners and reviewed for technical accuracy, regulatory alignment and tone before publication. Where an article describes engagement experience, the experience is anonymised — specific institutions, exact financials and identifying details are omitted. Methodology described is generally applicable to GCC banks and NBFCs of comparable scale; calibration to a specific institution requires client-specific scoping.
Author identification
Articles are attributed to Riskweise or to a named Riskweise practitioner in the byline. When a practitioner is named, that author is responsible for the technical content and the affiliation to Riskweise as publisher is explicit.
Use of AI in content production
Articles published in /knowledge/ are written by humans. AI tools may be used for drafting structure, grammar review, or formatting checks, but factual claims, regulatory citations and methodology descriptions are written and verified by Riskweise practitioners. We do not publish AI-generated content as authored commentary.
Conflicts of interest
Riskweise advises GCC banks, NBFCs, fintechs and insurers as a paid advisory practice. Articles describe methodology and observations from practice, not endorsements or recommendations of specific institutions or products. Where commentary touches on regulator action, we do not represent the regulator's views — only describe what the regulator has published or implemented.
Corrections
If you find a factual error, an outdated regulatory citation, or a methodology point that needs correction, write to contact@riskweise.com. We review every correction request. Material updates to a published article are noted with an updated date in the article header. Minor edits (typos, broken links) are made in place without changing the publish date.
Disclaimer
Content on this site is general professional information about financial risk advisory methodology. It is not regulated financial advice, investment recommendation, or audit opinion. Readers making decisions on regulated matters should consult qualified advisors and engage in supervisory dialogue with their home regulator. Riskweise engagements include client-specific scoping, methodology calibration, governance review and audit-readiness preparation; published commentary describes the patterns we observe across engagements, not advice for any specific institution.