Research Methodology
Cyvack publishes cybersecurity, privacy, online-safety, and defensive technology coverage for readers who want practical explanations rather than hype. This page explains how we choose topics, review information, write articles, and correct material errors.
How topics are selected
We prioritise topics that have a clear security or privacy impact. A topic is more likely to be covered when it affects everyday users, organisations, public services, widely used technology, or important digital rights.
We normally ask:
- Is the issue relevant to readers now?
- Is there a practical lesson or defensive action?
- Can the important claims be checked against reliable information?
- Can we add useful context rather than repeating a headline?
- Is the article safe and appropriate for defensive learning?
We avoid publishing a page simply because a keyword is popular. A topic should have a clear purpose and a reader should be able to understand what they gained from the article.
Source review
Depending on the subject, research may include:
- official security advisories and vendor notices
- government or regulator publications
- vulnerability databases and standards bodies
- court, policy, or public-sector documents
- established security research organisations
- reputable reporting that links back to primary material
Primary sources are preferred when they are available and understandable. Secondary reporting may be used to add context, compare accounts, or explain a developing event. When an incident is still evolving, the article should make that uncertainty clear.
Writing and analysis
Cyvack articles aim to separate three things:
- Confirmed information — details supported by public evidence or an authoritative source.
- Reported information — claims attributed to a named source that may still develop.
- Editorial analysis — our explanation of why the issue matters, what patterns are visible, and what readers should consider.
Writers are expected to use clear language, explain technical terms, and avoid exaggerating risk. Defensive recommendations should be realistic and proportional to the issue.
Review before publication
Before publication, an article should be checked for:
- a clear title and description
- a logical structure
- factual consistency
- working internal and external links
- a stated author
- practical reader value
- unsupported or overly certain claims
- unnecessary repetition
Articles about active vulnerabilities, breaches, law, regulation, or rapidly changing products may require additional checking because details can change quickly.
Use of automation and AI-assisted tools
Cyvack may use software tools to support research organisation, editing, formatting, transcription, link checking, or drafting. These tools do not replace editorial responsibility. Public-facing content should be reviewed by a person before publication, and factual claims remain the responsibility of the named author and the publication.
Automatically generated pages that have not been reviewed are not treated as finished editorial content.
Updates and corrections
An article may be updated when:
- an official source publishes new information
- a vulnerability receives a patch or revised severity
- a material claim is shown to be inaccurate
- a link changes or stops working
- clearer guidance becomes available
Material corrections should be made transparently where appropriate. Readers can submit a correction request through the contact page and should include the article URL, the statement in question, and supporting evidence.
Safety and responsible coverage
Cyvack focuses on awareness, protection, resilience, and defensive security. We do not aim to publish instructions that facilitate credential theft, malware deployment, unauthorised access, or harm. Technical detail is included when it helps readers understand or reduce risk.
Editorial independence
Coverage decisions should not be determined by an advertiser, sponsor, or commercial partner. Where a material commercial relationship exists, it should be disclosed clearly.
For more information, read the Editorial Policy, Corrections Policy, and Transparency page.