MATSH publishes practical guidance, research summaries and professional-development content for people, organisations and communities across the regions we serve. Our aim is to make each article useful, accurate, clearly sourced and transparent about how it was prepared.
Who creates MATSH content
Most editorial articles are prepared by the MATSH Research & Editorial Team. Where a named specialist contributes to or reviews an article, we identify that person only when the contribution or review actually took place.
How we research
We prefer primary and authoritative sources where they are available. Depending on the subject, these may include government publications, international organisations, peer-reviewed research, recognised professional bodies, major industry studies and official datasets.
Our source hierarchy
- Primary official sources: legislation, regulators, government departments, official statistical agencies and original public datasets.
- International institutions: organisations such as the ILO, OECD, World Bank, UNESCO, WHO and other recognised multilateral bodies when relevant to the subject.
- Peer-reviewed and original research: academic papers, systematic reviews and clearly documented original studies.
- Professional and industry evidence: recognised professional bodies and major industry studies that explain their methodology and population.
- Reputable secondary sources: used when they add useful context or when the primary source is unavailable, but not presented as stronger evidence than the underlying source supports.
Anonymous statistics aggregators, unsourced marketing claims and AI-generated summaries are not treated as primary evidence. When a widely repeated statistic cannot be traced to reliable underlying evidence, MATSH may omit it, qualify it or explain the limitation rather than repeat it as fact.
Statistics are reviewed for date, population, geography and methodology before they are presented as evidence. We avoid presenting a figure from one study as a universal result when the source does not support that interpretation.
How we use AI and editorial tools
MATSH may use research, editing and AI-assisted tools to help organise sources, compare evidence, improve clarity or support drafting. These tools do not replace responsibility for the final published content. Factual claims, citations and final publication decisions remain subject to human editorial review.
Commercial and editorial separation
MATSH offers professional training and development services. Editorial articles may link to relevant MATSH courses or services when they are genuinely useful to the reader. Those links do not change our responsibility to represent external evidence accurately. We do not invent research findings, participant outcomes, testimonials or client results to support commercial claims.
Corrections and updates
Research changes. When a material factual issue is identified, we aim to correct it and update the article where appropriate. Substantial updates should be reflected in the page’s review or modification date.
Sources and attribution
Research-led articles should identify the sources that materially support their claims. Where practical, we link directly to the original publication rather than to a secondary summary.
Contributors and reviewers
Named contributors and reviewers are credited only for work they genuinely performed. Their profile pages should describe their real role, relevant experience and areas of expertise. MATSH does not create fictional experts or add credentials that cannot be verified.
Contact
If you believe a MATSH article contains a factual error or a source has been represented incorrectly, please contact MATSH through the official contact page and include the article URL and the point you believe should be reviewed.