Editorial Policy

Articles on this website are written by, or published under the authorship of, Mishqah Gous. Every article carries a visible byline that links to the About page, and a short author note at the end of the article explaining the experience behind it. There is no ghost author and no second author profile.

Professional observations draw on more than ten years of practical work across:

• Learning and courseware design
• Skills development programmes
• Facilitation and facilitator support
• Youth employability and work readiness
• Programme implementation and coordination
• Community development in Cape Town and the Cape Flats
• Programme leadership and team coordination

Factual claims about the sector are supported where appropriate by:

• South African government and statistical sources
• Academic and peer-reviewed research
• Credible sector research and evaluation bodies
• Programme documentation from work described on this website

Each article ends with a visible Sources section so a reader can check the evidence for themselves. A stronger primary source is preferred over a marketing article.

First-hand professional observations are presented as experience or opinion, in Mishqah's own voice. Claims about national data, research findings or sector trends are attributed to a source. Where the two are close together, the wording makes clear which is which.

Articles are reviewed for factual consistency before publication, and updated when material information changes. They are not monitored in real time, so a reader is encouraged to check a time-sensitive figure against the original source.

This website avoids:

• Publishing confidential participant or client information
• Publishing identifiable participant imagery without appropriate permission
• Framing communities as helpless, or programmes as rescue
• Using a person's difficulty as promotional material

Where AI tools assist with research, structure or editing, the published article is still reviewed by Mishqah for factual accuracy, source integrity, author voice, participant dignity and unsupported claims. AI-generated text is never presented as an independent expert source.

If something here is factually wrong, please say so. Send the article title, the sentence in question and the source you believe is correct through the contact page. Genuine errors are corrected in the article itself.