Homeβ€ΊCuration Policy
Editorial Framework

Curation Policy

Our 7-part editorial standards governing how Graduates Hub selects learning materials, researches South African market data, verifies source claims, and maintains strict independence.

1

What We Curate

Graduates Hub aggregates and structures educational and career assets to help South African job seekers transition from learning to employment. We curate content across five primary areas:

Courses & Certifications

Free, free-to-audit, and high-ROI paid learning modules and vendor certifications (e.g. Google, Microsoft, AWS, CompTIA, Alison, Coursera, Udemy).

Career Resources

Role-specific interview preparation guides, ATS-friendly CV templates, and job hunting strategy frameworks.

Portfolio Projects

Practical micro-internship briefs with objective rubrics and AI-graded proof-of-work assessment badges.

Career Information & Market Data

Salary benchmarks, entry-level demand metrics, and skill taxonomies tailored to the South African job market.

Tools & Practical Utilities

Interactive AI tools (CV reviewer, job description decoder, skills gap analyser) built to streamline job preparation.

2

How We Select Resources

Every course, tool, or roadmap listed on Graduates Hub must satisfy a six-point quality evaluation before inclusion:

  • Relevance to the Career Path: The resource must directly address technical competencies or soft skills explicitly required by entry-level job descriptions.
  • Accessibility: Content must be accessible online via standard web or mobile browsers without requiring proprietary software downloads.
  • Value-First Hierarchy & Price Transparency: We prioritize free and free-to-audit learning options first. Paid courses or vendor certifications are listed only if they offer verified employer recognition (e.g. AWS, CompTIA, Cisco, Microsoft) or exceptional career ROI. Every listed resource explicitly displays its pricing model.
  • Quality & Structure: Learning materials must offer clear pedagogical progression, updated instruction, and actionable exercises rather than superficial overviews.
  • Provider Credibility: Courses must originate from recognized educational institutions, technology vendors (e.g. Google, Microsoft, AWS, Cisco), or established accredited platforms.
  • Practical Usefulness: Learners must finish with a practical outcome (e.g. a sample project, script, campaign plan, or spreadsheet model) suitable for a portfolio.
3

How We Research Career Information

To ensure high editorial accuracy, claims made across our career roadmaps and guides follow a structured research methodology:

Salary Benchmarks:Figures reflect realistic entry-level pay ranges synthesized from active South African employer job listings, salary aggregate surveys (Payscale, SalaryExpert, Pnet), and verified employer career portals.
Skills & Qualifications:Taxonomies are constructed by analyzing recurring keyword requirements across active South African job advertisements for target roles.
Career Demand Assessment:Demand ratings (Moderate, High, Very High) are derived by observing listing volumes across major South African recruitment hubs (LinkedIn, Pnet, OfferZen, Careers24).
Industry Requirements:Professional registration prerequisites (e.g. SAICA for accountants, ECSA for engineers) are validated against official South African professional bodies.
South African Market Localization:All market insights prioritize South African economic context, regional hiring hubs (Gauteng, Western Cape, KwaZulu-Natal), and local graduate programs.
4

How We Verify Information

We enforce strict verification checks before publishing or updating any career roadmap:

  • Primary Sources: We rely on direct course catalogs, official documentation, and primary employer portals rather than secondary blogs.
  • Official Employer & Provider Pages: Program details, module lists, and certificate fees are confirmed directly on provider domains.
  • Government & Statutory Sources: Labor market data and SETA accreditation frameworks reference official Statistics South Africa (Stats SA) and Department of Higher Education & Training guidelines.
  • Reputable Industry Sources: Engineering, IT, and financial claims cross-reference established industry publications and professional association guidelines.
  • Structured Review Process: Every roadmap page displays an explicit verification log detailing the review date, reviewer credentials, and market sample methodology.
5

How We Handle Recommendations

Why a Resource is Recommended: Every course or tool recommendation includes a rationale explaining why it was selected for that specific stage of the career roadmap.

Direct Links to Original Providers: We link directly to the official provider page so learners can inspect course syllabus details independently.

Affiliate Relationships & Transparency: Graduates Hub participates in affiliate programs (including Alison.com). We receive a small commission when users click through and complete purchases. This comes at zero extra cost to the user and supports platform maintenance.

No Guarantee Disclosure:Enrolling in or completing recommended courses, roadmaps, or portfolio tasks does not guarantee job placement, employment offers, or specific salary outcomes. Employment outcomes depend on individual effort, market conditions, and employer evaluation.
6

How We Keep Content Updated

Career information and digital learning options evolve rapidly. We maintain content freshness through systematic maintenance:

Review DatesEvery roadmap and guide displays dynamic month/year timestamps reflecting when data was last audited.
Salary UpdatesSalary benchmarks are audited annually against current job market listings.
Removing Unavailable CoursesBroken links, deprecated modules, or paywalled courses are purged promptly upon discovery.
Correcting InaccuraciesUsers or industry partners can report content discrepancies via our feedback channel for rapid editorial review.
7

Editorial Independence

Commercial Relationships Do Not Determine Recommendations: Educational quality, cost accessibility, and career relevance are the sole criteria for inclusion in our roadmaps. An affiliate relationship never grants a provider automatic placement.

Affiliate Relationships Are Fully Disclosed: All monetized links follow clear disclosure guidelines across our site footers and individual guide pages.

No Subjective "Best" Claims Without Defined Criteria: We do not label a course or provider as objectively "best" without stating the explicit criteria used (e.g. CPD accreditation, zero content paywalls, user ratings, or employer recognition).

Questions About Our Curation Policy?

Our editorial standards are maintained by co-founders Jason Sadiki (Full-Stack Engineer) and Ndulamiso Mamburu (Accounting & Tax Professional). If you notice an outdated course link or salary figure, please let us know.