Editorial standard

Editorial Policy

The rules LearningPick uses to separate sourced facts, editorial judgment, uncertainty, assessment claims, and commercial relationships.

Purpose

LearningPick publishes research, comparisons, guides, and recommendations to help readers make learning decisions. Editorial conclusions must follow the available evidence rather than provider marketing language, affiliate economics, or a preferred brand outcome.

Source hierarchy

  1. Official issuer and provider documentation for product identity, curriculum, assessment, credential, pricing, and eligibility facts.
  2. Official help-center, policy, and support documentation when product pages are incomplete or ambiguous.
  3. Bounded occupational or job evidence when a page makes a career-task comparison; the population, geography, time window, and source must be stated.
  4. Learner and community evidence for recurring friction or experience patterns. Small samples remain qualitative and do not become invented percentages.

Product and evidence boundaries

A professional certificate, course, specialization, career track, learning platform, subscription, and certification assessment can solve different jobs. LearningPick does not describe an assessment as a teaching path, or a platform practice environment as if it were the certification itself.

A course project, practical exam, and independently scoped portfolio artifact are also different. Public reuse, independence, or employer acceptance is marked unknown unless the evidence supports the claim.

Unknown and conflicting evidence

When reliable sources disagree, LearningPick preserves the conflict instead of selecting the most convenient value. When a material fact cannot be verified, the field remains unknown rather than being inferred from adjacent products or provider marketing.

Scores and recommendations

A LearningPick Score is published only when the required evidence dimensions are present for the supported product context. Editorial evidence ratings are not placement rates, employer surveys, completion rates, hiring probabilities, or guarantees of career outcomes.

Best-pick and comparison conclusions are scoped to the products actually researched on the page. A shortlist is not described as a market-wide ranking unless the research scope supports that claim.

See the scoring and evidence methodology

AI assistance and human review

AI may assist research organization, extraction, comparison, and drafting. AI output is not a factual source. Public recommendations are reviewed against the available sources, evidence boundaries, and editorial rules before publication.

Affiliate firewall

Affiliate relationships do not determine inclusion, scoring, ranking, recommendation roles, comparison winners, or editorial conclusions. A product can be recommended without an affiliate relationship, and an affiliate relationship does not guarantee a recommendation.

Read the Affiliate Disclosure

Updates and corrections

Learning products, prices, curricula, and credential rules change. Material facts are re-checked during updates, verification dates are retained where supported by the content model, and verified errors are corrected rather than preserved for consistency with an older article.

To report a factual error or request a correction, email [email protected].