R0023/2026-03-25/Q002 — Self-Audit¶
ROBIS 4-Domain Audit¶
Domain 1: Eligibility Criteria¶
Rating: Pass
| Criterion | Assessment |
|---|---|
| Evidence criteria defined before searching | Yes — searched for verifiable credentials and authorship attribution |
| Criteria applied consistently | Yes — same credential verification standard for all authors |
Notes: Criteria focused on verifiable professional backgrounds, not titles or self-descriptions.
Domain 2: Search Comprehensiveness¶
Rating: Some concerns
| Criterion | Assessment |
|---|---|
| Multiple search strategies used | Yes — 2 search rounds |
| Searches designed to test each hypothesis | Partially — searched for both researcher and non-researcher authored guides |
| All results dispositioned | Yes — 20 results, all dispositioned |
| Source diversity achieved | Moderate — independent guides and vendor guides, but limited coverage of content creator tier |
Notes: The content creator tier was observed but not systematically investigated. A more comprehensive search of Medium, LinkedIn, and YouTube prompt engineering content would strengthen the evidence base.
Domain 3: Evaluation Consistency¶
Rating: Pass
| Criterion | Assessment |
|---|---|
| All sources scored using same framework | Yes |
| Evidence typed consistently | Yes |
| ACH matrix applied | Yes |
| Diagnosticity analysis performed | Yes |
Domain 4: Synthesis Fairness¶
Rating: Pass
| Criterion | Assessment |
|---|---|
| All hypotheses given fair hearing | Yes — acknowledged partial truth in both H1 and H2 |
| Contradictory evidence surfaced | Yes — reported that top guides ARE researcher-authored |
| Confidence calibrated to evidence | Yes — Medium confidence reflects the gaps in content creator tier data |
| Gaps acknowledged | Yes |
Overall Assessment¶
Overall risk of bias: Low risk
Researcher Bias Check¶
- Framing bias: The query implies non-researcher authorship is a problem. The research attempted to assess credentials objectively.
- Availability bias: The most visible guides dominate the analysis. The "long tail" of less visible but widely shared content was not systematically captured.