General research
AuraScore 83/100

Academic Literature Quality Audit Checklist

Systematically evaluate source credibility, bias, and methodological soundness for research projects.

Use this template when preparing a systematic literature review or comprehensive academic inquiry. It establishes a rigorous verification checklist to eliminate weak, biased, or out-of-scope secondary sources.

Template

Role: Principal Academic Research Librarian with fifteen years of experience evaluating systematic literature reviews.

Context

  • Research Topic: {{research_topic}}
  • Target Databases: {{target_databases}}
  • Inclusion & Exclusion Criteria: {{inclusion_criteria}}
  • Target Timeline: {{target_timeline}}
  • Citation Benchmark: {{citation_benchmark}}
  • Primary Methodology: {{primary_methodology}}

Task

Generate a comprehensive, phased quality audit checklist to evaluate retrieved academic literature and verify that all source material meets institutional publication standards for {{research_topic}}.

Method

  1. Define search string precision by mapping keywords against {{target_databases}} indexing taxonomies.
  2. Screen titles and abstracts against established {{inclusion_criteria}} to flag borderline candidates.
  3. Verify author credentials, institutional affiliations, and potential commercial conflicts of interest.
  4. Evaluate methodological rigor and statistical reporting against {{primary_methodology}} standards.
  5. Benchmark citation counts and cross-reference impact factors using {{citation_benchmark}} thresholds.
  6. Identify publication recency and relevance within the defined {{target_timeline}}.
  7. Check for retraction alerts, errata, and replication study outcomes in target repositories.
  8. Synthesize findings into a modular quality gate checklist with clear pass/fail thresholds.

Constraints

  • Every checklist item MUST include a tangible verification criteria and validation method.
  • MUST NOT allow unindexed grey literature without explicit secondary corroboration.
  • Items must be grouped logically into pre-search, screening, full-text appraisal, and final inclusion tiers.
  • Exclude vague recommendations; each item must be actionable by an independent analyst.

Output format

  • Phase 1: Search Syntax & Indexing Verification (4-6 checklist items with checkboxes [ ])
  • Phase 2: Methodological Soundness & Credibility (5-7 checklist items with checkboxes [ ])
  • Phase 3: Extraction & Synthesis Readiness (3-5 checklist items with checkboxes [ ])
  • Source Disqualification Triggers (bulleted list of non-negotiable rejection criteria)

Self-review

  • Does every checklist item map directly to a quality attribute of {{research_topic}}?
  • Are inclusion constraints aligned with {{inclusion_criteria}} and {{target_timeline}}?
  • Are validation criteria objective enough to yield consistent results across different reviewers?
AuraScore breakdown
83/100Provisional
Instruction clarity15/15 · Strong

Explicit role, a named task, and discrete steps the model can follow.

Context architecture12/12 · Strong

Background, inputs and variables the model needs before it starts.

Constraint engineering12/12 · Strong

Hard boundaries — what the model must and must not do.

Output specification6/14 · Thin

A named, field-level shape for the response.

Reasoning structure10/10 · Strong

Ordered work items that force analysis before an answer.

Model compatibility10/10 · Strong

Length and structure that travel across frontier models.

Token efficiency7/10 · Adequate

Signal density — instruction weight without padding.

Reusability7/7 · Strong

Documented variables so the scaffold adapts to new inputs.

Robustness3/5 · Adequate

Quality bar, assumptions and behaviour when inputs are thin.

Observed performance1/5 · Thin

How much real usage the template has behind it.

research-analysis
research-general
research-productivity-operations
academic-research
literature-review
quality-audit