Full course coming soon

Citation Auditing for Technical Reviewers and Research Teams

7 chapters · 30 lessons

1. 1. Why Citation Auditing Matters in Technical Review

   4 lessons

   Understand how weak provenance undermines research credibility and downstream decision-making.

2. 2. The Three-Question Citation Audit Workflow

   5 lessons

   Learn the core workflow for verifying sources, metadata, and claim support.

3. 3. Sampling Strategies for Efficient Citation Audits

   4 lessons

   Prioritize high-risk citations and build sampling plans that scale to long bibliographies.

4. 4. Auditing Machine Learning and Data Science Papers

   4 lessons

   Apply citation auditing to common ML paper structures and claim types.

5. 5. Citation Auditing for Technical Due Diligence

   4 lessons

   Use citation auditing to evaluate vendor white papers, internal proposals, and third-party research.

6. 6. Integrating Citation Auditing into Peer Review Workflows

   4 lessons

   Embed auditing into review processes without adding excessive overhead.

7. 7. Building Citation Hygiene as an Author and Research Lead

   5 lessons

   Prevent citation failures before submission by auditing your own work and team outputs.