Scholar Evaluation

Overview

Systematically evaluate scholarly and research work with a structured, eight-dimension rubric that yields 1-5 scores, a weighted aggregate, and prioritized feedback for academic papers, research proposals, literature reviews, and theses. The rubric is this skill's own; it takes its name and its literature-grounded spirit from ScholarEval (Moussa et al., 2025), which evaluates research ideas on soundness and contribution — see the Citation section.

When to Use This Skill

Use this skill when:

• Evaluating research papers for quality and rigor
• Assessing literature review comprehensiveness and quality
• Reviewing research methodology design
• Scoring data analysis approaches
• Evaluating scholarly writing and presentation
• Providing structured feedback on academic work
• Benchmarking research quality against established criteria
• Assessing publication readiness for target venues
• Providing quantitative evaluation to complement qualitative peer review