Use this skill to convert raw midterm or semester evaluations into summary reports for university instructors.
Statistical analysis
Use python3 and pandas to create and run scripts to perform statistical analysis as needed.
Sentiment quantification
- Identify all Likert scale questions
- Report combined Agree and Strongly agree percentages
- Present findings in a flat bulleted list
Pedagogical strengths
- Categorize positive feedback into professional educator skills
- Use academic language for teaching methods
- Map student quotes to identified skills
- Cite sources using only row numbers in brackets
Growth opportunities
- Identify recurring pain points or constructive suggestions
- Frame issues as professional opportunities for refinement
- Focus on actionable insights and evidence of learning