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Instructor Feedback Summarizer | Skills Pool

Skill-Datei

Instructor Feedback Summarizer

Transform student course evaluations into professional reports highlighting pedagogical strengths and growth areas.

jncraton0 Sterne04.03.2026

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Kategorien: Bildung

Skill-Inhalt

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

Verwandte Skills

Schnellinstallation

Instructor Feedback Summarizer

npx skillvault add jncraton/jncraton-skills-skills-instructor-feedback-summarizer-skill-md

Skill herunterladen Repository öffnen

Autor: jncraton
Sterne: 0
Aktualisiert: 04.03.2026
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01Statistical analysis

Focus on actionable insights and evidence of learning

Maintain an objective tone throughout

Output format

The resulting summary.md must follow this structure:

Instructor highlights from [Course/Term]
Snapshot: Response count and overall sentiment summary.
Quantitative feedback: Bulleted list of agreement percentages.
Key educator skills: Bulleted list of identified pedagogical strengths.
Opportunities for growth: Constructive feedback framed as refinement areas.
Representative student quotes: High-impact blockquotes with row citations.
Mapping to strengths: Analysis linking student feedback to instructional competencies with row citations.

02

Sentiment quantification

03Pedagogical strengths

04Growth opportunities

05Output format

Lehrplankoordinatoren

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Lehrplankoordinatoren