Last seven days
AI / NLP / EDUCATION
Student Feedback Sentiment Analysis
Monitor sentiment, discover recurring topics, and turn student feedback into clear actions.
Live local data
Distribution
Sentiment mix
Priority
Recent feedback
Insights
Top topics
DATASET / CRUD
Feedback Explorer
Search, filter, review, edit, and remove locally stored feedback.
| Feedback | Category | Sentiment | Score | Date | Actions |
|---|
◌No feedback found
Try adjusting the search or filters.
INPUT / ANALYSIS
Submit Feedback
Add feedback and preview the local sentiment score instantly.
CLUSTERS / THEMES
Topic Analysis
See where feedback volume and negative sentiment concentrate.
TF / LEXICON
Keywords
Explore frequently used words and their sentiment signals.
Keyword cloud
Negative signals
SEGMENTS / SERVICE AREAS
Categories
Compare volume, average rating, and sentiment by service area.
ACTION / PRIORITIZATION
Recommendations
Automatically generated actions based on local feedback patterns.
MODEL / EVALUATION
Model Evaluation
Transparent demo metrics for the built-in lexicon classifier.
Model metrics
DEMOConfusion matrix
AFINN + CUSTOM CAMPUS LEXICON
How it works
Each feedback item is tokenized locally. Positive and negative terms produce a normalized score; rating and negation rules provide a small adjustment. No text is sent to an external server.