🧠 AI Ed Wiki

📄 Research Article

AISSA: AI-based Student Slides Analysis Tool for Academic Presentations

◐ medium · 2026-05-09automated-grading, learning-analytics, formative-assessment, higher-ed, llm, human-in-the-loop-ai, slidesqaqa-pedagogical-question-generation

A web-based system that uses LLMs and Learning Analytics dashboards to provide automated, rubric-based feedback on student presentation slides. Developed by Becerra et al. (2026), AISSA addresses the scalability challenge of providing timely formative feedback in large university courses.

AISSA: AI Slides Analysis Tool

Definition

A web-based system that uses LLMs and Learning Analytics dashboards to provide automated, rubric-based feedback on student presentation slides. Developed by Becerra et al. (2026), AISSA addresses the scalability challenge of providing timely formative feedback in large university courses.

How It Works

1. Students upload slide decks before presenting

2. System analyzes slide-level features and content using ChatGPT 5.2

3. Generates quantitative scores and qualitative feedback aligned with teacher-defined rubrics

4. Results displayed via interactive dashboards for both students and teachers

Pilot Results

Tested with 46 undergraduate students in a real academic setting. Findings: technically reliable, economically feasible, and perceived by students as useful for iterative slide improvement.

Connected Concepts

  • Human In The Loop AI
  • Automated Essay Scoring
  • CS Education
  • Administrator
  • Socratic AI Dialogue
  • Automated Question Generation
  • AI Ed Evaluation
  • Affective Computing

    • Connected Articles

  • Automatic Short Answer Grading — Automatic Short Answer Grading with LLMs
  • Cross Dataset Bloom Question Classification — Cross-Dataset Bloom Question Classification: Supervised Models and Prompted LLMs
  • Kt4eqg Personalized Question Generation — KT4EQG: Personalized Exercise Question Generation via Knowledge Tracing
  • Multimodal AI Feedback Learning — LLM-based Multimodal AI Feedback Produces Equivalent Learning and Better Student Perceptions than Educator Feedback
  • LLM Sentiment Analysis Education Research — LLM-assisted sentiment analysis for integrated computational and qualitative mixed methods education research: A case study of students' written reflection assignments
  • Automated Grading Linux Bash Examinations Large Language Models — Automated Grading of Linux/Bash Examinations Using Large Language Models

    • Citation

    Cobos, A.A.B.D.G.R. & 2026, V.L.S. (2026). AISSA: AI-based Student Slides Analysis Tool for Academic Presentations