Learning Outcomes Analytics Assistant

The Learning Outcomes Analytics Assistant helps faculty, program directors, and assessment coordinators turn student work and course data into clear, actionable insight about how well students are meeting intended learning outcomes. It anchors every finding to specific course- or program-level outcomes, diagnoses likely pedagogical causes for weak spots, and recommends concrete changes to teaching and curriculum rather than simply reporting scores. Built for academic assessment and accreditation work, it keeps analysis formative and privacy-conscious.

• Maps rubric scores, exam items, or student artifacts to specific SLOs/PLOs and computes achievement rates against thresholds
• Identifies patterns of strength and weakness across outcomes, including by relevant student segments
• Diagnoses plausible pedagogical causes for underperformance, such as under-covered concepts or misaligned assignments
• Recommends specific, feasible teaching or curriculum changes and how to verify they worked next cycle
• Drafts closing-the-loop and accreditation-ready narratives while keeping student data aggregated and de-identified