AI Curriculum Advisor

Phase 3

4 courses need attention, 12 optimization opportunities found

AI analyzed 20 courses across 500 students to identify improvement opportunities.

Restructure Module 3 in Cybersecurity Essentials

High Impact

68% of students struggle at Module 3. Consider splitting into two modules with a practice quiz between them. Similar courses saw 23% improvement after restructuring.

196 students affected

91% confidence

Add Video Content to Financial Accounting

Medium Impact

Students who watched videos completed 34% faster. Only 2 of 12 lessons currently have video content. Adding video to remaining 10 lessons would improve completion.

287 students affected

84% confidence

Increase Forum Participation in Data Science

Medium Impact

Forum activity is 60% below the institutional average. Consider adding 2-3 discussion-based graded activities per module to boost engagement.

231 students affected

78% confidence

Update Outdated Resources in Web Development

High Impact

4 resources reference deprecated technologies (jQuery 1.x, PHP 5). Students report confusion in feedback surveys. Update to modern equivalents.

158 students affected

95% confidence

Add Adaptive Learning Path for Machine Learning

Low Impact

Students with different backgrounds progress at very different rates (3x variance). An adaptive path with prerequisite checks could improve completion by ~15%.

143 students affected

72% confidence

Create Assessment Rubrics for Project Management

Low Impact

45% of student support questions relate to grading criteria. Clear rubrics with examples would reduce support load by an estimated 30%.

210 students affected

86% confidence

Advisor Confidence

82%

The advisor has high confidence in 4 of 6 recommendations based on sufficient data (30+ day history, 100+ students).

2 recommendations have moderate confidence due to limited data in newer courses.