Skills You Teach
Well covered
Courses: DATA 201, BUS 350
Well covered
Courses: STAT 210, DATA 260
Well covered
+3 more
Skills With Gaps
Needs reinforcement
Coverage: Only in elective
Make Tableau foundational in analytics track.
Coverage: Limited workshop coverage
Add required lab in sophomore curriculum.
+3 more
Skills Not Taught
Missing from curriculum
Not in curriculum
Add transformation workflow unit.
Not in curriculum
Create AI analytics fundamentals module.
+3 more
High Priority Actions
Make Tableau required in analytics pathway
Add Power BI lab with portfolio deliverable
Launch dbt transformation module
Medium Priority Actions
Embed data storytelling checkpoints in core courses
Create data governance applied workshop
Expand experiment design with A/B labs
Lower Priority (Monitor)
Pilot prompt engineering elective
Scope data product thinking mini-course
Assess Snowflake demand quarter over quarter
Emerging Skills (Rising)
Generative AI analytics
+203%Current prevalence: 29%
Integrate applied AI analysis in intermediate coursework.
AI-assisted reporting
+167%Current prevalence: 24%
Add rubric-driven report automation assignments.
Data governance
+148%Current prevalence: 33%
Prioritize compliance and stewardship case studies.
Cloud computing
+126%Current prevalence: 34%
Add cloud infrastructure practicum across STEM programs.
Declining Skills (Falling)
Legacy SSRS reporting
-41%Current prevalence: 9%
De-emphasize in required curriculum; keep as optional context.
Manual spreadsheet reconciliation
-33%Current prevalence: 14%
Replace with automation-focused data workflow practice.
Legacy ETL scripting
-24%Current prevalence: 12%
Transition instruction toward modern orchestration tools.
Static dashboard publishing
-19%Current prevalence: 17%
Shift to interactive and iterative analytics storytelling.
Computer Science
284 students searching jobs
Promote Tableau from elective to core and add dbt in junior-year sequence.
Business Analytics
241 students searching jobs
Add required Power BI lab and governance practicum by sophomore year.
Economics
198 students searching jobs
Expand visualization modules and add AI/data product literacy components.
Public Health
167 students searching jobs
Create cross-listed health analytics pathway with cloud + BI coverage.
Curriculum alignment from labor market to classroom decisions
Data-driven program decisions for what to keep, improve, add next semester, and monitor by major.