Career Outcomes & Labor Market Data
Show students clear career prospects and outcomes directly on program and catalog pages - grounded in real jobs, skills, demand, wages, and trajectory.

Career outcomes where students actually look
Institutions embed career outcomes directly into program and catalog pages so students can see what a program leads to - and why.
Prospective Student
When comparing programs in the catalog
“A clear set of career directions tied to the program, with demand, wages, and trajectory - plus the skills that explain why the match makes sense.”
- Explore matched roles for the program
- Compare outcomes across similar programs
- Understand the skills tied to each career direction
Clear outcomes students trust and institutions can defend
When career outcomes are visible, skills-based, and grounded in market data, students make better choices and institutions can back every claim.
Career outcomes on every program page
Make career prospects visible in the moments students choose what to study.
Market context behind the match
Show demand, wages, and trajectory so students see outcomes, not just job titles.
Skills-based pathways, not generic claims
Explain career alignment using the skills that connect curriculum to real roles.
Differentiated programs
Help students understand how similar programs lead to different careers and outcomes.
Consistency across departments
Use a shared skills foundation so outcomes are comparable across programs and campuses.
Less manual maintenance
Keep embedded outcomes current as roles and skill demand shift, without rebuilding content each term.
Embedded outcomes for programs and catalogs
Career outcomes data that can be embedded, audited, and kept current over time.
Program Career Outcomes Widget
Embed role matches, demand, wages, and trajectory directly on program pages.
Embedded Market Insights
Surface labor market context inside catalogs, advising flows, or student-facing pages.
Role Comparison Snapshot
Side-by-side comparison of matched roles so students can see which options offer the strongest outcomes.
Labor Market Report
Downloadable report summarizing demand, pay, and trends for matched roles and pathways.
Labor Market Data Export
Structured exports of demand, wage, and growth data tied to matched roles for downstream analysis.
Programmatic Market Access
Access labor market signals via API to power custom embedded experiences and integrations.
Built to embed where students already are
- Course catalog and CMS
- Curriculum documents
- Student information systems
- Program and catalog pages
- Advising tools
- Embedded widgets
- Embedded widgets
- Dashboards
- Exports
- API
Built on the Mapademics platform, end to end
Career Outcomes & Labor Market Data is built on the core Mapademics platform capabilities: Skills Extraction & Translation, the Mapademics Skills Library, Labor Market Intelligence, and Live Job Intelligence. Programs are linked to real jobs through skills, then enriched with demand, wages, and trajectory from active job postings. This allows institutions to publish student-facing career outcomes that stay current as the market changes, with evidence they can clearly explain and defend.

Grounded in real jobs and real market signals




























Embed career outcomes on a real program page
See how Mapademics connects programs to real jobs, then surfaces demand, wages, trajectory, and skills-based pathways students can understand.