Labor market intelligence for the jobs you actually match with
Connect programs and resumes to real jobs, then see demand, wages, and trajectory - grounded in the skills that drive the match.
Matching to a job isn’t enough
Being able to match a program or an applicant to a job is only the first step. That match has little value without understanding whether the job is actually in demand, pays competitively, or represents a viable long-term path. Institutions risk aligning programs to low-demand or declining roles. Applicants risk pursuing jobs that don’t offer stability or growth. Without labor market context, matching answers what fits - not what makes sense.
- Job matches lack demand and wage context
- Programs align to roles with limited opportunity
- Applicants pursue jobs without visibility into outcomes
- Decisions are made without labor market grounding
From job matches to market reality
Mapademics enriches matched jobs with live labor market signals so you can judge demand, compensation, and long-term relevance before acting.
Start with matched jobs
Use skills-based matching to identify the roles a program or applicant aligns to.
Enrich with labor market data
Attach demand, wage, and growth signals to each matched role.
Compare opportunity and outcomes
See which roles offer strong demand, competitive pay, and sustainable trajectories.
Prioritize what makes sense
Focus programs, guidance, or job search on roles that are both a good fit and a good bet.
Turn matches into smart choices
Use demand, wages, and trajectory to prioritize the jobs that are both a good fit and a good bet - for programs and for applicants.
Validate job relevance
Confirm whether matched roles are actually in demand and worth targeting before you act.
Compare pay and opportunity
Evaluate matched roles by wages, openings, and growth to understand real outcomes.
Prioritize pathways
Rank roles and pathways based on a combination of fit, demand, and trajectory.
Guide next steps
Use market context to inform curriculum changes, advising, and job search decisions.
Labor market outputs you can act on
Concrete artifacts that connect matched jobs to demand, wages, and trajectory for planning, advising, and decision-making.
Job Market Overview
Interactive view of matched roles with demand, median wages, and growth indicators side by side.
Role Comparison Snapshot
Side-by-side comparison of roles to quickly 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 jobs for downstream analysis.
Embedded Market Insights
Surface labor market context directly inside advising, planning, or workforce tools.
Programmatic Market Access
Access labor market signals programmatically to power custom workflows and integrations.
Grounded labor market insight for real decisions
Demand, wages, and growth signals tied directly to matched jobs so programs and job seekers can focus on roles that actually make sense.
Make labor market intelligence part of every decision"
Book a demo to see how demand, wages, and trajectory change how programs and applicants choose what to pursue.