The shared signal layer behind Fursah. Every figure below is a count over records that exist right now: published roles, evidenced student skills, university offerings, and recorded outcomes. Nothing is projected.
Computed 2026-09-20 01:45 UTC · ecosystem-intelligence-v1+fursah-readiness-v2
Average readiness
23/100
Across 12 scored profiles
Demand signals
15
distinct requested skills across 8 open role(s)
University coverage
73.7%
of weighted demand taught by 9 offering(s)
Industry demand
Most requested skills
1. HTML12 demand points
4 requesting role(s) · 0 student(s) evidence it · no university offering covers it
2. Python11 demand points
5 requesting role(s) · 2 student(s) evidence it · taught by King Saud University, Prince Sultan University
3. Excel7.8 demand points
5 requesting role(s) · 1 student(s) evidence it · taught by King Saud University
4. Java4 demand points
4 requesting role(s) · 0 student(s) evidence it · no university offering covers it
5. JavaScript3 demand points
1 requesting role(s) · 4 student(s) evidence it · taught by King Saud University, Prince Sultan University
6. React3 demand points
1 requesting role(s) · 1 student(s) evidence it · taught by King Saud University
Talent supply
Where supply is thinnest
Skills that fewer students evidence at working level than there are roles requesting them.
HTML
0 student(s) evidencing · 4 requesting role(s)
Not taught
Python
2 student(s) evidencing · 5 requesting role(s)
Taught
Excel
1 student(s) evidencing · 5 requesting role(s)
Taught
Java
0 student(s) evidencing · 4 requesting role(s)
Not taught
TypeScript
0 student(s) evidencing · 1 requesting role(s)
Taught
Roles the current pool cannot fill
Junior Software Engineer
4 essential requirement(s) · 2 application(s)
0 fully qualified
Financial Analyst
3 essential requirement(s) · 0 application(s)
0 fully qualified
Junior Software Engineer
3 essential requirement(s) · 0 application(s)
0 fully qualified
Junior Software Engineer
3 essential requirement(s) · 0 application(s)
0 fully qualified
Career tracks
Demand and readiness by career direction
Cybersecurity Specialist
1 open role(s) · 19 demand points · 3 student(s) targeting it
Readiness withheld
Data Scientist
1 open role(s) · 17 demand points · 3 student(s) targeting it
Readiness withheld
Financial Analyst
1 open role(s) · 13.8 demand points · 2 student(s) targeting it
Readiness withheld
Software Engineer
5 open role(s) · 11 demand points · 3 student(s) targeting it
Readiness withheld
UX Designer
0 open role(s) · 0 demand points · 1 student(s) targeting it
Readiness withheld
Education-employment loop
Recorded outcomes
Total applications6
Shortlisted or hired6
Open opportunities8
Employer feedback records3
Only aggregate trends are exposed here. Individual student data remains inside authorized role views, supporting PDPL-aligned data minimization.
Certification demand
Credentials employers ask for
AWS Certified Cloud Practitioner
0 student(s) hold it with human-verified evidence · granted by a university offering
1 role(s)
PMI Project Management
0 student(s) hold it with human-verified evidence · not granted by any offering
1 role(s)
CompTIA Security+
0 student(s) hold it with human-verified evidence · granted by a university offering
1 role(s)
Responsible AI
How the prototype makes decisions
Transparent inputs
Skills, certifications, experience and portfolio evidence, not protected traits.
Explainable weighting
Every readiness and match score includes a visible category breakdown, produced by one shared calculation (ecosystem-intelligence-v1+fursah-readiness-v2).
No invented trends
The platform stores no historical demand snapshots, so it publishes no growth, decline, or forecast figures.
8 open role(s) from 3 verified employer(s) currently request 15 distinct skill(s). University offerings on the platform cover 73.7% of weighted skill demand. 12 student profile(s) are scored against a configured career track, averaging 23/100 readiness. HTML shows the widest supply gap: 0 student(s) evidence it against 4 requesting role(s).
