For university career centres

Cohort view

The same engine, run across a whole year group: where skills are thin on the ground, which roles students are heading for, and what that means for the SDGs.

Demo cohort, not real students. 180 synthetic final-year students (60 per programme) drawn from typical skill mixes with a fixed seed. A real career centre would load its own anonymised, aggregated survey data instead.

Moderate AI · data Latest (16 Oct 2026)

Skills heatmap

Share of each programme with the skill at project level or above, for the 16 technical skills with the strongest outlook

SkillOutlookComputingElectrical & electronicMechatronics
CAD (AutoCAD / SolidWorks)Rising0%0%53%
Digital design (Verilog / VHDL / FPGA)Rising0%22%0%
Energy efficiency & auditsRising0%12%0%
C / C++Rising30%40%38%
Solar PV designRising0%5%0%
Signal processingRising0%40%0%
Mobile apps (Android / iOS)Rising12%0%0%
Embedded systems & microcontrollersRising0%28%32%
MATLAB & SimulinkRising0%47%32%
C# / .NETRising0%0%0%
Data analysis (pandas / notebooks)Rising23%13%5%
Statistics & forecastingRising12%0%0%
Engineering mathematicsRising0%53%47%
Generative AI & LLM appsRising12%0%0%
Control systemsRising0%33%47%
Semiconductor & electronics testingRising0%7%0%

Where to run workshops

Rising skills the fewest students have at project level.

  • C# / .NET

    Outlook score 74, but only 0% of the cohort can use it in a project.

  • Solar PV design

    Outlook score 78, but only 2% of the cohort can use it in a project.

  • Semiconductor & electronics testing

    Outlook score 62, but only 2% of the cohort can use it in a project.

  • Energy efficiency & audits

    Outlook score 80, but only 4% of the cohort can use it in a project.

SDG targets the cohort is heading towards

Targets linked to each student's top-matched role.

  • 7.2Affordable and clean energy66
  • 9.2Industry, innovation and infrastructure63
  • 8.2Decent work and economic growth61
  • 9.5Industry, innovation and infrastructure60
  • 9.4Industry, innovation and infrastructure56
  • 7.3Affordable and clean energy43

Readiness for the roles students match best

How many students are top-matched to each role, and what share already cover 60% of its weighted skills

Energy Engineer

Rising
38 top-matched2% ready

Mechatronics Engineer

Rising
17 top-matched5% ready

Manufacturing Engineer

Rising
17 top-matched1% ready

Computer Hardware Engineer

Rising
16 top-matched1% ready

Solar Energy Systems Engineer

Rising
16 top-matched0% ready

Web & Digital Interface Designer

Transforming
15 top-matched1% ready

Aggregated view only: SkillTide never shows a career centre an individual student's profile.