deSCISion

Dream It·Map It·Impact It

A decision-support system that maps modules to skills to career outcomes.

My goal

I want to become:

Product Manager

Job post

Hiring: Product Manager

Job post

Data Analyst — Remote

Job post

SWE Intern — Fintech

PythonSQL?ReactCommunication?Python

IS212

CS201

Track plan — Draft 3

Hard to validate. Hard to commit.

Modules

  • IS111
  • IS212
  • IS215
  • CS201

Skills

  • Python
  • SQL
  • React
  • Agile
  • System Design

Outcomes

  • Software Engineer
  • Data Engineer
  • Product Manager

Skill coverage

Python
SQL
React
Agile
Sys Design

Not a guess. A map.

Year 1 & 2

Clear track direction

  • Interest-to-track recommendations
  • Personality–career alignment
  • Module roadmap with rationale

Year 3 & 4

Job-fit readiness

  • Gap analysis against target roles
  • Missing skills surfaced explicitly
  • Module picks ranked by coverage impact

Faculty

Market signals

  • Skill demand visibility across roles
  • Curriculum-to-market alignment
  • Cohort pathway patterns

One system to map your academic decisions to career readiness.

Dream It

My goal

I want to become: Product Manager

Hard to validate. Hard to commit.

Map It

Impact It

Decision support for SCIS students

From modules to skills to career outcomes

deSCISion maps your academic decisions to real career readiness — so you know exactly which skills each module builds and which roles they prepare you for.

  • Explainable readiness, not black-box guessing
  • Built for Year 1/2 exploration and Year 3/4 optimization
  • Faculty can inspect cohort and curriculum signals
ModulesWhat you study
SkillsWhat you build
RolesWhere you land

Start with the modules you have taken or plan to take

What this replaces

Today, planning a track means toggling between job boards, module catalogues, faculty advice, and personal spreadsheets. Each source offers a fragment — a job description here, a module outline there — but nothing ties them together.

Fragmented sources

Job requirements live on LinkedIn. Module details live on the university site. Your plan lives in a spreadsheet. Connecting them is manual work.

Hard to validate

Which skills actually matter for a given role? Without a structured mapping, every module decision is partly guesswork.

Time-intensive

Students spend hours cross-referencing information that could be structured and surfaced in minutes.

See what your modules cover

Toggle between roles to compare how the same module set maps to different skill requirements.

Programming72% / 90%
Web Development65% / 85%
Databases & SQL58% / 80%
System Design35% / 70%
Agile Methods50% / 65%
Cloud & DevOps22% / 60%
Covered by modulesRole requirement

Preview: Module → Skill mapping

Select a target role and see which modules contribute to the skills it requires.

Modules

IS111 IS212 IS215 CS201 IS442 CS440
Skills coverage68%

Decision support, not decision replacement

deSCISion provides structured mappings and traceable recommendations. Every suggestion can be inspected — there are no opaque scores or hidden logic.

Traceable mappings

Every module-to-skill and skill-to-role connection is based on explicit curriculum and job market data.

No black-box scores

Recommendations surface which modules build which skills for which roles. The mapping is the explanation.

You decide

The system narrows the research — you make the choice. It replaces hours of cross-referencing, not your judgment.

Team deSCISion

Zenryl Goh

Technical Project Manager, Full Stack Development, DevSecOps

Josh Seah

Team Scrum Manager, ML Model Development, QA Engineer

Zheng Wei

Infrastructure and Support Manager, Database Engineer

Nabil Zuhair

Database and containerization Manager, Dashboard Engineer

Amberly Fong

ML Model Engineer, Front end Engineer

Angel Smith

Communications Manager, Market Research Engineer