Full transparency

How Career Signal works

Most career tests are a black box. Ours isn’t. This page shows the exact weights, rules and limitations behind every recommendation — rendered from the same code that scores you.

What we measure

Six stages of evidence — ability and behaviour, not just stated interests.

1. Cognitive Ability

Measures reasoning, pattern recognition, verbal understanding, spatial thinking, and systems thinking. Some questions are timed to capture fluency, but accuracy matters more than speed.

2. Learning Speed

Measures how quickly you understand a new concept after a short lesson. Already knowing something is different from learning it quickly.

3. Career Simulations

Gives you mini work tasks from different career worlds. We measure how you think through the work, not whether you already know the field.

4. Work Style

Measures how you prefer to work: alone or in teams, structured or open-ended, cautious or risk-taking.

5. Persistence & Curiosity

Measures how you respond to challenge, optional exploration, retries, and effort.

6. Values & Reality

Captures what matters to you — income, stability, impact, freedom, creativity, balance, prestige — plus practical context like family hopes and budget. There are no right answers, and nothing here changes your aptitude scores. It adds a reality lens to your report.

How recommendations are computed

Your responses become 22 trait scores (0–100), each tagged with how much evidence supports it and from how many independent stages.
Each career cluster has fixed, published trait weights (below). Your fit = the weighted sum of your traits. Nothing else.
Prerequisite gates pull down paths lacking key evidence (e.g. B.Arch needs spatial strength) — shown as “Needs More Evidence”, never “not suited”.
Enjoyment and behavioural interest can nudge a fit by at most ±5 points. Interest never outranks ability evidence.
Confidence reflects completeness, consistency and evidence breadth: High requires at least two independent strong signals; contradictions and skipped items lower confidence, never your scores. Quick mode is capped at Medium.

Where AI is — and isn’t

AI is never in the scoring path. Careers, degrees, traits and confidence are computed by deterministic, testable rules — the same inputs always produce the same results. AI is used only to explain finished results: the optional report narrative, feedback prose on open answers, and the “ask about your report” assistant. Remove AI entirely and every recommendation stays identical.

The career model — all 23 clusters, exact weights

Rendered live from the engine’s own configuration. Every cluster’s weights sum to 100%.

Engineering

Quantitative reasoning25%

Systems thinking20%

Spatial reasoning15%

Pattern recognition15%

Learning velocity15%

Grit / persistence10%

Computer Science

Quantitative reasoning25%

Pattern recognition20%

Learning velocity20%

Systems thinking20%

Grit / persistence15%

Data Science

Quantitative reasoning25%

Data interpretation25%

Pattern recognition15%

Learning velocity15%

Systems thinking10%

Curiosity10%

Law

Verbal ability30%

Argument quality25%

Reading comprehension20%

Grit / persistence15%

Learning velocity10%

Medicine

Learning velocity20%

Grit / persistence20%

Quantitative reasoning15%

Reading comprehension15%

Detail orientation15%

Systems thinking15%

Finance

Quantitative reasoning30%

Data interpretation20%

Business acumen20%

Detail orientation15%

Learning velocity15%

Marketing

Copywriting25%

Business acumen20%

Verbal ability20%

Curiosity15%

Risk tolerance10%

Learning velocity10%

Design

Design sense30%

Spatial reasoning20%

Detail orientation20%

Curiosity15%

Copywriting15%

Entrepreneurship

Business acumen25%

Risk tolerance20%

Leadership20%

Grit / persistence15%

Curiosity10%

Learning velocity10%

Product Management

Prioritisation25%

Systems thinking20%

Leadership20%

Business acumen15%

Verbal ability10%

Learning velocity10%

Research

Curiosity25%

Systems thinking20%

Learning velocity20%

Reading comprehension15%

Quantitative reasoning10%

Grit / persistence10%

Teaching

Verbal ability25%

Reading comprehension15%

Teamwork15%

Leadership15%

Learning velocity15%

Grit / persistence15%

Psychology

Reading comprehension20%

Verbal ability20%

Curiosity20%

Systems thinking15%

Teamwork15%

Learning velocity10%

Public Policy

Systems thinking25%

Verbal ability20%

Reading comprehension20%

Argument quality15%

Leadership10%

Learning velocity10%

Journalism

Verbal ability25%

Reading comprehension20%

Copywriting20%

Curiosity20%

Argument quality15%

Civil Services & Governance

Reading comprehension20%

Grit / persistence20%

Systems thinking15%

Verbal ability15%

Detail orientation10%

Leadership10%

Curiosity10%

Defence & Uniformed Services

Grit / persistence25%

Leadership20%

Teamwork15%

Quantitative reasoning10%

Spatial reasoning10%

Risk tolerance10%

Preference for structure10%

Skilled Trades & Technicians

Spatial reasoning25%

Detail orientation20%

Systems thinking15%

Grit / persistence15%

Pattern recognition10%

Independent work10%

Preference for structure5%

Content & Creator Economy

Copywriting20%

Design sense15%

Business acumen15%

Curiosity15%

Learning velocity15%

Independent work10%

Risk tolerance10%

Sports & Fitness

Grit / persistence30%

Teamwork15%

Leadership15%

Learning velocity10%

Risk tolerance10%

Preference for structure10%

Detail orientation10%

Performing & Visual Arts

Design sense20%

Grit / persistence20%

Curiosity15%

Risk tolerance15%

Learning velocity10%

Independent work10%

Teamwork10%

Hospitality & Tourism

Teamwork20%

Detail orientation15%

Leadership15%

Business acumen15%

Verbal ability15%

Preference for structure10%

Grit / persistence10%

Aviation

Spatial reasoning20%

Detail orientation20%

Quantitative reasoning15%

Systems thinking15%

Grit / persistence15%

Preference for structure10%

Risk tolerance5%

What we can’t measure (yet)

Norms: scores are criterion-referenced today, not percentile-ranked against a large peer group. Class 8–10 students get an age-appropriate question mix and their reports say plainly that scores aren’t yet adjusted across age groups. As anonymised cohorts grow, published norms and reliability statistics will follow.
Off-screen evidence: physical fitness (defence, sports), portfolios (design, arts) and medical standards (aviation) can’t be tested here — the report flags them as evidence to add, never silently assumes them.
You, fully: a 30–45 minute assessment is a strong starting point, not a verdict. Results are versioned, and retesting after 6 months shows your trajectory — abilities are developable.
Entrance & cost facts: seat counts, cutoffs and fees shown in reports are indicative (2024–25) and change yearly — always verify on official sites.

Career Signal is decision support for students, families and counsellors. The decision is always yours.