The boring-but-honest methodology

What we ask about you (before any psychometrics)

Most online career quizzes are pure psychometrics divorced from context. That's why the recommendations land in space — “you might enjoy being a marine biologist” is useless if you're 24 with two kids in Mt Gambier. Before we run any of the validated instruments, we capture:

None of this is required. Skip anything that doesn't apply. The more honest you are, the more useful the report.

The frameworks

Holland Codes (RIASEC)

John Holland's interest typology, developed in the 1950s and validated continuously ever since. Six interest types: Realistic (hands-on, practical), Investigative (analytical, scientific), Artistic (creative, expressive), Social (helping, teaching), Enterprising (persuading, leading), Conventional (organising, structured). Your top three letters form your “Holland code.”

The 60-item assessment we use is the public-domain O*NET Interest Profiler, developed by the US Department of Labour.

Big Five (OCEAN)

The most scientifically supported personality model in psychology. Five dimensions: Openness, Conscientiousness, Extraversion, Agreeableness, Neuroticism. Predicts work satisfaction, job performance and career changes far better than alternatives like MBTI (which is, to be polite, not a serious instrument).

We use the 50-item public-domain IPIP-NEO short form developed by Lewis Goldberg.

Schwartz Work Values

Shalom Schwartz's value-circumplex theory, adapted for the work context. Distinguishes what you're good at from what you actually care about: autonomy, achievement, security, helping others, status, variety. This is often the missing piece in career advice.

O*NET occupational profiles

Each of 1,000+ occupations in the O*NET database has a Holland code, work-styles profile (mappable to Big Five), work values profile, and skill requirements. Maintained by the US Department of Labour. Free.

Australian job-market overlay

Growth %, median wage, and employment counts come from jobsearch.gov.au (Australia's National Skills Commission). So matches are filtered for actual viability in the AU labour market.

The matching

Your answers produce a profile vector across all five engines. Each occupation has its own profile vector. We compute weighted cosine similarity, filter for AU viability (must have nonzero employment), and return the top 8–10.

The synthesis

Claude (Anthropic's AI assistant, model Sonnet 4.6) is given your profile, your top matches, and your free-text background. It produces a personalised narrative, transition pathway, day-in-the-life snapshot, reality check (pay/hours/downsides), skills gap analysis, and 30/90/365-day action plan.

Claude is good at this. It's not magic. We tell it to err on the side of usefulness and honesty.

What we explicitly don't use

Limitations we're upfront about

OK, let's go →