SOURCE-BY-SOURCE AUDIT

Where your career data comes from

Check the source, date, definition and usage of every data family. Reproducible source reconciliation supports the stated occupation-level use; it is not an advertised salary, available job or government endorsement. The historic CSV import chain is not reconstructed.

What is approved

358 unique ANZSCO 2013 v1.3 four-digit codes, titles, tasks, reported hours and degree shares are reproducibly reconciled to the checksum-pinned February 2026 Jobs and Skills Australia workbook. 296 annual salary benchmarks reconcile to May 2025 weekly medians multiplied by 52; 62 salary values are absent in the source and remain unavailable. These figures do not predict individual pay or define registration or entry requirements. No ANZSCO 2022 or OSCA crosswalk has been presumed.

Reviewed 21 September 2026. JSA copyright and disclaimer ↗. © Commonwealth of Australia; adaptations and source conditions are recorded. Third-party material may require separate permission.

Field-level source register

Reproducibly reconciled to pinned publisher source

Occupation profiles / classification

Fields: ANZSCO Code, Occupation, Tasks

Publisher: Jobs and Skills Australia / Australian Bureau of Statistics

Period: Verified publisher reference: ANZSCO occupation download, February 2026

Comparison: 358/358 exact unique ANZSCO four-digit codes, titles and task sequences matched; not an OSCA crosswalk

Product usage: Verified occupation titles and tasks are used for descriptive matching; a task description does not establish an individual's competence.

Evidence approval flag: on

Copyright status: JSA copyright terms checked 20 September 2026: website content is Creative Commons Attribution 4.0 International (CC BY 4.0), subject to stated exceptions; required attribution is © Commonwealth of Australia. Third-party material and other stated exceptions remain excluded.

Publisher documentation ↗

Reproducibly reconciled to pinned publisher source

Annual occupation earnings benchmark

Fields: annual_earnings

Publisher: ABS Survey of Employee Earnings and Hours / Jobs and Skills Australia

Period: Verified publisher reference: May 2025 median weekly full-time earnings

Comparison: 296/296 published four-digit median weekly salaries × 52 matched; 62/62 both missing; May 2025, non-managerial full-time adult-rate cohort

Product usage: Verified occupation earnings can contribute to the financial ranking component where JSA publishes a benchmark. They are occupation-level medians, not an individual prediction or employer offer; 62 groups have no published figure and are not silently filled.

Evidence approval flag: on

Copyright status: JSA copyright terms checked 20 September 2026: website content is Creative Commons Attribution 4.0 International (CC BY 4.0), subject to stated exceptions; required attribution is © Commonwealth of Australia. Third-party material and other stated exceptions remain excluded.

Publisher documentation ↗

Reproducibly reconciled to pinned publisher source

Occupation-level full-time hours

Fields: Average full-time hours worked per week

Publisher: ABS Census / Jobs and Skills Australia

Period: Verified publisher reference: 2021 Census occupation context

Comparison: 358/358 four-digit values matched the 2021 Census-based workbook column; not individual contractual or paid hours

Product usage: Verified occupation context; not treated as contractual paid hours or a roster promise. Compare actual offer terms and customer-provided hours.

Evidence approval flag: on

Copyright status: JSA copyright terms checked 20 September 2026: website content is Creative Commons Attribution 4.0 International (CC BY 4.0), subject to stated exceptions; required attribution is © Commonwealth of Australia. Third-party material and other stated exceptions remain excluded.

Publisher documentation ↗

Reproducibly reconciled to pinned publisher source

Degree attainment share

Fields: degree_share

Publisher: ABS Census / Jobs and Skills Australia

Period: Verified publisher reference: 2021 Census occupation context

Comparison: 358/358 four-digit postgraduate plus bachelor share values matched; 2021 Census incumbents, not entry requirements

Product usage: Verified occupation context; not used to impose degree requirements. Separately check regulator and employer rules.

Evidence approval flag: on

Copyright status: JSA copyright terms checked 20 September 2026: website content is Creative Commons Attribution 4.0 International (CC BY 4.0), subject to stated exceptions; required attribution is © Commonwealth of Australia. Third-party material and other stated exceptions remain excluded.

Publisher documentation ↗

Publisher reference only; local data values unverified

Observed occupation mobility

Fields: mobility_score, transition_share

Publisher: Jobs and Skills Australia Data on Occupation Mobility / ABS PLIDA

Period: Publisher reference: 2021–22 and 2022–23 occupation movements; original CareerValue CSV import vintage unverified

Comparison: No exact source-to-local row reconciliation has been established

Product usage: Not used in scoring; occupation-pair values and denominators remain unverified.

Evidence approval flag: off

Copyright status: Exact dataset attribution and usage conditions not approved

Publisher documentation ↗

Publisher reference only; local data values unverified

Possible VET training pathways

Fields: training_options

Publisher: Jobs and Skills Australia Training Occupation Pathways

Period: Publisher reference: March 2026 publisher dataset; original CareerValue CSV import vintage unverified

Comparison: No exact source-to-local row reconciliation has been established

Product usage: Unverified pathway/qualification mappings excluded; check exact credentials and prerequisites.

Evidence approval flag: off

Copyright status: Exact dataset attribution and usage conditions not approved

Publisher documentation ↗

Publisher reference only; local data values unverified

Occupation shortage reference

Fields: ACT, NSW, NT, QLD, SA, TAS, VIC, WA, national_shortage

Publisher: Jobs and Skills Australia Occupation Shortage List

Period: Publisher reference: 2025 annual list as a possible upstream reference; original CareerValue CSV import vintage unverified

Comparison: No exact source-to-local row reconciliation has been established

Product usage: Not used in scoring; a shortage flag is not an available job advertisement.

Evidence approval flag: off

Copyright status: Exact dataset attribution and usage conditions not approved

Publisher documentation ↗

Publisher reference only; local data values unverified

Historical online-advertisement indicator

Fields: vacancies_latest, vacancies_yoy

Publisher: Jobs and Skills Australia Internet Vacancy Index (possible source)

Period: Publisher reference: July 2026 publisher release available at review; local snapshot unknown; original CareerValue CSV import vintage unverified

Comparison: No exact source-to-local row reconciliation has been established

Product usage: Not used in scoring; online-advertisement statistics are not live job listings.

Evidence approval flag: off

Copyright status: Exact dataset attribution and usage conditions not approved

Publisher documentation ↗

Advertisements come from different providers

Himalayas is attributed on remote-only advertisements. SEEK and Workforce Australia links open external searches and are not an embedded Australian vacancy feed. Careerjet/Adzuna remain disabled pending publisher permission and genuine local job-result verification.

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