Derived and proxy values
Australian annual figures are weekly medians multiplied by 52. Canadian annual figures are hourly medians multiplied by 40 hours and 52 weeks. Singapore annual figures are monthly gross medians multiplied by 12. New Zealand and selected UK headline figures are transparent midpoints of official published ranges.
Outside the United States, O*NET work signals are descriptive occupation-level proxies. They are labelled as proxies and are never presented as nationally measured salary, employment or outlook data.
Automated Tahatū refreshes require an approved Occupations API agreement. SkillsFuture is currently used only for concise pathway context; bulk reuse should receive a separate permission review.