Excel · dataset · 2023

Health Workforce Languages Spoken Data

Listed in California Open Data

This dataset contains statistically weighted estimates of the languages spoken by 47 key health workforce professions actively licensed in California as of December 3rd, 2024.

Description

These metrics can be compared by US Census Bureau language group, Medi-Cal Threshold Language, workforce category, license type, region, county and age.

Topics

Stated by source: Health and Human Services
From keywords: Humanities · Medicine & Health
Inferred from text: Nursing 70%

Provenance · 1 source records, 11 field assertions

Source	Key	Last seen	Raw
California Open Data	4e984855-e716-4154-8ba7-535b7a163320	10 d ago	JSON v1

Field	Assertion	Extractor	Evidence
access_level	source · data ca gov	connector:data_ca_gov@1.0.0
concepts[field].anzsrc:group:4205	enrichment · data ca gov	taxonomy-embedding@1.1.0	title+keywords+description (70%)
concepts[field].local:field:humanities	mapping · data ca gov	connector:data_ca_gov@1.0.0
concepts[field].local:field:medicine-health	mapping · data ca gov	connector:data_ca_gov@1.0.0
concepts[topic].ckan_group:data_ca_gov:health-human-services	source · data ca gov	connector:data_ca_gov@1.0.0
created_date	source · data ca gov	connector:data_ca_gov@1.0.0
description	source · data ca gov	connector:data_ca_gov@1.0.0	/notes
license_text	source · data ca gov	connector:data_ca_gov@1.0.0
publication_date	source · data ca gov	connector:data_ca_gov@1.0.0
title	source · data ca gov	connector:data_ca_gov@1.0.0	/title
updated_date	source · data ca gov	connector:data_ca_gov@1.0.0

Health Workforce Languages Spoken Data

Description

Links

Get the data

Where it is published

Documentation and papers

Topics