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Introduction

  • Welcome to Lightcast

overview

  • Taxonomies

categories

  • Datasets
    • ACS Indicators Data
  • Core LMI
    • Canada Business Establishments by Size Band Data
    • Canada Commuting Data
    • Canada Enrollments and Graduates by Institution Data
    • Canada Industry Data
    • Canada Job Postings Data
    • Canada Occupation Data
    • Canada Population Demographics Data
    • Canada Staffing Patterns Data
    • Canada Unemployment by Industry (Nation, Province) Data
    • Canada Unemployment by Occupation and Gender (Nation, Province) Data
    • Canada Workforce Demographics Data
    • Global National Population Data
    • Global National Talent Supply Data
    • Global Population Data
    • Global Talent Supply Data
    • Ontario Employment by Place of Work and Place of Residence Data
    • UK Apprenticeships Data
    • UK Business Counts Data
    • UK Economic Activity Quarterly Data
    • UK Education Attainment Data
    • UK Exposure Index by Industry Data
    • UK Exposure Index by Occupation Data
    • UK Further Education Data
    • UK Industry Data
    • UK Industry by Age and Gender Data
    • UK Occupation Data
    • UK Occupation by Age and Gender Data
    • UK Population Demographics Data
    • UK Staffing Patterns Data
    • UK Unemployment by Area Data
    • US Commuting (Nation, State, MSA, County, ZIP) Data
    • US Completions by Institution and Demographic Data
    • US Completions by Institution, Distance/Non-Distance Data
    • US Completions by Institution, Distance/Non-Distance, Area Data
    • US Cost of Living Index Data
    • US Crime Counts Data
    • US Demographics (Nation, State, Census-Designated Place) Data
    • US Demographics (Nation, State, MSA, County, ZIP, Census Tract) Data
    • US Disability Enrollments by Institution Data
    • US Distance Enrollments by Institution Data
    • US Educational Attainment by Age Data
    • US Educational Attainment by Demographic Data
    • US Enrollments by Institution and Demographic Data
    • US Financial Aid by Institution Data
    • US Freshman Home State by Institution Data
    • US GI Bill Enrollments by Institution Data
    • US Gross Regional Product Data
    • US Industry (Nation, State, Census-designated place) Data
    • US Industry (Nation, State, MSA, County, ZIP, Census Tract) Data
    • US Industry Firm Job Change Data
    • US Industry Month (Nation, State, MSA, County, ZIP) Data
    • US Industry by Age and Gender Data
    • US Industry by Occupation Earnings Data
    • US Industry by Race and Ethnicity Data
    • US Labor Force Participation Data
    • US Minimum Wage Data
    • US NIOEM Employment Projection Data
    • US OES (Nation, State) Data
    • US Occupation (Nation, State, Census-designated place) Data
    • US Occupation (Nation, State, County, MSA, ZIP, Census Tract) Data
    • US Occupation Educational Attainment Percent Breakouts Data
    • US Occupation Example Data
    • US Occupation Firm Job Change Data
    • US Occupation Hires and Separations by Area and Occupation Data
    • US Occupation by Age and Gender Data
    • US Occupation by Race and Ethnicity Data
    • US Population Migration Data
    • US Population Total Foreign Out Migration Data
    • US Quarterly QCEW Industry Data
    • US Staffing Patterns (Nation, State, MSA, County, ZIP, Census Tract) Data
    • US Tuition and Fees by Institution Data
    • US Unemployment by Age Data
    • US Unemployment by Ethnicity Data
    • US Unemployment by Gender Data
    • US Unemployment by Industry Data
    • US Unemployment by Occupation Data
    • US Unemployment by Race Data
    • US ZIP Educational Attainment Data
    • Workforce Estimation Data
  • Careers
    • Career Pathways Data
  • Salary
    • Compensation Data
    • Labor Force Availability by Wage Data
    • Occupation Percentile Earnings Data
  • Core LMI / LF
    • Country Indicators Data
    • Global Industry Data
  • Job Postings / Skills
    • DDN Data
    • Similarity Data
    • UK Job Postings Data
    • US Job Postings Data
  • Education
    • Educational Institutions Data
  • Job Postings
    • Global Job Postings Data
  • Profiles
    • Global Worker Profiles Data
    • US Worker Profiles Data
  • Job Postings / Salary / Skills
    • Market Salary Data
    • Occupation Benchmark Data
  • Job Postings / Occupation
    • Projected Occupation Growth Data
  • Job Postings / Salary / Profiles
    • Talent Benchmark Data

help-topics

  • FAQ
    • What are the different types of Educational Attainment
    • When Does Lightcast Update IPEDS Completions Data?
    • Why is Canadian data still NAICS 2017?
    • Data FAQs
    • When are Job Postings and Profiles Updated?
    • What is a Multiplier?
    • What is Input-Output Modeling?
    • What's the Difference Between Job Postings and Job Openings?
    • Why Don't Lightcast Projections Match BLS or State Projections?
    • How Do Demand and Sales Differ?
    • How does Lightcast handle duplicate postings?
    • Why Doesn't Lightcast Break Out the Postsecondary Teachers SOC?
    • What Dates Does an IPEDS Completion Year Include?
    • Why are there Compensation Observations Below the Minimum Wage?
    • What are Distance Offered Programs?
    • Why Does Lightcast Show Partial Job Counts?
    • Lightcast Gig Economy Postings Data
    • Expected Posting Count Changes - Deduplication, Canada
    • Expected Postings Count Change - Language, Canada
    • Why Don't Change and Replacements Sum to Openings?
    • April 2024 - Changes to O*NET-SOC 2019 classification on US job postings
    • Canada Postings Data - Addition of French language
    • When will Lightcast update to the 2023 MSA delineations?
    • Expected Change in Active job postings
    • New York City Counties Data
    • Glossary
    • Lighcast Postings (US): Volume Changes
    • WEMO vs. Profile Counts
    • Education Filters within Profile Analytics
    • Self-Reported Nature of Profile Data

changelogs

  • Changelogs
    • Lightcast Occupation Taxonomy Changelog
    • Lightcast Occupation Taxonomy Classification Changelog
    • NOC Classification Changelog
    • Skills Taxonomy Changelog
    • Skills Taxonomy Translation Changelog
    • Titles Taxonomy Changelog

knowledge-base

  • Data Methodology
    • Lightcast Data: Basic Overview
    • What's the Complete List of Sources Lightcast Uses?
    • What's the Complete List of Sources Lightcast Uses in US data?
    • What's the Complete List of Sources Lightcast Uses in Canada?
    • What's the Complete List of Sources Lightcast Uses in UK data?
    • Overview of Lightcast Dataruns
    • Release Notes
    • US Data Release Notes
    • US Taxonomy & Dataset Charts
    • UK Data Release Notes
    • UK Taxonomy & Dataset Chart
    • CA Data Release Notes
    • CA Taxonomy & Dataset Charts
    • Global Data Release Notes
    • Available Countries in Global
    • Labor Market Information (LMI)
    • Labor Force Participation Rate
    • Census Tract Methodology
    • Hires Methodology
    • Occupation Employment Process
    • Industry Projections Methodology
    • Understanding Shift Share
    • Job Openings Data
    • Compensation Model Documentation
    • Input-Output Model Documentation (I-O)
    • Place of Residence Data
    • ZIP-Level Employment Data
    • Lightcast OES Time Series Data Overview
    • Lightcast's Gross Regional Product (GRP) Methodology
    • Unemployment Data
    • Industry and Occupation Diversity Methodology
    • City Methodology
    • Postings
    • Job Posting Analytics (JPA) Methodology
    • Company & Industry Classification Methodology
    • Lightcast Occupations Taxonomy (LOT) Classification Methodology
    • Job Titles classification
    • Expected Posting Count Changes - UK 2025
    • Expected Posting Count Changes - Canada 2025
    • Hot and Cold Skills by Job Postings
    • Improvements to Lightcast Job Titles
    • Location classification in Lightcast data
    • Job seniority
    • Geocoding in the Australia and New Zealand Postings
    • Profiles
    • Profiles Methodology
    • Gain and Drain Methodology
    • USA Pseudonymised Profiles: Estimated Wages
    • Changes to Occupations classification in US Profiles
    • Changes to Profile Counts
    • Taxonomies
    • Lightcast NAICS
    • International Standard Classification of Education (ISCED)
    • CIPS, SOCs, and their Relationship
    • Lightcast Job Titles
    • What are the Definitions of IPEDS' Award and Degree Levels?
    • Lightcast Skills Taxonomy
    • Understanding Job Title vs Occupation
    • Benefits data
    • Occupation Taxonomies
    • Lightcast Occupation Taxonomy (LOT)
    • US Standard Occupation Classification (SOC)
    • Lightcast SOC
    • UK Standard Occupational Classification (UKSOC) - 2020
    • ISCO / ESCO - International / European Standard Classification of Occupations
    • Updates to Canada NOC coding in job postings
    • US O*NET-SOC Occupation taxonomy (O*NET)
    • Lightcast Occupation Taxonomy - Update
    • List of changes in LOT v7
    • Changes to O*NET-SOC 2019 classification on US postings and profiles
    • Changes to UK SOC 2020 classification on UK job postings and profiles
    • Changes to NOC 2021 classification on Canada job postings and profiles
    • Changes to SSOC classification on Singapore job postings
    • Changes to ANZSCO classification on Australia and NZ job postings
    • Demographic Data
    • Population Demographics Methodology
    • CDC Birth & Mortality Rates
    • Migration Data
    • Additional Data Sets
    • Business Data from DatabaseUSA
    • Lightcast Data Models
    • What are Lightcast Skill Projections
    • Defining, distinguishing, and necessary skills
    • Lightcast Similarity Model
  • Additional
    • Labour Insight™ - Data Caveats
    • Labour Insight™ (ANZ) - Higher Education onboarding resources
    • ANZSCO Recall Rate Changes
    • Webinar - Labour Insight™ : Labour Insight 101
    • Labour Insight™ (ANZ) - Data Dictionary
    • Webinar - Labour Insight™ (ANZ): Marketing in Higher Education
    • Webinar - Labour Insight™ (ANZ) for Program Alignment
    • Webinar - Labour Insight™ (ANZ) for Program Alignment - 2
    • Labour Insight™ (ANZ) - How are ANZSCO and the Lightcast Occupation Taxonomy Structured?
    • Labour Insight™ (ANZ) - ANZSCO and Lightcast Occupation Taxonomy: Differences
    • Labour Insight™ (ANZ) - ANZSCO and Lightcast Occupation Taxonomy Applications
    • Labour Insight™ (ANZ) - ANZSCO and Lightcast Occupation Taxonomies
    • Labour Insight™ (ANZ) - How to View Job Listings
    • Labour Insight™ (ANZ) - Side by Side Reports
    • Labour Insight™ (ANZ) - Using Labour Insight for Program Development and Alignment
    • Labour Insight™ (ANZ) - Time Series Analysis
    • Labour Insight™ (SGP) - Higher Education onboarding resources
    • Labour Insight™ (SGP) - Education Classification
    • Labour Insight™ (SGP) - SSOC and Lightcast Occupation Taxonomies
    • Labour Insight™ (SGP) - Data Dictionary
    • Singapore Data Coverage and Comprehensiveness
    • Labour Insight™ (SGP) - Introduction to Labour Insight™ Singapore
    • Data - Real-Time Jobs Postings Market Representation
    • Labour Insight™ - Labour Insight for Higher Education
    • Labor Insight™ - How to create a query
    • Labour Insight™ - Snapshots Versus Create Reports
    • Labor Insight™ - Using AND Versus OR Search Options
    • Labor Insight™ - Using Quotation Marks within a Query
    • Labor Insight™ - Using Wildcards within a Query
    • Labor Insight™ - Using the Keyword Filter
    • Labor Insight™ - Excluding Irrelevant Results.
    • Labor Insight™ - How to Print, Export, Save, and Share Reports
    • Labor Insight™ - How to Create a Report
    • Identifying skill trends within an occupation
    • Labor Insight™ - How to identify industry skill preferences
    • Labor Insight™ - How to identify localised skill preferences by occupation
    • Labor Insight™ - Identifying Salary Premium Skills
    • Labour Insight™ (ANZ) - Test Your Knowledge
    • Labour Insight (SGP)
    • Lightcast Singapore Postings Data
    • Lightcast Singapore Industry classification
    • Lightcast Singapore Advertised Education Levels
    • Lightcast Singapore Job Type Levels
    • Labour Insight (ANZ)
    • Lightcast Australia & New Zealand Postings Data
    • Lightcast Australia and New Zealand Industry classification
    • Lightcast Australia, New Zealand Advertised Education Levels
    • Lightcast Australia, New Zealand Job Type Levels
    • New large sources added to ANZ data

Workforce Estimation Data

Workforce Estimation

📘

Ready to use this data? See the Core LMI reference documentation to get started.

Workforce Estimation Model

  • Knowledge Base
  • Release Notes

Core LMI Metadata

Updated about 13 hours ago


US ZIP Educational Attainment Data
Careers
  • Table of Contents
    • Workforce Estimation
    • Workforce Estimation Model
      • Core LMI Metadata