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Introduction

  • Welcome to Lightcast

overview

  • Taxonomies

categories

  • Datasets
    • ACS Indicators Data
  • Core LMI
    • Canada Business Establishments by Size Band
    • Canada
      • Commuting Data
      • Enrollments and Graduates by Institution Data
      • Industry Data
      • Job Postings Data
      • Occupation Data
      • Population Demographics Data
      • Staffing Patterns Data
      • Unemployment by Industry (Nation, Province) Data
      • Unemployment by Occupation and Gender (Nation, Province) Data
      • Workforce Demographics Data
      • Ontario Employment by Place of Work and Place of Residence Data
    • Global
      • National Population Data
      • National Talent Supply Data
      • Population Data
      • Talent Supply Data
      • Workforce Estimation Data
    • United Kingdom
      • Apprenticeships Data
      • Business Counts Data
      • Economic Activity Quarterly Data
      • Education Attainment Data
      • Exposure Index by Industry Data
      • Exposure Index by Occupation Data
      • Further Education Data
      • Industry Data
      • Industry by Age and Gender Data
      • Occupation Data
      • Occupation by Age and Gender Data
      • Population Demographics Data
      • Staffing Patterns Data
      • Unemployment by Area Data
    • United States
      • ZIP Educational Attainment Data
      • Commuting (Nation, State, MSA, County, ZIP) Data
      • Completions by Institution and Demographic Data
      • Completions by Institution, Distance/Non-Distance Data
      • Completions by Institution, Distance/Non-Distance, Area Data
      • Cost of Living Index Data
      • Crime Counts Data
      • Demographics (Nation, State, Census-Designated Place) Data
      • Demographics (Nation, State, MSA, County, ZIP, Census Tract) Data
      • Disability Enrollments by Institution Data
      • Distance Enrollments by Institution Data
      • Educational Attainment by Age Data
      • Educational Attainment by Demographic Data
      • Enrollments by Institution and Demographic Data
      • Financial Aid by Institution Data
      • Freshman Home State by Institution Data
      • GI Bill Enrollments by Institution Data
      • Gross Regional Product Data
      • Industry (Nation, State, Census-designated place) Data
      • Industry (Nation, State, MSA, County, ZIP, Census Tract) Data
      • Industry Firm Job Change Data
      • Industry Month (Nation, State, MSA, County, ZIP) Data
      • Industry by Age and Gender Data
      • Industry by Occupation Earnings Data
      • Industry by Race and Ethnicity Data
      • Minimum Wage Data
      • NIOEM Employment Projection Data
      • OES (Nation, State) Data
      • Occupation (Nation, State, Census-designated place) Data
      • Occupation (Nation, State, County, MSA, ZIP, Census Tract) Data
      • Occupation Educational Attainment Percent Breakouts Data
      • Occupation Example Data
      • Occupation Firm Job Change Data
      • Occupation Hires and Separations by Area and Occupation Data
      • Occupation by Age and Gender Data
      • Occupation by Race and Ethnicity Data
      • Population Migration Data
      • Population Total Foreign Out Migration Data
      • Staffing Patterns (Nation, State, MSA, County, ZIP, Census Tract) Data
      • Quarterly QCEW Industry Data
      • Tuition and Fees by Institution Data
    • US Unemployment by Race Data
    • US Labor Force Participation 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
  • 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?
    • Data
      • 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?
      • Why are there Compensation Observations Below the Minimum Wage?
      • What are Distance Offered Programs?
      • 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
      • Lighcast Postings (US): Volume Changes
      • WEMO vs Profile Counts
      • Education Filters within Profile Analytics
      • Self-Reported Nature of Profile Data
      • What Dates Does an IPEDS Completion Year Include?
      • Why Does Lightcast Show Partial Job Counts?
    • Glossary
    • When Does Lightcast Update IPEDS Completions 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
      • Hot and Cold Skills by Job 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
      • 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
    • Labour Insight™ (ANZ) - Labour Market Data for Career Services
    • 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

Webinar - Labour Insight™ (ANZ) for Program Alignment

During this webinar, we will be covering how labour market data can assist within Program Alignment and Development. Webinar Recording:

[Video]

Updated 8 days ago


Webinar - Labour Insight™ (ANZ): Marketing in Higher Education
Labour Insight™ (ANZ) - Labour Market Data for Career Services