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Introduction
Getting Started
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Core LMI
Canada
Core LMI Dat Demog
Core LMI Dat Ed
Core LMI Dat Ind
Core LMI Dat Occ
Core LMI Dat Unemp Ind
Core LMI Dat Wf Demog
Core LMI Ref Csd Cd Prov
Core LMI Ref Csd Cma
Global
Core LMI Detailed Dat Ind
Core LMI Detailed Dat Occ
Core LMI Detailed Dim Ind
Core LMI Detailed Dim Occ
Core LMI Detailed Meta
Core LMI Detailed Ref Areaid
United Kingdom
Core LMI Dat Demog
Core LMI Dat Econ Activity
Core LMI Dat Ind
Core LMI Dat Ind Gender Age
Core LMI Dat Occ Gender Age
Core LMI Dat Occ
Core LMI Dat Staffing
Core LMI Dat Unemp
Core LMI Dim Classid
Core LMI Dim Indid
Core LMI Dim Occid
Core LMI Meta
Core LMI Ref Areaid
Core LMI Ref Lau1 Nuts3 Nuts1 Country
United States
Core LMI Dat Acs Indicators
Core LMI Dat Coli
Core LMI Dat Commuting
Core LMI Dat Completions Demographics
Core LMI Dat Completions Distance
Core LMI Dat Crime
Core LMI Dat Demog
Core LMI Dat Edatt
Core LMI Dat Edatt Age
Core LMI Dat Enrollments
Core LMI Dat Enrollments Distance
Core LMI Dat Grp
Core LMI Dat Ind
Core LMI Dat Ind Gender Age
Core LMI Dat Ind Month
Core LMI Dat Ind Race Ethn
Core LMI Dat Ind Race Ethn Hiresseps
Core LMI Dat Labor Force
Core LMI Dat Minimum Wage
Core LMI Dat Occ
Core LMI Dat Occ Earn
Core LMI Dat Occ Edpct
Core LMI Dat Occ Gender Age
Core LMI Dat Occ Hires Seps
Core LMI Dat Occ Race Ethn
Core LMI Dat Staffing
Core LMI Dat Tuition
Core LMI Dat Unemp Ind
Core LMI Dat Unemp Occ
Core LMI Dim Classid
Core LMI Dim Indid
Core LMI Dim Occid
Core LMI Dim Programid
Core LMI Dim Unitid
Core LMI Meta
Core LMI Ref Areaid
Core LMI Ref Msa County
Core LMI Ref Tract County State
Core LMI Ref Zip County Msa
Core LMI Ref Zip County State
Gazelle companies
Companies
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Job Postings
Postings - ANZ
Postings
Postings (No Body)
Skills
Meta
Postings - CA
Postings
Postings (No Body)
Skills
Meta
Postings - Global
Postings
Postings (No Body)
Skills
Meta
Postings - SG
Postings
Postings (No Body)
Skills
Meta
Postings - UK
Postings
Postings (No Body)
Skills
Meta
Postings - US
Postings
Postings (No Body)
Meta
Skills
Postings - Company
Postings
Meta
Skills
Models & WEMO
Dat Wemo
Dim AreaID
Dim OccID
Wemo Meta
Profiles
Global
Profiles Pseudonymized Educations
Profiles Pseudonymized Jobs
Profiles Pseudonymized Meta
Profiles Pseudonymized Profiles
Profiles Pseudonymized Skills
United States
Profiles Pseudonymized Educations
Profiles Pseudonymized Jobs
Profiles Pseudonymized Meta
Profiles Pseudonymized Profiles
Profiles Pseudonymized Skills
Taxonomies
Company
CIP (Classification of Instructional Programs)
ISCO(International Standard Classification of Occupations)
LOT
Lot 0 Career Area
Lot 1 Occupation Group
Lot 2 Occupation
Lot 3 Specialized Occupation
NAICS (North American Industry Classification System)
Skills
Skill 0 Category
Skill 1 Subcategory
Skill 2 Skill
Title
US Area
US SOC (Standard Occupation Classification)
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
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
Occupations 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
Further updates to Geocoding in the Australia and New Zealand Postings
STARs Relevant Job Postings
STARs Methodology & FAQs
Lightcast Postings (Global): Volume & Skills Changes
Profiles
Profiles Methodology
Gain and Drain Methodology
USA Pseudonymised Profiles: Estimated Wages
Changes to Occupations classification in US Profiles
Expanded Multilingual Global Profile Coverage
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 Taxonomy
Lightcast Administrative Areas
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
Lightcast Data Models
What are Lightcast Skill Projections
Defining, distinguishing, and necessary skills
Lightcast Similarity Model
Hiring Difficulty Methodology
Demographic Data
Population Demographics Methodology
CDC Birth & Mortality Rates
Migration Data
Additional Data Sets
Business Data from DatabaseUSA
Reference
American Community Survey
ACS Indicators Data
Core LMI
Canada
Canada Business Establishments by Size Band
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
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
US Unemployment by Occupation Data
US Unemployment by Industry Data
US Unemployment by Gender Data
US Unemployment by Ethnicity Data
US Unemployment by Age Data
US Labor Force Participation Data
US Unemployment by Race Data
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
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
Education
Educational Institutions Data
Job Postings
Global Job Postings Data
Job Postings / Skills
DDN Data
Similarity Data
UK Job Postings Data
US Job Postings 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
Profiles
Global Worker Profiles Data
US Worker Profiles Data
FAQ
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
What are the different types of Educational Attainment
When Does Lightcast Update IPEDS Completions Data?
Changelogs
National Occupation (NOC) Classification Changelog
Occupation Taxonomy Changelog
Occupation Taxonomy Classification Changelog
Skills Taxonomy Changelog
Skills Taxonomy Translation Changelog
Titles Taxonomy Changelog
MarkdownLogViewer Test - Medium
MarkdownLogViewer Test - Large
Broken
Titles Taxonomy Changelog - 2026
Titles Taxonomy Changelog - 2025
Titles Taxonomy Changelog - 2021 to 2024
Data Methodology
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
Profiles Pseudonymized Educations
