# Lightcast Knowledge Base

> Welcome to the Lightcast Knowledge Base

## Using Analyst and Developer

- [Understanding the Compatibility Index](https://kb.lightcast.io/en/articles/16019840-understanding-the-compatibility-index.md)
- [The Analyst Platform](https://kb.lightcast.io/en/articles/7915348-the-analyst-platform.md)
- [Basics of Analyst Filters](https://kb.lightcast.io/en/articles/10347505-basics-of-analyst-filters.md)
- [Location Filter: Drive Time and Radius From Address Region Selection Options](https://kb.lightcast.io/en/articles/6957718-location-filter-drive-time-and-radius-from-address-region-selection-options.md)
- [Regions filter](https://kb.lightcast.io/en/articles/10347644-regions-filter.md): Filter to select one or multiple locations for a report
- [JPA Timeframe](https://kb.lightcast.io/en/articles/10347556-jpa-timeframe.md): The timeframe filter across job postings reports
- [Job Posting Types: Newly Posted and Active](https://kb.lightcast.io/en/articles/6957675-job-posting-types-newly-posted-and-active.md)
- [Job Location Filter](https://kb.lightcast.io/en/articles/10347590-job-location-filter.md): Limit jobs to remote, non-remote, or hybrid
- [Analyst Platform Changelog](https://kb.lightcast.io/en/articles/7892050-analyst-platform-changelog.md): All the things that are changing in Analyst, from data to features
- [UK Changelog](https://kb.lightcast.io/en/articles/7124987-uk-changelog.md)
- [HWOL Changelog](https://kb.lightcast.io/en/articles/8314114-hwol-changelog.md): This page provides an overview of major changes made to the HWOL data and product delivery updates.
- [Job Posting Analytics](https://kb.lightcast.io/en/articles/6957578-job-posting-analytics.md)
- [Help Wanted OnLine \(HWOL\) Overview](https://kb.lightcast.io/en/articles/7546105-help-wanted-online-hwol-overview.md)
- [Lightcast Career Pathways](https://kb.lightcast.io/en/articles/6641056-lightcast-career-pathways.md): What are Lightcast Career Pathways?
- [Profile Analytics Walkthrough](https://kb.lightcast.io/en/articles/6957724-profile-analytics-walkthrough.md)
- [Understanding City Overview Report](https://kb.lightcast.io/en/articles/9620638-understanding-city-overview-report.md): This article is designed to assist users in understanding how to utilize the City Overview report.
- [Industry Snapshot \(Overview\)](https://kb.lightcast.io/en/articles/6957571-industry-snapshot-overview.md)
- [Spotlight Basics](https://kb.lightcast.io/en/articles/8227230-spotlight-basics.md): Getting Started Guide
- [Occupation Snapshot](https://kb.lightcast.io/en/articles/6957582-occupation-snapshot.md)
- [Nested Posting Table](https://kb.lightcast.io/en/articles/9868714-nested-posting-table.md): View Posting Data by Two Different Dimensions
- [Lightcast Sectors](https://kb.lightcast.io/en/articles/7960247-lightcast-sectors.md): Sections of the labor market that are of particular interest but that are not easily quantifiable using traditional occupations or industry hierarchies.
- [Researching Green Jobs](https://kb.lightcast.io/en/articles/9006635-researching-green-jobs.md)
- [Industry Cluster Identification](https://kb.lightcast.io/en/articles/12263565-industry-cluster-identification.md)
- [Apprenticeship Table and Map](https://kb.lightcast.io/en/articles/13726093-apprenticeship-table-and-map.md)
- [Layoff Activity Section \(Reported WARN Notices\)](https://kb.lightcast.io/en/articles/13762895-layoff-activity-section-reported-warn-notices.md)
- [Labor Conditions Applications \(LCA\) Table and Map](https://kb.lightcast.io/en/articles/13972752-labor-conditions-applications-lca-table-and-map.md)
- [Profiles Table and Profiles Map](https://kb.lightcast.io/en/articles/15533112-profiles-table-and-profiles-map.md)
- [Understanding the Cluster Explorer](https://kb.lightcast.io/en/articles/7125046-understanding-the-cluster-explorer.md)
- [Expected UK Changes to London Locations](https://kb.lightcast.io/en/articles/7125018-expected-uk-changes-to-london-locations.md)
- [Local Sector Strength Finder Cluster Definitions](https://kb.lightcast.io/en/articles/7124988-local-sector-strength-finder-cluster-definitions.md)
- [Job Postings Expiration](https://kb.lightcast.io/en/articles/7124903-job-postings-expiration.md)
- [Staffing Pattern and Inverse Staffing Pattern](https://kb.lightcast.io/en/articles/7124968-staffing-pattern-and-inverse-staffing-pattern.md)
- [Concentration \(Location Quotient\)](https://kb.lightcast.io/en/articles/7124870-concentration-location-quotient.md)
- [Data Collection and Processing Methodology](https://kb.lightcast.io/en/articles/7124763-data-collection-and-processing-methodology.md)
- [How to define a Sector Subject Area \(SSA-2\)](https://kb.lightcast.io/en/articles/7124830-how-to-define-a-sector-subject-area-ssa-2.md)
- [How to map apprenticeships to occupations](https://kb.lightcast.io/en/articles/7124896-how-to-map-apprenticeships-to-occupations.md)
- [How to create a group](https://kb.lightcast.io/en/articles/7124856-how-to-create-a-group.md)
- [UK Industry Overview](https://kb.lightcast.io/en/articles/7170200-uk-industry-overview.md)
- [UK Higher Education Module \(Subject Insight\)](https://kb.lightcast.io/en/articles/7931680-uk-higher-education-module-subject-insight.md)
- [UK Education Pipeline](https://kb.lightcast.io/en/articles/7931733-uk-education-pipeline.md)
- [UK Higher Education Overview](https://kb.lightcast.io/en/articles/7931708-uk-higher-education-overview.md)
- [UK Report Builder](https://kb.lightcast.io/en/articles/7170196-uk-report-builder.md)
- [UK Occupation Overview](https://kb.lightcast.io/en/articles/7170194-uk-occupation-overview.md)
- [UK Industry Table](https://kb.lightcast.io/en/articles/7125042-uk-industry-table.md)
- [UK Compatible Occupations Table](https://kb.lightcast.io/en/articles/7125041-uk-compatible-occupations-table.md)
- [UK Demographics by Location Report](https://kb.lightcast.io/en/articles/7125035-uk-demographics-by-location-report.md)
- [UK Curriculum Overview](https://kb.lightcast.io/en/articles/7124922-uk-curriculum-overview.md)
- [UK Occupation Table](https://kb.lightcast.io/en/articles/7124867-uk-occupation-table.md)
- [Lightcast Data: UK Benchmarking](https://kb.lightcast.io/en/articles/7124994-lightcast-data-uk-benchmarking.md)
- [The methodology behind Industry Clusters](https://kb.lightcast.io/en/articles/7124930-the-methodology-behind-industry-clusters.md)
- [How does Lightcast calculate job openings?](https://kb.lightcast.io/en/articles/7124860-how-does-lightcast-calculate-job-openings.md)
- [Lightcast's UK Data Process Overview](https://kb.lightcast.io/en/articles/7124805-lightcast-s-uk-data-process-overview.md): How Lightcast collects and combines LMI data sources and dimensions for the United Kingdom
- [National Occupation Classification \(NOC\) - 2021 Canada](https://kb.lightcast.io/en/articles/7130728-national-occupation-classification-noc-2021-canada.md)
- [Census Metropolitan Area \(CMA\)](https://kb.lightcast.io/en/articles/7130688-census-metropolitan-area-cma.md)
- [Business Location](https://kb.lightcast.io/en/articles/7130653-business-location.md)
- [Canadian Socio-Economic Information Management System \(CANSIM\)](https://kb.lightcast.io/en/articles/7130678-canadian-socio-economic-information-management-system-cansim.md)
- [Census Agglomeration \(CA\)](https://kb.lightcast.io/en/articles/7130691-census-agglomeration-ca.md)
- [Differences between Canada and USA CIP codes](https://kb.lightcast.io/en/articles/9750796-differences-between-canada-and-usa-cip-codes.md)

## Data Methodology

- [Lightcast Data: Basic Overview](https://kb.lightcast.io/en/articles/6957498-lightcast-data-basic-overview.md)
- [What's the Complete List of Sources Lightcast Uses?](https://kb.lightcast.io/en/articles/8136848-what-s-the-complete-list-of-sources-lightcast-uses.md)
- [What's the Complete List of Sources Lightcast Uses in US data?](https://kb.lightcast.io/en/articles/6957488-what-s-the-complete-list-of-sources-lightcast-uses-in-us-data.md)
- [What's the Complete List of Sources Lightcast Uses in Canada?](https://kb.lightcast.io/en/articles/7130696-what-s-the-complete-list-of-sources-lightcast-uses-in-canada.md)
- [What's the Complete List of Sources Lightcast Uses in UK data?](https://kb.lightcast.io/en/articles/7124837-what-s-the-complete-list-of-sources-lightcast-uses-in-uk-data.md)
- [Overview of Lightcast Dataruns](https://kb.lightcast.io/en/articles/10344528-overview-of-lightcast-dataruns.md): US, UK, CA, Global
- [US Data Release Notes](https://kb.lightcast.io/en/articles/6957539-us-data-release-notes.md)
- [US Taxonomy & Dataset Charts](https://kb.lightcast.io/en/articles/7892038-us-taxonomy-dataset-charts.md)
- [UK Data Release Notes](https://kb.lightcast.io/en/articles/7124967-uk-data-release-notes.md)
- [UK Taxonomy & Dataset Chart](https://kb.lightcast.io/en/articles/7903063-uk-taxonomy-dataset-chart.md)
- [CA Data Release Notes](https://kb.lightcast.io/en/articles/7130702-ca-data-release-notes.md)
- [CA Taxonomy & Dataset Charts](https://kb.lightcast.io/en/articles/7902968-ca-taxonomy-dataset-charts.md)
- [Global Data Release Notes](https://kb.lightcast.io/en/articles/9252367-global-data-release-notes.md)
- [Available Countries in Global](https://kb.lightcast.io/en/articles/9368629-available-countries-in-global.md): A table breakdown of all countries available in the Global dataset
- [Labor Force Participation Rate](https://kb.lightcast.io/en/articles/6957616-labor-force-participation-rate.md)
- [Census Tract Methodology](https://kb.lightcast.io/en/articles/6957667-census-tract-methodology.md)
- [Hires Methodology](https://kb.lightcast.io/en/articles/6957581-hires-methodology.md)
- [Occupation Employment Process](https://kb.lightcast.io/en/articles/6957580-occupation-employment-process.md)
- [Industry Projections Methodology](https://kb.lightcast.io/en/articles/6957562-industry-projections-methodology.md)
- [Understanding Shift Share](https://kb.lightcast.io/en/articles/6957549-understanding-shift-share.md)
- [Job Openings Data](https://kb.lightcast.io/en/articles/6957547-job-openings-data.md)
- [Compensation Model Documentation](https://kb.lightcast.io/en/articles/6957494-compensation-model-documentation.md)
- [Place of Residence Data](https://kb.lightcast.io/en/articles/6957465-place-of-residence-data.md)
- [ZIP-Level Employment Data](https://kb.lightcast.io/en/articles/6957501-zip-level-employment-data.md)
- [Lightcast OES Time Series Data Overview](https://kb.lightcast.io/en/articles/6957515-lightcast-oes-time-series-data-overview.md)
- [Lightcast's Gross Regional Product \(GRP\) Methodology](https://kb.lightcast.io/en/articles/6957464-lightcast-s-gross-regional-product-grp-methodology.md)
- [Unemployment Data](https://kb.lightcast.io/en/articles/6957466-unemployment-data.md)
- [Industry and Occupation Diversity Methodology](https://kb.lightcast.io/en/articles/6957722-industry-and-occupation-diversity-methodology.md)
- [City Methodology](https://kb.lightcast.io/en/articles/8987539-city-methodology.md): This article is an overview of the city level data added to the Analyst & Developer platforms.
- [Lightcast’s Canada Data Process Overview](https://kb.lightcast.io/en/articles/15546065-lightcast-s-canada-data-process-overview.md): How Lightcast collects and combines LMI data sources and dimensions for Canada
- [Job Posting Analytics \(JPA\) Methodology](https://kb.lightcast.io/en/articles/6957446-job-posting-analytics-jpa-methodology.md)
- [Company & Industry Classification Methodology](https://kb.lightcast.io/en/articles/6957641-company-industry-classification-methodology.md)
- [Occupations Classification Methodology](https://kb.lightcast.io/en/articles/7907688-occupations-classification-methodology.md)
- [Job Titles classification](https://kb.lightcast.io/en/articles/7907529-job-titles-classification.md): Lightcast Job Titles classification - How it works.
- [Expected Posting Count Changes - UK 2025](https://kb.lightcast.io/en/articles/10370273-expected-posting-count-changes-uk-2025.md)
- [Expected Posting Count Changes - Canada 2025](https://kb.lightcast.io/en/articles/11204782-expected-posting-count-changes-canada-2025.md): Changes to Geocoding and Volumes in the Canada Postings
- [Hot and Cold Skills by Job Postings](https://kb.lightcast.io/en/articles/11452437-hot-and-cold-skills-by-job-postings.md): Methodology behind the report
- [Improvements to Lightcast Job Titles](https://kb.lightcast.io/en/articles/11525355-improvements-to-lightcast-job-titles.md): Improvements to Raw titles are standardized to these titles.
- [Location classification in Lightcast data](https://kb.lightcast.io/en/articles/11130828-location-classification-in-lightcast-data.md): How does Lightcast classify location to our postings data?
- [Job seniority](https://kb.lightcast.io/en/articles/11865067-job-seniority.md): Lightcast categorizes individual postings based on whether they specify that a particular job is "senior" or "junior".
- [Geocoding in the Australia and New Zealand Postings - Sept 2025](https://kb.lightcast.io/en/articles/11866696-geocoding-in-the-australia-and-new-zealand-postings-sept-2025.md): Changes for locations to Google Geocoding in the Australia and New Zealand Postings resulting in a posting volume increase
- [Further updates to Geocoding in the Australia and New Zealand Postings - Dec 2025](https://kb.lightcast.io/en/articles/13047303-further-updates-to-geocoding-in-the-australia-and-new-zealand-postings-dec-2025.md)
- [Lightcast Postings \(Global\): Volume & Skills Changes](https://kb.lightcast.io/en/articles/13106791-lightcast-postings-global-volume-skills-changes.md): Changes to Volumes and Skills in the Global Postings
- [STARs Methodology & FAQs](https://kb.lightcast.io/en/articles/14075357-stars-methodology-faqs.md)
- [STARs Relevant Job Postings](https://kb.lightcast.io/en/articles/13524628-stars-relevant-job-postings.md)
- [Improved Geocoding in the Australia and New Zealand Postings - August 2026](https://kb.lightcast.io/en/articles/15777589-improved-geocoding-in-the-australia-and-new-zealand-postings-august-2026.md)
- [Profiles Methodology](https://kb.lightcast.io/en/articles/6957504-profiles-methodology.md)
- [Gain and Drain Methodology](https://kb.lightcast.io/en/articles/7996747-gain-and-drain-methodology.md)
- [USA Pseudonymised Profiles: Estimated Wages](https://kb.lightcast.io/en/articles/9994081-usa-pseudonymised-profiles-estimated-wages.md)
- [Changes to Occupations classification in US Profiles](https://kb.lightcast.io/en/articles/10714723-changes-to-occupations-classification-in-us-profiles.md)
- [Expanded Multilingual Global Profile Coverage](https://kb.lightcast.io/en/articles/13380754-expanded-multilingual-global-profile-coverage.md): Updated multilingual capabilities release for Lightcast worker profiles
- [Profiles Data Expected Change in Volume](https://kb.lightcast.io/en/articles/15846719-profiles-data-expected-change-in-volume.md)
- [Lightcast NAICS](https://kb.lightcast.io/en/articles/6957524-lightcast-naics.md)
- [International Standard Classification of Education \(ISCED\)](https://kb.lightcast.io/en/articles/9657352-international-standard-classification-of-education-isced.md): The international taxonomy of qualification levels
- [CIPS, SOCs, and their Relationship](https://kb.lightcast.io/en/articles/6957689-cips-socs-and-their-relationship.md)
- [Lightcast Job Titles](https://kb.lightcast.io/en/articles/6957694-lightcast-job-titles.md): Lightcast maintains an extensive library of over 75,000 job titles. Raw titles are standardized to these titles.
- [What are the Definitions of IPEDS' Award and Degree Levels?](https://kb.lightcast.io/en/articles/6957647-what-are-the-definitions-of-ipeds-award-and-degree-levels.md)
- [Lightcast Skills Taxonomy](https://kb.lightcast.io/en/articles/7216059-lightcast-skills-taxonomy.md): Lightcast Skills is a comprehensive taxonomy of skills collected from job postings, resumes, and online profiles.
- [Understanding Job Title vs Occupation](https://kb.lightcast.io/en/articles/11931376-understanding-job-title-vs-occupation.md)
- [Benefits Taxonomy](https://kb.lightcast.io/en/articles/12713267-benefits-taxonomy.md): Lightcast offers data on benefits offered in US job postings.
- [Lightcast Occupation Taxonomy \(LOT\)](https://kb.lightcast.io/en/articles/7215917-lightcast-occupation-taxonomy-lot.md): Lightcast's bespoke, in-house occupation taxonomy - Granular, specific and global.
- [US Standard Occupation Classification \(SOC\)](https://kb.lightcast.io/en/articles/7136419-us-standard-occupation-classification-soc.md): National occupation taxonomy of the United States
- [Lightcast SOC](https://kb.lightcast.io/en/articles/6957467-lightcast-soc.md)
- [UK Standard Occupational Classification \(UKSOC\) - 2020](https://kb.lightcast.io/en/articles/7222811-uk-standard-occupational-classification-uksoc-2020.md): SOC is the national occupation taxonomy of the UK
- [Canada National Occupational Classification \(NOC\) - 2016](https://kb.lightcast.io/en/articles/7222806-canada-national-occupational-classification-noc-2016.md): NOC 2016 was the national occupation taxonomy of Canada, replaced by NOC 2021.
- [ISCO / ESCO - International / European Standard Classification of Occupations](https://kb.lightcast.io/en/articles/7222977-isco-esco-international-european-standard-classification-of-occupations.md): ISCO is an international taxonomy of occupations. ESCO is an EU specific extension of this taxonomy.
- [Updates to Canada NOC coding in job postings](https://kb.lightcast.io/en/articles/7902714-updates-to-canada-noc-coding-in-job-postings.md): The way that Lightcast encodes job postings to NOC occupation categories in Canada is changing.
- [US O\*NET-SOC Occupation taxonomy \(O\*NET\)](https://kb.lightcast.io/en/articles/8078633-us-o-net-soc-occupation-taxonomy-o-net.md): The national occupation taxonomy of the United States.
- [Lightcast Occupation Taxonomy - Update](https://kb.lightcast.io/en/articles/10430137-lightcast-occupation-taxonomy-update.md): The Lightcast Occupation Taxonomy \(LOT\) has been updated to ensure that it continues to accurately reflect the evolving labor market.
- [List of changes in LOT v7](https://kb.lightcast.io/en/articles/10430216-list-of-changes-in-lot-v7.md): All new concepts at the Occupation and Specialized Occupation level in Lightcast Occupation Taxonomy version 7.
- [Changes to O\*NET-SOC 2019 classification on US postings and profiles](https://kb.lightcast.io/en/articles/10533154-changes-to-o-net-soc-2019-classification-on-us-postings-and-profiles.md): Improvements in our data classification will go live in April 2025
- [Changes to UK SOC 2020 classification on UK job postings and profiles](https://kb.lightcast.io/en/articles/10533205-changes-to-uk-soc-2020-classification-on-uk-job-postings-and-profiles.md): Improvements in our data classification will go live from April 2025
- [Changes to NOC 2021 classification on Canada job postings and profiles](https://kb.lightcast.io/en/articles/10545569-changes-to-noc-2021-classification-on-canada-job-postings-and-profiles.md): Improvements in our data classification will go live from April 2025
- [Changes to SSOC classification on Singapore job postings](https://kb.lightcast.io/en/articles/10547042-changes-to-ssoc-classification-on-singapore-job-postings.md): The way we are classifying our postings data to SSOC is changing
- [Changes to ANZSCO classification on Australia and NZ job postings](https://kb.lightcast.io/en/articles/10546637-changes-to-anzsco-classification-on-australia-and-nz-job-postings.md): The way we are classifying our postings data to ANZSCO is changing.
- [Update to UK SOC descriptions - June 2026](https://kb.lightcast.io/en/articles/15554859-update-to-uk-soc-descriptions-june-2026.md)
- [Lightcast Companies](https://kb.lightcast.io/en/articles/15868558-lightcast-companies.md)
- [How Lightcast Defines Company Hierarchies](https://kb.lightcast.io/en/articles/16379386-how-lightcast-defines-company-hierarchies.md)
- [Lightcast Companies Update](https://kb.lightcast.io/en/articles/15772333-lightcast-companies-update.md)
- [Population Demographics Methodology](https://kb.lightcast.io/en/articles/6957652-population-demographics-methodology.md): Population data and population projections
- [CDC Birth & Mortality Rates](https://kb.lightcast.io/en/articles/6957595-cdc-birth-mortality-rates.md)
- [Migration Data](https://kb.lightcast.io/en/articles/6957646-migration-data.md)
- [Business Data from DatabaseUSA](https://kb.lightcast.io/en/articles/6957497-business-data-from-databaseusa.md)
- [What are Lightcast Skill Projections](https://kb.lightcast.io/en/articles/8496296-what-are-lightcast-skill-projections.md)
- [Defining, distinguishing, and necessary skills](https://kb.lightcast.io/en/articles/7938981-defining-distinguishing-and-necessary-skills.md): All you need to know about DDN
- [Hiring Difficulty Methodology](https://kb.lightcast.io/en/articles/11490514-hiring-difficulty-methodology.md)
- [Lightcast Similarity Model](https://kb.lightcast.io/en/articles/12101614-lightcast-similarity-model.md)

## FAQs

- [What are the different types of Educational Attainment](https://kb.lightcast.io/en/articles/6957530-what-are-the-different-types-of-educational-attainment.md): Everything you need to know about education in public data, by demographic, in postings, etc.
- [When Does Lightcast Update IPEDS Completions Data?](https://kb.lightcast.io/en/articles/6957485-when-does-lightcast-update-ipeds-completions-data.md)
- [How to Change the Datarun](https://kb.lightcast.io/en/articles/6957548-how-to-change-the-datarun.md)
- [Why don't rows add up to the "total" in some tables?](https://kb.lightcast.io/en/articles/7967580-why-don-t-rows-add-up-to-the-total-in-some-tables.md)
- [Why can't I use Industry Groups in Job Postings reports?](https://kb.lightcast.io/en/articles/8006907-why-can-t-i-use-industry-groups-in-job-postings-reports.md)
- [When is HWOL data updated?](https://kb.lightcast.io/en/articles/8224564-when-is-hwol-data-updated.md)
- [Authentication via Single Sign On \(SSO\)](https://kb.lightcast.io/en/articles/9141633-authentication-via-single-sign-on-sso.md): SSO
- [Lightcast Software Technical Requirements](https://kb.lightcast.io/en/articles/9467893-lightcast-software-technical-requirements.md): Including Analyst and Alumni Pathways
- [Why Some Reports Take Longer to Load](https://kb.lightcast.io/en/articles/15930226-why-some-reports-take-longer-to-load.md): General guidelines and expectations for Analyst performance
- [When are Job Postings and Profiles Updated?](https://kb.lightcast.io/en/articles/6957479-when-are-job-postings-and-profiles-updated.md)
- [What is a Multiplier?](https://kb.lightcast.io/en/articles/6957478-what-is-a-multiplier.md)
- [What's the Difference Between Job Postings and Job Openings?](https://kb.lightcast.io/en/articles/6957469-what-s-the-difference-between-job-postings-and-job-openings.md)
- [Why Don't Lightcast Projections Match BLS or State Projections?](https://kb.lightcast.io/en/articles/6957457-why-don-t-lightcast-projections-match-bls-or-state-projections.md)
- [How Do Demand and Sales Differ?](https://kb.lightcast.io/en/articles/6957499-how-do-demand-and-sales-differ.md)
- [How does Lightcast handle duplicate postings?](https://kb.lightcast.io/en/articles/6957661-how-does-lightcast-handle-duplicate-postings.md)
- [Why Doesn't Lightcast Break Out the Postsecondary Teachers SOC?](https://kb.lightcast.io/en/articles/6957575-why-doesn-t-lightcast-break-out-the-postsecondary-teachers-soc.md)
- [What Dates Does an IPEDS Completion Year Include?](https://kb.lightcast.io/en/articles/6957468-what-dates-does-an-ipeds-completion-year-include.md)
- [Why are there Compensation Observations Below the Minimum Wage?](https://kb.lightcast.io/en/articles/6957461-why-are-there-compensation-observations-below-the-minimum-wage.md)
- [What are Distance Offered Programs?](https://kb.lightcast.io/en/articles/6957471-what-are-distance-offered-programs.md)
- [How often is the data updated?](https://kb.lightcast.io/en/articles/7124780-how-often-is-the-data-updated.md)
- [Why Does Lightcast Show Partial Job Counts?](https://kb.lightcast.io/en/articles/6957713-why-does-lightcast-show-partial-job-counts.md)
- [Lightcast Gig Economy Postings Data](https://kb.lightcast.io/en/articles/6957673-lightcast-gig-economy-postings-data.md)
- [Expected Posting Count Changes - Deduplication, Canada](https://kb.lightcast.io/en/articles/8546863-expected-posting-count-changes-deduplication-canada.md)
- [Why Don't Change and Replacements Sum to Openings?](https://kb.lightcast.io/en/articles/6957487-why-don-t-change-and-replacements-sum-to-openings.md)
- [April 2024 - Changes to O\*NET-SOC 2019 classification on US job postings](https://kb.lightcast.io/en/articles/9113156-april-2024-changes-to-o-net-soc-2019-classification-on-us-job-postings.md): The way Lightcast is classifying our postings data to O\*NET is changing.
- [Canada Postings Data - Addition of French language](https://kb.lightcast.io/en/articles/9179405-canada-postings-data-addition-of-french-language.md)
- [When will Lightcast update to the 2023 MSA delineations?](https://kb.lightcast.io/en/articles/9235964-when-will-lightcast-update-to-the-2023-msa-delineations.md)
- [New York City Counties Data](https://kb.lightcast.io/en/articles/10029751-new-york-city-counties-data.md)
- [Glossary](https://kb.lightcast.io/en/articles/6641070-glossary.md): All the words and acronyms that might make you go, huh?
- [Lighcast Postings \(US\): Volume Changes](https://kb.lightcast.io/en/articles/11725778-lighcast-postings-us-volume-changes.md): This article provides an update on the increase in US job posting volumes for June and July 2025.
- [WEMO vs. Profile Counts](https://kb.lightcast.io/en/articles/12772026-wemo-vs-profile-counts.md): What is the difference between WEMO and Profile counts?
- [Education Filters within Profile Analytics](https://kb.lightcast.io/en/articles/12772082-education-filters-within-profile-analytics.md): What is included in each education level within profiles?
- [Self-Reported Nature of Profile Data](https://kb.lightcast.io/en/articles/12773067-self-reported-nature-of-profile-data.md)

## Using Global Analyst

- [Global Data 101](https://kb.lightcast.io/en/articles/7153977-global-data-101.md)
- [Global ISCO-08](https://kb.lightcast.io/en/articles/7170399-global-isco-08.md)
- [Lightcast Administrative Areas](https://kb.lightcast.io/en/articles/8985791-lightcast-administrative-areas.md): How Lightcast defines geographical location and categorizes sets of countries
- [Global Sets](https://kb.lightcast.io/en/articles/13731693-global-sets.md): Global data coverage in sets is used to describe data quality across all countries defined by Administrative Areas
- [How to use the Global Dashboard](https://kb.lightcast.io/en/articles/7156340-how-to-use-the-global-dashboard.md)
- [How To Create Groups in Global Analyst](https://kb.lightcast.io/en/articles/7157075-how-to-create-groups-in-global-analyst.md)
- [How to use Global Profile Analytics](https://kb.lightcast.io/en/articles/7153843-how-to-use-global-profile-analytics.md)
- [How To Use Global Jobs Postings Competition](https://kb.lightcast.io/en/articles/7153810-how-to-use-global-jobs-postings-competition.md)
- [Global Skills](https://kb.lightcast.io/en/articles/7170217-global-skills.md)
- [Global LMI overview](https://kb.lightcast.io/en/articles/7199115-global-lmi-overview.md)
- [Labor Supply](https://kb.lightcast.io/en/articles/7136389-labor-supply.md)
- [Place of Residence](https://kb.lightcast.io/en/articles/7136385-place-of-residence.md)
- [Place of Work](https://kb.lightcast.io/en/articles/7136404-place-of-work.md)
- [Global Taxonomy & Dataset Chart](https://kb.lightcast.io/en/articles/16008030-global-taxonomy-dataset-chart.md)
- [US - United States Methodology](https://kb.lightcast.io/en/articles/7198481-us-united-states-methodology.md)
- [GB - Great Britain Methodology](https://kb.lightcast.io/en/articles/7198498-gb-great-britain-methodology.md)
- [CA - Canada Methodology](https://kb.lightcast.io/en/articles/7198494-ca-canada-methodology.md)
- [AT-Austria Methodology](https://kb.lightcast.io/en/articles/7170561-at-austria-methodology.md)
- [AU-Australia Methodology](https://kb.lightcast.io/en/articles/7198475-au-australia-methodology.md)
- [BE-Belgium Methodology](https://kb.lightcast.io/en/articles/7198418-be-belgium-methodology.md)
- [BG-Bulgaria Methodology](https://kb.lightcast.io/en/articles/7170558-bg-bulgaria-methodology.md)
- [BR-Brazil Methodology](https://kb.lightcast.io/en/articles/7170553-br-brazil-methodology.md)
- [CH-Switzerland Methodology](https://kb.lightcast.io/en/articles/7170520-ch-switzerland-methodology.md)
- [CR-Costa Rica Methodology](https://kb.lightcast.io/en/articles/7170505-cr-costa-rica-methodology.md)
- [CY-Cyprus Methodology](https://kb.lightcast.io/en/articles/7170516-cy-cyprus-methodology.md)
- [CZ-Czechia \(Czech Republic\) Methodology](https://kb.lightcast.io/en/articles/7170493-cz-czechia-czech-republic-methodology.md)
- [DE-Germany Methodology](https://kb.lightcast.io/en/articles/7199095-de-germany-methodology.md)
- [DK-Denmark Methodology](https://kb.lightcast.io/en/articles/7170489-dk-denmark-methodology.md)
- [EE-Estonia Methodology](https://kb.lightcast.io/en/articles/7170507-ee-estonia-methodology.md)
- [EL-Greece Methodology](https://kb.lightcast.io/en/articles/7170486-el-greece-methodology.md)
- [ES-Spain Methodology](https://kb.lightcast.io/en/articles/7170483-es-spain-methodology.md)
- [FI-Finland Methodology](https://kb.lightcast.io/en/articles/7170481-fi-finland-methodology.md)
- [FR-France Methodology](https://kb.lightcast.io/en/articles/7198414-fr-france-methodology.md)
- [HK-Hong Kong Methodology](https://kb.lightcast.io/en/articles/7170497-hk-hong-kong-methodology.md)
- [HR-Croatia Methodology](https://kb.lightcast.io/en/articles/7170511-hr-croatia-methodology.md)
- [HU-Hungary Methodology](https://kb.lightcast.io/en/articles/7170547-hu-hungary-methodology.md)
- [IE-Ireland Methodology](https://kb.lightcast.io/en/articles/7170588-ie-ireland-methodology.md)
- [IL-Israel Methodology](https://kb.lightcast.io/en/articles/7170502-il-israel-methodology.md)
- [IN-India Methodology](https://kb.lightcast.io/en/articles/7198420-in-india-methodology.md)
- [IS-Iceland Methodology](https://kb.lightcast.io/en/articles/7170479-is-iceland-methodology.md)
- [LT-Lithuania Methodology](https://kb.lightcast.io/en/articles/7170477-lt-lithuania-methodology.md)
- [LU-Luxembourg Methodology](https://kb.lightcast.io/en/articles/7170476-lu-luxembourg-methodology.md)
- [LV-Latvia Methodology](https://kb.lightcast.io/en/articles/7170472-lv-latvia-methodology.md)
- [MT-Malta Methodology](https://kb.lightcast.io/en/articles/7170468-mt-malta-methodology.md)
- [MX-Mexico Methodology](https://kb.lightcast.io/en/articles/7170527-mx-mexico-methodology.md)
- [NL-The Netherlands Methodology](https://kb.lightcast.io/en/articles/7170389-nl-the-netherlands-methodology.md)
- [NO-Norway Methodology](https://kb.lightcast.io/en/articles/7170463-no-norway-methodology.md)
- [PH-Philippines Methodology](https://kb.lightcast.io/en/articles/7198493-ph-philippines-methodology.md)
- [PL-Poland Methodology](https://kb.lightcast.io/en/articles/7170459-pl-poland-methodology.md)
- [RO-Romania Methodology](https://kb.lightcast.io/en/articles/7170446-ro-romania-methodology.md)
- [SE-Sweden Methodology](https://kb.lightcast.io/en/articles/7170433-se-sweden-methodology.md)
- [SG-Singapore Methodology](https://kb.lightcast.io/en/articles/7198410-sg-singapore-methodology.md)
- [SI-Slovenia Methodology](https://kb.lightcast.io/en/articles/7170428-si-slovenia-methodology.md)
- [SK-Slovakia Methodology](https://kb.lightcast.io/en/articles/7170418-sk-slovakia-methodology.md)
- [TR-Turkey Methodology](https://kb.lightcast.io/en/articles/7170410-tr-turkey-methodology.md)
- [CN-China Methodology](https://kb.lightcast.io/en/articles/7992711-cn-china-methodology.md)
- [Global Worker Profile overview](https://kb.lightcast.io/en/articles/7170203-global-worker-profile-overview.md)

## Glossary

- [Active Job Postings](https://kb.lightcast.io/en/articles/7932488-active-job-postings.md)
- [Advertised Salary \(Job Posting Analytics\)](https://kb.lightcast.io/en/articles/7932497-advertised-salary-job-posting-analytics.md)
- [Age Demographics](https://kb.lightcast.io/en/articles/7932500-age-demographics.md)
- [American Community Survey](https://kb.lightcast.io/en/articles/7932502-american-community-survey.md)
- [Annual Business Survey \(ABS\)](https://kb.lightcast.io/en/articles/7932504-annual-business-survey-abs.md)
- [Annual Openings Estimate](https://kb.lightcast.io/en/articles/7932509-annual-openings-estimate.md)
- [Annual Population Survey \(APS\)](https://kb.lightcast.io/en/articles/7932511-annual-population-survey-aps.md)
- [Application Programming Interface](https://kb.lightcast.io/en/articles/7932513-application-programming-interface.md)
- [Average Monthly Postings](https://kb.lightcast.io/en/articles/7932521-average-monthly-postings.md)
- [Average Earnings Per Job \(Industry\)](https://kb.lightcast.io/en/articles/7932518-average-earnings-per-job-industry.md)
- [Big Data Analytics](https://kb.lightcast.io/en/articles/7932523-big-data-analytics.md)
- [Bureau of Labor Statistics \(BLS\)](https://kb.lightcast.io/en/articles/7932528-bureau-of-labor-statistics-bls.md)
- [Bureau of Economic Analysis \(BEA\)](https://kb.lightcast.io/en/articles/7932532-bureau-of-economic-analysis-bea.md)
- [Business Location](https://kb.lightcast.io/en/articles/7932534-business-location.md)
- [Business Register and Employment Survey \(BRES\)](https://kb.lightcast.io/en/articles/7932538-business-register-and-employment-survey-bres.md)
- [Canadian Business Patterns \(CBP\)](https://kb.lightcast.io/en/articles/7932544-canadian-business-patterns-cbp.md)
- [Canadian Occupational Projection System \(COPS\)](https://kb.lightcast.io/en/articles/7932548-canadian-occupational-projection-system-cops.md)
- [Canadian Socio-Economic Information Management System \(CANSIM\)](https://kb.lightcast.io/en/articles/7932549-canadian-socio-economic-information-management-system-cansim.md)
- [Career Area](https://kb.lightcast.io/en/articles/7932550-career-area.md)
- [Census Agglomeration \(CA\)](https://kb.lightcast.io/en/articles/7932551-census-agglomeration-ca.md)
- [Certification](https://kb.lightcast.io/en/articles/7932676-certification.md)
- [Change](https://kb.lightcast.io/en/articles/7932677-change.md)
- [Change by Demographic \(I-O\)](https://kb.lightcast.io/en/articles/7932680-change-by-demographic-i-o.md)
- [Change by Industry \(I-O\)](https://kb.lightcast.io/en/articles/7932682-change-by-industry-i-o.md)
- [Change by Occupation \(I-O\)](https://kb.lightcast.io/en/articles/7932684-change-by-occupation-i-o.md)
- [Change in Earnings \(I-O\)](https://kb.lightcast.io/en/articles/7932685-change-in-earnings-i-o.md)
- [Change in Jobs \(I-O\)](https://kb.lightcast.io/en/articles/7932687-change-in-jobs-i-o.md)
- [Characteristics of the Insured Unemployed \(CIU\)](https://kb.lightcast.io/en/articles/7932689-characteristics-of-the-insured-unemployed-ciu.md)
- [Census Division \(CD\)](https://kb.lightcast.io/en/articles/7932554-census-division-cd.md)
- [Census Metropolitan Area \(CMA\)](https://kb.lightcast.io/en/articles/7932556-census-metropolitan-area-cma.md)
- [Census of Governments \(COG\)](https://kb.lightcast.io/en/articles/7932559-census-of-governments-cog.md)
- [Census Tracts](https://kb.lightcast.io/en/articles/7932674-census-tracts.md)
- [CIP-to-NOC Mapping](https://kb.lightcast.io/en/articles/7932697-cip-to-noc-mapping.md)
- [CIP-to-SOC Mapping](https://kb.lightcast.io/en/articles/7932700-cip-to-soc-mapping.md)
- [Class of Worker \(CoW\)](https://kb.lightcast.io/en/articles/7932702-class-of-worker-cow.md)
- [Classification of Instructional Programs \(CIP\)](https://kb.lightcast.io/en/articles/7932706-classification-of-instructional-programs-cip.md)
- [Cohort](https://kb.lightcast.io/en/articles/7932707-cohort.md)
- [Commercial Real Estate \(CRE\)](https://kb.lightcast.io/en/articles/7932708-commercial-real-estate-cre.md)
- [Commodity Flow Survey \(CFS\)](https://kb.lightcast.io/en/articles/7932709-commodity-flow-survey-cfs.md)
- [Common Aggregation Hierarchy \(CAH\)](https://kb.lightcast.io/en/articles/7932711-common-aggregation-hierarchy-cah.md)
- [Common Core of Data \(CCD\)](https://kb.lightcast.io/en/articles/7932712-common-core-of-data-ccd.md)
- [Compatibility Index](https://kb.lightcast.io/en/articles/7932716-compatibility-index.md)
- [Compensation](https://kb.lightcast.io/en/articles/7932718-compensation.md)
- [Compensation Model](https://kb.lightcast.io/en/articles/7932720-compensation-model.md)
- [Competency](https://kb.lightcast.io/en/articles/7932721-competency.md)
- [Competitive Effect](https://kb.lightcast.io/en/articles/7932723-competitive-effect.md)
- [Completer](https://kb.lightcast.io/en/articles/7932725-completer.md)
- [Completions](https://kb.lightcast.io/en/articles/7932727-completions.md)
- [Concentration](https://kb.lightcast.io/en/articles/7932730-concentration.md)
- [Community Indicators](https://kb.lightcast.io/en/articles/7932714-community-indicators.md)
- [Consumer Expenditure Survey \(CEX\)](https://kb.lightcast.io/en/articles/7932731-consumer-expenditure-survey-cex.md)
- [Cost of Living \(CoL\)](https://kb.lightcast.io/en/articles/7932733-cost-of-living-col.md)
- [Cost of Living Index \(COLI\)](https://kb.lightcast.io/en/articles/7932736-cost-of-living-index-coli.md)
- [Cost-of-Living-Adjusted Earnings](https://kb.lightcast.io/en/articles/7932738-cost-of-living-adjusted-earnings.md)
- [Council for Community and Economic Research \(C2ER\)](https://kb.lightcast.io/en/articles/7932740-council-for-community-and-economic-research-c2er.md)
- [County Business Patterns \(CBP\)](https://kb.lightcast.io/en/articles/7932743-county-business-patterns-cbp.md)
- [County Not Reported](https://kb.lightcast.io/en/articles/7932745-county-not-reported.md)
- [Crime Data](https://kb.lightcast.io/en/articles/7932746-crime-data.md)
- [Current Employment Statistics \(CES\)](https://kb.lightcast.io/en/articles/7932749-current-employment-statistics-ces.md)
- [Current Population Survey \(CPS\)](https://kb.lightcast.io/en/articles/7932752-current-population-survey-cps.md)
- [Current Year](https://kb.lightcast.io/en/articles/7932753-current-year.md)
- [Demand \(I-O\)](https://kb.lightcast.io/en/articles/7932754-demand-i-o.md)
- [Direct Effect \(I-O\)](https://kb.lightcast.io/en/articles/7932756-direct-effect-i-o.md)
- [Department of Labor \(DoL\)](https://kb.lightcast.io/en/articles/7932755-department-of-labor-dol.md)
- [Distance-Offered Programs](https://kb.lightcast.io/en/articles/7932757-distance-offered-programs.md)
- [Earnings \(Industry\)](https://kb.lightcast.io/en/articles/7932758-earnings-industry.md)
- [Earnings Multiplier \(I-O\)](https://kb.lightcast.io/en/articles/7932759-earnings-multiplier-i-o.md)
- [Earnings Per Job \(EPJ\)](https://kb.lightcast.io/en/articles/7932760-earnings-per-job-epj.md)
- [Economic Base](https://kb.lightcast.io/en/articles/7932761-economic-base.md)
- [Economic Development Organization \(EDO\)](https://kb.lightcast.io/en/articles/7932762-economic-development-organization-edo.md)
- [Educational Attainment \(Demographics\)](https://kb.lightcast.io/en/articles/7932764-educational-attainment-demographics.md)
- [Educational Attainment \(O\*NET\)](https://kb.lightcast.io/en/articles/7932765-educational-attainment-o-net.md)
- [Educational Attainment \(SOC\)](https://kb.lightcast.io/en/articles/7932767-educational-attainment-soc.md)
- [Employed](https://kb.lightcast.io/en/articles/7932769-employed.md)
- [Employment Projections \(EP\)](https://kb.lightcast.io/en/articles/7932771-employment-projections-ep.md)
- [End Year](https://kb.lightcast.io/en/articles/7932772-end-year.md)
- [Establishments \(Payrolled Business Location\)](https://kb.lightcast.io/en/articles/7932774-establishments-payrolled-business-location.md)
- [Ethnicity](https://kb.lightcast.io/en/articles/7932776-ethnicity.md)
- [Expected Change](https://kb.lightcast.io/en/articles/7932779-expected-change.md)
- [Exports \(I-O\)](https://kb.lightcast.io/en/articles/7932783-exports-i-o.md)
- [Extended Proprietors \(Class of Worker 4\)](https://kb.lightcast.io/en/articles/7932787-extended-proprietors-class-of-worker-4.md)
- [Factor Analysis](https://kb.lightcast.io/en/articles/7932790-factor-analysis.md)
- [FBI Uniform Crime Reporting \(UCR\)](https://kb.lightcast.io/en/articles/7932793-fbi-uniform-crime-reporting-ucr.md)
- [Federal Information Processing Standards \(FIPS\)](https://kb.lightcast.io/en/articles/7932795-federal-information-processing-standards-fips.md)
- [Filter](https://kb.lightcast.io/en/articles/7932797-filter.md)
- [Freshmen Home Residency](https://kb.lightcast.io/en/articles/7932798-freshmen-home-residency.md)
- [Further Education \(FE\)](https://kb.lightcast.io/en/articles/7932801-further-education-fe.md)
- [Gender](https://kb.lightcast.io/en/articles/7932805-gender.md)
- [Government Office Region](https://kb.lightcast.io/en/articles/7932809-government-office-region.md)
- [Graduate](https://kb.lightcast.io/en/articles/7932811-graduate.md)
- [Gross Domestic Income \(GDI\)](https://kb.lightcast.io/en/articles/7932812-gross-domestic-income-gdi.md)
- [Gross Domestic Product \(GDP\)](https://kb.lightcast.io/en/articles/7932814-gross-domestic-product-gdp.md)
- [Gross Domestic Product by State \(GSP\)](https://kb.lightcast.io/en/articles/7932815-gross-domestic-product-by-state-gsp.md)
- [Gross Regional Product \(GRP\)](https://kb.lightcast.io/en/articles/7932816-gross-regional-product-grp.md)
- [Growth Effect](https://kb.lightcast.io/en/articles/7932817-growth-effect.md)
- [Growth Period](https://kb.lightcast.io/en/articles/7932818-growth-period.md)
- [Gain and Drain](https://kb.lightcast.io/en/articles/8002481-gain-and-drain.md)
- [Higher Education \(HE\)](https://kb.lightcast.io/en/articles/7932819-higher-education-he.md)
- [Hires](https://kb.lightcast.io/en/articles/7932820-hires.md)
- [Historical Wages](https://kb.lightcast.io/en/articles/7932823-historical-wages.md)
- [Housing and Urban Development \(HUD\)](https://kb.lightcast.io/en/articles/7932826-housing-and-urban-development-hud.md)
- [Importance](https://kb.lightcast.io/en/articles/7932827-importance.md)
- [Imports \(I-O\)](https://kb.lightcast.io/en/articles/7932828-imports-i-o.md)
- [Induced Effect \(I-O\)](https://kb.lightcast.io/en/articles/7932834-induced-effect-i-o.md)
- [Indirect Effect \(I-O\)](https://kb.lightcast.io/en/articles/7932832-indirect-effect-i-o.md)
- [Industry](https://kb.lightcast.io/en/articles/7932836-industry.md)
- [Industry Diversity Clusters](https://kb.lightcast.io/en/articles/7932838-industry-diversity-clusters.md)
- [Income](https://kb.lightcast.io/en/articles/7932830-income.md)
- [Industry Earnings](https://kb.lightcast.io/en/articles/7932842-industry-earnings.md)
- [Industry Projections](https://kb.lightcast.io/en/articles/7932843-industry-projections.md)
- [Industry Requirements \(Supply Chain\)](https://kb.lightcast.io/en/articles/7932844-industry-requirements-supply-chain.md)
- [Initial Effect \(I-O\)](https://kb.lightcast.io/en/articles/7932846-initial-effect-i-o.md)
- [Input-Output Model \(I-O\)](https://kb.lightcast.io/en/articles/7932848-input-output-model-i-o.md)
- [Integrated Post-secondary Education Data System \(IPEDS\)](https://kb.lightcast.io/en/articles/7932850-integrated-post-secondary-education-data-system-ipeds.md)
- [Inverse Staffing Patterns](https://kb.lightcast.io/en/articles/7932868-inverse-staffing-patterns.md)
- [IRS Migration Data](https://kb.lightcast.io/en/articles/7932892-irs-migration-data.md)
- [Indeterminate](https://kb.lightcast.io/en/articles/8284910-indeterminate.md)
- [Job](https://kb.lightcast.io/en/articles/7932925-job.md)
- [Job Counts](https://kb.lightcast.io/en/articles/7932954-job-counts.md)
- [Jobs Multipliers](https://kb.lightcast.io/en/articles/7932978-jobs-multipliers.md)
- [JPA](https://kb.lightcast.io/en/articles/7933013-jpa.md)
- [Labor Force](https://kb.lightcast.io/en/articles/7934008-labor-force.md)
- [Labour Force Survey Canada \(LFS\)](https://kb.lightcast.io/en/articles/7934010-labour-force-survey-canada-lfs.md)
- [Labour Force Survey UK \(LFS\)](https://kb.lightcast.io/en/articles/7934013-labour-force-survey-uk-lfs.md)
- [Labor Market Information \(LMI\)](https://kb.lightcast.io/en/articles/7934016-labor-market-information-lmi.md)
- [Learning Providers](https://kb.lightcast.io/en/articles/7934017-learning-providers.md)
- [LED](https://kb.lightcast.io/en/articles/7934018-led.md)
- [LEHD Origin-Destination Employment Statistics \(LODES\)](https://kb.lightcast.io/en/articles/7934021-lehd-origin-destination-employment-statistics-lodes.md)
- [Level](https://kb.lightcast.io/en/articles/7934022-level.md)
- [Lightcast Occupation Taxonomy](https://kb.lightcast.io/en/articles/7934023-lightcast-occupation-taxonomy.md)
- [Lightcast Occupations](https://kb.lightcast.io/en/articles/7934024-lightcast-occupations.md)
- [Local Area Unemployment Statistics \(LAUS\)](https://kb.lightcast.io/en/articles/7934025-local-area-unemployment-statistics-laus.md)
- [Local Authority \(LAU\)](https://kb.lightcast.io/en/articles/7934026-local-authority-lau.md)
- [Location Quotient \(LQ\)](https://kb.lightcast.io/en/articles/7934027-location-quotient-lq.md)
- [Longitudinal Employer-Household Dynamics \(LEHD\)](https://kb.lightcast.io/en/articles/7934031-longitudinal-employer-household-dynamics-lehd.md)
- [LPI](https://kb.lightcast.io/en/articles/7934034-lpi.md)
- [Make and Use Tables \(MUTs\)](https://kb.lightcast.io/en/articles/7934035-make-and-use-tables-muts.md)
- [Median Household Income \(MHI\)](https://kb.lightcast.io/en/articles/7934036-median-household-income-mhi.md)
- [Median Posting Duration](https://kb.lightcast.io/en/articles/7934038-median-posting-duration.md)
- [Metropolitan Statistical Area \(MSA\)](https://kb.lightcast.io/en/articles/7934039-metropolitan-statistical-area-msa.md)
- [Microcredential](https://kb.lightcast.io/en/articles/7934040-microcredential.md)
- [Military Employment](https://kb.lightcast.io/en/articles/7934042-military-employment.md)
- [Mix Effect](https://kb.lightcast.io/en/articles/7934044-mix-effect.md)
- [Multiplier](https://kb.lightcast.io/en/articles/7934045-multiplier.md)
- [National Center for Education Statistics \(NCES\)](https://kb.lightcast.io/en/articles/7934046-national-center-for-education-statistics-nces.md)
- [National Household Survey \(NHS\)](https://kb.lightcast.io/en/articles/7934049-national-household-survey-nhs.md)
- [National Income and Product Accounts \(NIPA\)](https://kb.lightcast.io/en/articles/7934051-national-income-and-product-accounts-nipa.md)
- [National Industry-Occupation Employment Matrix \(NIOEM\)](https://kb.lightcast.io/en/articles/7934053-national-industry-occupation-employment-matrix-nioem.md)
- [National Occupation Classification \(NOC\)](https://kb.lightcast.io/en/articles/7934057-national-occupation-classification-noc.md)
- [N.E.C.](https://kb.lightcast.io/en/articles/7934058-n-e-c.md)
- [Natural Language Processing \(NLP\)](https://kb.lightcast.io/en/articles/7934054-natural-language-processing-nlp.md)
- [Net Commuters](https://kb.lightcast.io/en/articles/7934059-net-commuters.md)
- [Nomenclature of Economic Activities \(NACE\)](https://kb.lightcast.io/en/articles/7984306-nomenclature-of-economic-activities-nace.md): The industry taxonomy of the European Union member states
- [Nomenclature of Territorial Units for Statistics \(NUTS\)](https://kb.lightcast.io/en/articles/7934061-nomenclature-of-territorial-units-for-statistics-nuts.md)
- [Non-Employer Statistics \(NES\)](https://kb.lightcast.io/en/articles/7934062-non-employer-statistics-nes.md)
- [Non-Staffing Company](https://kb.lightcast.io/en/articles/7934063-non-staffing-company.md)
- [North American Industry Classification System \(NAICS\)](https://kb.lightcast.io/en/articles/7934064-north-american-industry-classification-system-naics.md)
- [Occupation](https://kb.lightcast.io/en/articles/7934066-occupation.md)
- [Occupation Earnings](https://kb.lightcast.io/en/articles/7934068-occupation-earnings.md)
- [Occupation Groups](https://kb.lightcast.io/en/articles/7934069-occupation-groups.md)
- [Occupational Employment Statistics \(OES\)](https://kb.lightcast.io/en/articles/7934072-occupational-employment-statistics-oes.md)
- [Occupational Employment and Wage Statistics \(OEWS\)](https://kb.lightcast.io/en/articles/7934073-occupational-employment-and-wage-statistics-oews.md)
- [Occupational Information Network \(O\*NET\)](https://kb.lightcast.io/en/articles/7934075-occupational-information-network-o-net.md)
- [Occupational Programs](https://kb.lightcast.io/en/articles/7934078-occupational-programs.md)
- [Office of National Statistics \(ONS\)](https://kb.lightcast.io/en/articles/7934080-office-of-national-statistics-ons.md)
- [Other Vectors \(I-O\)](https://kb.lightcast.io/en/articles/7934082-other-vectors-i-o.md)
- [Owner-Occupied Dwellings \(OOD\)](https://kb.lightcast.io/en/articles/7934084-owner-occupied-dwellings-ood.md)
- [Parsing](https://kb.lightcast.io/en/articles/7934085-parsing.md)
- [Patents](https://kb.lightcast.io/en/articles/7934086-patents.md)
- [Population Estimates](https://kb.lightcast.io/en/articles/7934089-population-estimates.md)
- [Posting Intensity](https://kb.lightcast.io/en/articles/7934091-posting-intensity.md)
- [Postsecondary Student Information System \(PSIS\)](https://kb.lightcast.io/en/articles/7934095-postsecondary-student-information-system-psis.md)
- [Program](https://kb.lightcast.io/en/articles/7934097-program.md)
- [Property Income/Profits \(I-O\)](https://kb.lightcast.io/en/articles/7934100-property-income-profits-i-o.md)
- [Public Use Microdata Sample \(PUMS\)](https://kb.lightcast.io/en/articles/7934103-public-use-microdata-sample-pums.md)
- [Purdue Industry Clusters](https://kb.lightcast.io/en/articles/7934104-purdue-industry-clusters.md)
- [Qualifications](https://kb.lightcast.io/en/articles/7934105-qualifications.md)
- [Quarterly Census of Employment and Wages \(QCEW\)](https://kb.lightcast.io/en/articles/7934107-quarterly-census-of-employment-and-wages-qcew.md)
- [Quarterly Workforce Indicators \(QWI\)](https://kb.lightcast.io/en/articles/7934109-quarterly-workforce-indicators-qwi.md)
- [Race and Ethnicity](https://kb.lightcast.io/en/articles/7934110-race-and-ethnicity.md)
- [Railroad Retirement Board \(RRB\)](https://kb.lightcast.io/en/articles/8160414-railroad-retirement-board-rrb.md)
- [Regional Matrix \(I-O\)](https://kb.lightcast.io/en/articles/8160416-regional-matrix-i-o.md)
- [Regional Requirements \(I-O\)](https://kb.lightcast.io/en/articles/7934112-regional-requirements-i-o.md)
- [Remote Job Postings](https://kb.lightcast.io/en/articles/7934113-remote-job-postings.md)
- [Replacements](https://kb.lightcast.io/en/articles/7934115-replacements.md)
- [Resident Workers/Occupation by Residence Data](https://kb.lightcast.io/en/articles/7934116-resident-workers-occupation-by-residence-data.md)
- [ROI](https://kb.lightcast.io/en/articles/7934117-roi.md)
- [RPC](https://kb.lightcast.io/en/articles/7934118-rpc.md)
- [Sales \(I-O\)](https://kb.lightcast.io/en/articles/7934121-sales-i-o.md)
- [Sales Multipliers](https://kb.lightcast.io/en/articles/7934127-sales-multipliers.md)
- [Scraping](https://kb.lightcast.io/en/articles/7934128-scraping.md)
- [Search Engine Optimization \(SEO\)](https://kb.lightcast.io/en/articles/7934130-search-engine-optimization-seo.md)
- [Self-Employed](https://kb.lightcast.io/en/articles/7934131-self-employed.md)
- [Separations](https://kb.lightcast.io/en/articles/7934132-separations.md)
- [Shift Share](https://kb.lightcast.io/en/articles/7934134-shift-share.md)
- [Skill Shape](https://kb.lightcast.io/en/articles/7934137-skill-shape.md)
- [Skillify](https://kb.lightcast.io/en/articles/7934139-skillify.md)
- [Skills](https://kb.lightcast.io/en/articles/7934140-skills.md)
- [Skills Cluster](https://kb.lightcast.io/en/articles/7934141-skills-cluster.md)
- [Social Accounting Matrix \(SAM\)](https://kb.lightcast.io/en/articles/7934145-social-accounting-matrix-sam.md)
- [Specialized Occupations](https://kb.lightcast.io/en/articles/7934147-specialized-occupations.md)
- [Staffing Company](https://kb.lightcast.io/en/articles/7934151-staffing-company.md)
- [Staffing Pattern](https://kb.lightcast.io/en/articles/7934153-staffing-pattern.md)
- [Standard Industrial Classification \(SIC\)](https://kb.lightcast.io/en/articles/7934154-standard-industrial-classification-sic.md)
- [Standard Occupation Classification - UK \(UK SOC\)](https://kb.lightcast.io/en/articles/7934155-standard-occupation-classification-uk-uk-soc.md)
- [Standard Occupation Classification \(SOC\) - US](https://kb.lightcast.io/en/articles/7934158-standard-occupation-classification-soc-us.md)
- [Start Year](https://kb.lightcast.io/en/articles/7934162-start-year.md)
- [State and Local Government Finances](https://kb.lightcast.io/en/articles/7934164-state-and-local-government-finances.md)
- [State Personal Income/Local Area Personal Income \(SPI/LPI\)](https://kb.lightcast.io/en/articles/7934170-state-personal-income-local-area-personal-income-spi-lpi.md)
- [Statistics Canada \(StatCan\)](https://kb.lightcast.io/en/articles/7934172-statistics-canada-statcan.md)
- [Suppression](https://kb.lightcast.io/en/articles/7934176-suppression.md)
- [Survey of Enrollment, Payrolls and Hours \(SEPH\)](https://kb.lightcast.io/en/articles/7934179-survey-of-enrollment-payrolls-and-hours-seph.md)
- [Talent](https://kb.lightcast.io/en/articles/7934182-talent.md)
- [Talent Growth Index \(TGI\)](https://kb.lightcast.io/en/articles/7934183-talent-growth-index-tgi.md)
- [Taxes on Production and Imports \(TPI\)](https://kb.lightcast.io/en/articles/7934186-taxes-on-production-and-imports-tpi.md)
- [Timeframe](https://kb.lightcast.io/en/articles/7934187-timeframe.md)
- [Top Regional Businesses](https://kb.lightcast.io/en/articles/7934190-top-regional-businesses.md)
- [Total Earnings \(I-O\)](https://kb.lightcast.io/en/articles/7934191-total-earnings-i-o.md)
- [Total Job Postings](https://kb.lightcast.io/en/articles/7934193-total-job-postings.md)
- [Turnover Rate](https://kb.lightcast.io/en/articles/7934196-turnover-rate.md)
- [Typical Entry Level Education](https://kb.lightcast.io/en/articles/7934197-typical-entry-level-education.md)
- [Unclassified Industry](https://kb.lightcast.io/en/articles/7934200-unclassified-industry.md)
- [Unclassified Occupation](https://kb.lightcast.io/en/articles/7934202-unclassified-occupation.md)
- [Unemployed](https://kb.lightcast.io/en/articles/7934204-unemployed.md)
- [Unemployment Insurance \(UI\)](https://kb.lightcast.io/en/articles/7934206-unemployment-insurance-ui.md)
- [Unique Job Postings](https://kb.lightcast.io/en/articles/7934208-unique-job-postings.md)
- [USPS](https://kb.lightcast.io/en/articles/7934211-usps.md)
- [Veteran Data](https://kb.lightcast.io/en/articles/7934212-veteran-data.md)
- [Wages](https://kb.lightcast.io/en/articles/7934216-wages.md)
- [Wages Multiplier \(I-O\)](https://kb.lightcast.io/en/articles/7934218-wages-multiplier-i-o.md)
- [Workforce](https://kb.lightcast.io/en/articles/7934220-workforce.md)
- [Workforce Investment Board \(WIB\)](https://kb.lightcast.io/en/articles/7934222-workforce-investment-board-wib.md)

## How to

- [How to Effectively use Profile Data in your Market Research](https://kb.lightcast.io/en/articles/6957702-how-to-effectively-use-profile-data-in-your-market-research.md)
- [How to Use Analyst at a Foundational Level](https://kb.lightcast.io/en/articles/6957671-how-to-use-analyst-at-a-foundational-level.md)
- [How to Create, Optimize, and Defend College Recruiting Lists](https://kb.lightcast.io/en/articles/6957680-how-to-create-optimize-and-defend-college-recruiting-lists.md)
- [How to Use the New Staffing Lead Generation Report](https://kb.lightcast.io/en/articles/6957573-how-to-use-the-new-staffing-lead-generation-report.md)
- [How to Change My Password](https://kb.lightcast.io/en/articles/6957574-how-to-change-my-password.md)
- [How to Update User-Defined Groups](https://kb.lightcast.io/en/articles/6957569-how-to-update-user-defined-groups.md)
- [How to Change the Timeframe](https://kb.lightcast.io/en/articles/6957568-how-to-change-the-timeframe.md)
- [How to Tailor the CIP-to-Occupation Mapping](https://kb.lightcast.io/en/articles/6957566-how-to-tailor-the-cip-to-occupation-mapping.md)
- [How to Search in Analyst](https://kb.lightcast.io/en/articles/6957554-how-to-search-in-analyst.md)
- [How to Use Bookmarks](https://kb.lightcast.io/en/articles/6957555-how-to-use-bookmarks.md)
- [How to Load a Group](https://kb.lightcast.io/en/articles/6957544-how-to-load-a-group.md)
- [How to Use Supply Chain Analysis](https://kb.lightcast.io/en/articles/6957538-how-to-use-supply-chain-analysis.md)
- [How to Create a Group](https://kb.lightcast.io/en/articles/6957536-how-to-create-a-group.md)
- [How Do I Cite Lightcast Data?](https://kb.lightcast.io/en/articles/6957531-how-do-i-cite-lightcast-data.md)
- [How to Use Keyword Search](https://kb.lightcast.io/en/articles/6957474-how-to-use-keyword-search.md)
- [How to Find "Hot Jobs" in Your Region](https://kb.lightcast.io/en/articles/6957527-how-to-find-hot-jobs-in-your-region.md)
- [How to Export Data from Analyst](https://kb.lightcast.io/en/articles/6957489-how-to-export-data-from-analyst.md)
- [How to Use Projects](https://kb.lightcast.io/en/articles/6957491-how-to-use-projects.md)
- [How to Aggregate I-O Multipliers](https://kb.lightcast.io/en/articles/6957495-how-to-aggregate-i-o-multipliers.md)
- [How to Create a New Group Based on a Template Group](https://kb.lightcast.io/en/articles/6957476-how-to-create-a-new-group-based-on-a-template-group.md)

## Education Training

- [Monthly Training Series - 2026 Training Recordings](https://kb.lightcast.io/en/articles/13854412-monthly-training-series-2026-training-recordings.md): The Education Success team hosts a monthly training session. Recordings of these sessions are stored here.
- [Monthly Training Series - 2025 Training Recordings](https://kb.lightcast.io/en/articles/10658396-monthly-training-series-2025-training-recordings.md): The Education Success team hosts a monthly training session. Recordings of these sessions are stored here.
- [Monthly Training Series - 2024 Training Recordings](https://kb.lightcast.io/en/articles/8043435-monthly-training-series-2024-training-recordings.md): The Education Success team hosts a monthly training session. Recordings of these sessions are stored here.
- [Monthly Training Series - 2023 Training Recordings](https://kb.lightcast.io/en/articles/8043497-monthly-training-series-2023-training-recordings.md): The Education Success team hosts a monthly training session. Recordings of these sessions are stored here.
- [Canada Training Series](https://kb.lightcast.io/en/articles/8273162-canada-training-series.md): Recordings of webinar training sessions on Canadian Analyst will be stored here.
- [Monthly Training Series - 2022 Webinar Recordings](https://kb.lightcast.io/en/articles/8292264-monthly-training-series-2022-webinar-recordings.md): The Education Success team hosts a monthly training webinar. Recordings of these sessions are stored here.

## Public Sector Training

- [Public Sector Webinars](https://kb.lightcast.io/en/articles/14725338-public-sector-webinars.md): Developer webinar page: Explore past training events to learn more about the Developer tool.

## Input-Output Modeling

- [What are "effects" in Lightcast's Input-Output model](https://kb.lightcast.io/en/articles/14808736-what-are-effects-in-lightcast-s-input-output-model.md)
- [What is Input-Output Modeling?](https://kb.lightcast.io/en/articles/6957496-what-is-input-output-modeling.md)
- [Input-Output Model Documentation \(I-O\)](https://kb.lightcast.io/en/articles/6957462-input-output-model-documentation-i-o.md)
- [How to Run a Basic Input-Output Scenario](https://kb.lightcast.io/en/articles/6957542-how-to-run-a-basic-input-output-scenario.md)
- [What are the Different Types of Input-Output Multipliers?](https://kb.lightcast.io/en/articles/6957519-what-are-the-different-types-of-input-output-multipliers.md)

## Labour Insight

- [Labour Insight™ - Data Caveats](https://kb.lightcast.io/en/articles/8735719-labour-insight-data-caveats.md): Video Tutorial: Limitations associated to Labour Market data collected online
- [Labour Insight™ \(ANZ\) - Higher Education onboarding resources](https://kb.lightcast.io/en/articles/8735683-labour-insight-anz-higher-education-onboarding-resources.md): Resources for new users of Labor Insight
- [ANZSCO Recall Rate Changes](https://kb.lightcast.io/en/articles/8735611-anzsco-recall-rate-changes.md): Why does the recall rate change when moving between levels of the taxonomy?
- [Webinar - Labour Insight™ : Labour Insight 101](https://kb.lightcast.io/en/articles/8735707-webinar-labour-insight-labour-insight-101.md): 3 PM NZST on Wednesday, September 23, 2020
- [Labour Insight™ \(ANZ\) - Data Dictionary](https://kb.lightcast.io/en/articles/8735752-labour-insight-anz-data-dictionary.md): What data points are available within Labour Insight ANZ?
- [Webinar - Labour Insight™ \(ANZ\): Marketing in Higher Education](https://kb.lightcast.io/en/articles/8735759-webinar-labour-insight-anz-marketing-in-higher-education.md): 4 PM NZST on Thursday, June 25, 2020
- [Webinar - Labour Insight™ \(ANZ\) for Program Alignment](https://kb.lightcast.io/en/articles/8735777-webinar-labour-insight-anz-for-program-alignment.md): 4 PM NZST on Thursday, May 21, 2020
- [Labour Insight™ \(ANZ\) - Labour Market Data for Career Services](https://kb.lightcast.io/en/articles/8735898-labour-insight-anz-labour-market-data-for-career-services.md): Video Tutorial: Career Services \(ANZ\)
- [Labour Insight™ \(ANZ\) - How are ANZSCO and the Lightcast Occupation Taxonomy Structured?](https://kb.lightcast.io/en/articles/8735924-labour-insight-anz-how-are-anzsco-and-the-lightcast-occupation-taxonomy-structured.md): What are ANZSCO Families? What are LOT Career Areas?
- [Labour Insight™ \(ANZ\) - ANZSCO and Lightcast Occupation Taxonomy: Differences](https://kb.lightcast.io/en/articles/8735925-labour-insight-anz-anzsco-and-lightcast-occupation-taxonomy-differences.md): How do ANZSCO and LOT differ?
- [Labour Insight™ \(ANZ\) - ANZSCO and Lightcast Occupation Taxonomy Applications](https://kb.lightcast.io/en/articles/8735926-labour-insight-anz-anzsco-and-lightcast-occupation-taxonomy-applications.md): When should I use ANZSCO? When should I use LOT? Which occupation taxonomy should I use?
- [Labour Insight™ \(ANZ\) - ANZSCO and Lightcast Occupation Taxonomies](https://kb.lightcast.io/en/articles/8735927-labour-insight-anz-anzsco-and-lightcast-occupation-taxonomies.md): What is ANZSCO? What is LOT?
- [Labour Insight™ \(ANZ\) - How to View Job Listings](https://kb.lightcast.io/en/articles/8736099-labour-insight-anz-how-to-view-job-listings.md): How can I view the listings the data has been pulled from.
- [Labour Insight™ \(ANZ\) - Side by Side Reports](https://kb.lightcast.io/en/articles/8736100-labour-insight-anz-side-by-side-reports.md): How do I create comparison reports?
- [Labour Insight™ \(ANZ\) - Using Labour Insight for Program Development and Alignment](https://kb.lightcast.io/en/articles/8736103-labour-insight-anz-using-labour-insight-for-program-development-and-alignment.md): Video Tutorial: Program Alignment & Development \(ANZ\)
- [Labour Insight™ \(ANZ\) - Time Series Analysis](https://kb.lightcast.io/en/articles/8736130-labour-insight-anz-time-series-analysis.md): Video Tutorial: How to run a time series analysis
- [Labour Insight™ \(SGP\) - Higher Education onboarding resources](https://kb.lightcast.io/en/articles/8735563-labour-insight-sgp-higher-education-onboarding-resources.md)
- [Labour Insight™ \(SGP\) - Education Classification](https://kb.lightcast.io/en/articles/8735690-labour-insight-sgp-education-classification.md): What is SSEC?
- [Labour Insight™ \(SGP\) - SSOC and Lightcast Occupation Taxonomies](https://kb.lightcast.io/en/articles/8735698-labour-insight-sgp-ssoc-and-lightcast-occupation-taxonomies.md): What is SSOC? What is LOT?
- [Labour Insight™ \(SGP\) - Data Dictionary](https://kb.lightcast.io/en/articles/8735699-labour-insight-sgp-data-dictionary.md): What data points are available within Labour Insight SGP?
- [Singapore Data Coverage and Comprehensiveness](https://kb.lightcast.io/en/articles/8735807-singapore-data-coverage-and-comprehensiveness.md): What is the quality of your Singapore skill data as compared to other geographies? How do you measure this?
- [Labour Insight™ \(SGP\) - Introduction to Labour Insight™ Singapore](https://kb.lightcast.io/en/articles/8735720-labour-insight-sgp-introduction-to-labour-insight-singapore.md): Video Tutorial: An introduction to Labour Insight Singapore \(closed captioned\)
- [Data - Real-Time Jobs Postings Market Representation](https://kb.lightcast.io/en/articles/8736065-data-real-time-jobs-postings-market-representation.md): How representative is Labour Insight data? What are the advantages of analyzing the labor market through real-time data?
- [Labour Insight™ - Labour Insight for Higher Education](https://kb.lightcast.io/en/articles/8735692-labour-insight-labour-insight-for-higher-education.md): What are the common use cases within Higher Education?
- [Labor Insight™ - How to create a query](https://kb.lightcast.io/en/articles/8735597-labor-insight-how-to-create-a-query.md): What is a query? How do I create a query?
- [Labour Insight™ - Snapshots Versus Create Reports](https://kb.lightcast.io/en/articles/8736101-labour-insight-snapshots-versus-create-reports.md): Should I be using Snapshots or Create Reports?
- [Labor Insight™ - Using AND Versus OR Search Options](https://kb.lightcast.io/en/articles/8736095-labor-insight-using-and-versus-or-search-options.md): How do I narrow my search? How do I widen my search?
- [Labor Insight™ - Using Quotation Marks within a Query](https://kb.lightcast.io/en/articles/8736083-labor-insight-using-quotation-marks-within-a-query.md): How do I search for a specific phrase?
- [Labor Insight™ - Using Wildcards within a Query](https://kb.lightcast.io/en/articles/8736093-labor-insight-using-wildcards-within-a-query.md): Does Boolean logic work in Labor Insight?
- [Labor Insight™ - Using the Keyword Filter](https://kb.lightcast.io/en/articles/8736094-labor-insight-using-the-keyword-filter.md): How do I run a Keyword search?
- [Labor Insight™ - Excluding Irrelevant Results.](https://kb.lightcast.io/en/articles/8736096-labor-insight-excluding-irrelevant-results.md): How can I remove irrelevant data from my analysis? How do I remove data?
- [Labor Insight™ - How to Print, Export, Save, and Share Reports](https://kb.lightcast.io/en/articles/8736102-labor-insight-how-to-print-export-save-and-share-reports.md)
- [Labor Insight™ - How to Create a Report](https://kb.lightcast.io/en/articles/8735718-labor-insight-how-to-create-a-report.md): Video Tutorial: How to create a query and run a report within Labour Insight
- [Identifying skill trends within an occupation](https://kb.lightcast.io/en/articles/8735601-identifying-skill-trends-within-an-occupation.md): How do I identify skills increasing or decreasing in demand?
- [Labor Insight™ - How to identify industry skill preferences](https://kb.lightcast.io/en/articles/8735564-labor-insight-how-to-identify-industry-skill-preferences.md)
- [Labor Insight™ - How to identify localised skill preferences by occupation](https://kb.lightcast.io/en/articles/8735602-labor-insight-how-to-identify-localised-skill-preferences-by-occupation.md)
- [Labor Insight™ - Identifying Salary Premium Skills](https://kb.lightcast.io/en/articles/8735670-labor-insight-identifying-salary-premium-skills.md): How do I identify skills with a salary premium?
- [Labour Insight™ \(ANZ\) - Test Your Knowledge](https://kb.lightcast.io/en/articles/8735693-labour-insight-anz-test-your-knowledge.md): Test your knowledge of Labour Insight ANZ
- [Lightcast Singapore Postings Data](https://kb.lightcast.io/en/articles/9179229-lightcast-singapore-postings-data.md)
- [Lightcast Singapore Industry classification](https://kb.lightcast.io/en/articles/9681391-lightcast-singapore-industry-classification.md)
- [Lightcast Singapore Advertised Education Levels](https://kb.lightcast.io/en/articles/10568554-lightcast-singapore-advertised-education-levels.md)
- [Lightcast Singapore Job Type Levels](https://kb.lightcast.io/en/articles/10951315-lightcast-singapore-job-type-levels.md)
- [Lightcast Australia & New Zealand Postings Data](https://kb.lightcast.io/en/articles/9127865-lightcast-australia-new-zealand-postings-data.md)
- [Lightcast Australia and New Zealand Industry classification](https://kb.lightcast.io/en/articles/9670245-lightcast-australia-and-new-zealand-industry-classification.md)
- [Lightcast Australia, New Zealand Advertised Education Levels](https://kb.lightcast.io/en/articles/10099541-lightcast-australia-new-zealand-advertised-education-levels.md)
- [Lightcast Australia, New Zealand Job Type Levels](https://kb.lightcast.io/en/articles/10664547-lightcast-australia-new-zealand-job-type-levels.md)
- [New large sources added to ANZ data](https://kb.lightcast.io/en/articles/11433787-new-large-sources-added-to-anz-data.md): We are adding new sources to our data in Australia and New Zealand.