# 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)

## 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 to 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 - July 2026](https://kb.lightcast.io/en/articles/15777589-improved-geocoding-in-the-australia-and-new-zealand-postings-july-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.
- [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)

## 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](https://kb.lightcast.io/en/articles/9141633-authentication-via-single-sign-on.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 we are 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
- [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)
- [Global Worker Profile overview](https://kb.lightcast.io/en/articles/7170203-global-worker-profile-overview.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