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Lightcast

lightcast.io

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Spec score 8.5 #2 of 25 in HR Analytics Software

What it is

Lightcast provides labor-market data, software, and delivery services for enterprise, education, and government teams. Its database combines more than 2.5 billion job postings and career profiles with government labor-market information. Products include Analyst, Career Coach, Developer, GoRecruit, Recruit, SmartReq, Talent Analyst, Talent Transform, and Widget Builder, among others. APIs let customers decide when, where, and how Lightcast data appears in a website or application. Data shares can be delivered through Amazon S3, Databricks, Google BigQuery, Google Cloud Storage, Microsoft Azure Blob Storage, SFTP, Snowflake, Snowflake Marketplace, and Databricks Marketplace. API taxonomies list more than 34,000 standardized skills, 75,000 standardized titles, and 1,800 specialized occupations. Rhetorik adds more than 800 million enriched professional profiles, 280 million company records, and 18,000 technology-product insights; its data refreshes every one to two days, with a fully assembled view published monthly. Lightcast lists consulting, software subscriptions, and custom data delivery. Analyst supports OIDC and SAML single sign-on. Pricing is on request, with web and API access.

Spec sheet

What it does
Lightcast provides labor-market intelligence, software, data delivery and consulting for education, enterprise and public-sector organizations.Read 15 Oct 2026 · lightcast.io
Integrations
Lightcast is a Workday Certified Integration and Innovation Partner that sends market-based skills, normalized titles and occupations into Workday job profiles.Read 15 Oct 2026 · lightcast.io
Support
Lightcast says its economists, data scientists, and dedicated account managers provide customer service and help customers use the data.Read 30 Sep 2026 · lightcast.io
Alumni Pathways
Alumni Pathways analyzes post-graduation career paths and outcomes.Read 15 Oct 2026 · lightcast.io
Analyst
Analyst supports supply-and-demand analysis, career-pathway alignment and education program strategy.Read 15 Oct 2026 · lightcast.io
API authentication
Many APIs use OAuth 2.0 client-credentials authentication with bearer tokens that expire after 3,600 seconds.Read 15 Oct 2026 · docs.lightcast.io
API documentation
The developer documentation includes setup, API keys, endpoint references, datasets, use cases, Postman examples and changelogs.Read 15 Oct 2026 · docs.lightcast.io
API limits
Documented limits include 300 Core LMI requests per five minutes, five Skills or Titles requests per second, and 10 requests per second for Companies, JPA and Profiles APIs.Read 15 Oct 2026 · docs.lightcast.io
API taxonomies
Lightcast advertises 34,000-plus standardized skills, 75,000-plus standardized titles, and 1,800-plus specialized occupations in its taxonomies.Read 30 Sep 2026 · lightcast.io
API use
Lightcast APIs let customers customize when, where, and how Lightcast data appears on a website or application.Read 30 Sep 2026 · lightcast.io
Career Coach
Career Coach offers interest and skills exploration, recommended education options and local job postings for learners.Read 15 Oct 2026 · lightcast.io
Commercial licensing
For-profit or production API use requires a commercial license; Lightcast may offer time-bound, prorated evaluation access.Read 15 Oct 2026 · docs.lightcast.io
Company profile
LinkedIn lists Lightcast as privately held, founded in 2000, headquartered in Moscow, Idaho, with 501–1,000 employees.Read 15 Oct 2026 · linkedin.com
Corporate history
Lightcast says Emsi and Burning Glass combined under the Lightcast name in 2022; KKR purchased Emsi and merged it with Burning Glass in 2021.Read 15 Oct 2026 · lightcast.io
Data access
Data can be accessed by API or through shares delivered via Amazon S3, Databricks, BigQuery, Google Cloud Storage, Azure Blob Storage, SFTP, Snowflake and marketplace listings.Read 15 Oct 2026 · docs.lightcast.io
Data coverage
Lightcast says its database contains more than 2.5 billion job postings and career profiles and combines those sources with government labor-market information.Read 30 Sep 2026 · lightcast.io
Data delivery
Lightcast supports API access and data shares through Amazon S3, Databricks, Google BigQuery, Google Cloud Storage, Microsoft Azure Blob Storage, SFTP, Snowflake, Snowflake Marketplace, and Databricks Marketplace.Read 30 Sep 2026 · docs.lightcast.io
Data scale
LinkedIn describes a database exceeding 3 billion job postings, 1.2 billion career profiles and 100-plus government sources.Read 15 Oct 2026 · linkedin.com
Developer platform
Developer provides location, employment, demographic, wage, industry, occupation, profile and job-posting analysis for economic and workforce professionals.Read 15 Oct 2026 · lightcast.io
Funding and owner
Crunchbase lists one private-equity funding round, Kohlberg Kravis Roberts as investor and six acquisitions.Read 15 Oct 2026 · crunchbase.com
Global coverage
Its data covers 165 countries and markets representing 99% of world GDP.Read 15 Oct 2026 · lightcast.io
Limit: data granularity
G2 reviewers report flawed SOC matching, insufficiently specific talent pools, missing zip-code search and a desire for more local data and customization.Read 15 Oct 2026 · g2.com
Limit: wage data freshness
A G2 reviewer says reliance on BLS data can make wage and compensation reports outdated, while advertised-wage reports are more current.Read 15 Oct 2026 · g2.com
Marketplace integration
Lightcast joined the Snowflake Marketplace and became a Workday Certified Partner in 2024.Read 15 Oct 2026 · lightcast.io
Notable outage
A February 20, 2026 Workday incident temporarily affected Talent Transform's Company Datastore, Workday Integration and SAP Integration before resolution.Read 15 Oct 2026 · status.lightcast.io
Occupation taxonomy
The Lightcast Occupation Taxonomy has more than 1,800 specialized occupations in four hierarchical levels.Read 15 Oct 2026 · lightcast.io
Praise: usability and reporting
G2 reviewers repeatedly praise intuitive use, comprehensive reports, easy-to-share visualizations and knowledgeable, responsive support.Read 15 Oct 2026 · g2.com
Pricing model
Lightcast publishes no numeric prices and says pricing depends on customer goals, solution type and support needs.Read 15 Oct 2026 · lightcast.io
Privacy compliance
Rhetorik profiles and data are described as GDPR-, CCPA-, and DPA-compliant.Read 30 Sep 2026 · lightcast.io
Rating on G2
4.6 out of 5 from 30 reviewsRead 15 Oct 2026 · g2.com
Rating on Gartner Peer Insights
4.2 out of 5 from 0 reviewsRead 15 Oct 2026 · gartner.com
Rating on Trustpilot
3.2 out of 5 from 1 reviewRead 15 Oct 2026 · au.trustpilot.com
Rhetorik refresh
Rhetorik data is refreshed every one to two days, with a fully assembled and indexed view published monthly.Read 30 Sep 2026 · lightcast.io
Rhetorik scale
Rhetorik provides 800 million-plus enriched professional profiles, 280 million-plus company records, 18,000 technology-product insights, and data on more than a quarter billion companies.Read 30 Sep 2026 · lightcast.io
Security compliance
The Trust Center lists ISO 27001:2022, GDPR, Privacy Shield, CCPA and TX-RAMP compliance resources.Read 15 Oct 2026 · trust.lightcast.io
Security of SFTP
Lightcast describes its SFTP delivery as encrypted, authenticated, access-controlled, and protected with end-to-end encryption.Read 30 Sep 2026 · lightcast.io
Single sign-on
The Analyst platform supports SSO through OIDC and SAML protocols.Read 30 Sep 2026 · kb.lightcast.io
Skills taxonomy
The Skills Taxonomy contains more than 34,000 skills organized into categories and subcategories and is refreshed every four weeks.Read 15 Oct 2026 · kb.lightcast.io
Software portfolio
Its software includes Analyst, Career Coach, Developer, GoRecruit, Recruit, SmartReq, Talent Analyst, Talent Transform, and Widget Builder, among others.Read 30 Sep 2026 · lightcast.io
Support and status
Lightcast publishes API documentation, a knowledge base and a service-status page for products and planned maintenance.Read 15 Oct 2026 · docs.lightcast.io
Talent Analyst
Talent Analyst combines 18-plus billion data points with reporting and real-time labor-market analysis for talent decisions.Read 15 Oct 2026 · lightcast.io
Titles taxonomy
The Titles Taxonomy contains more than 75,000 standardized job titles for benchmarking and system integration.Read 15 Oct 2026 · lightcast.io
TrustRadius pricing record
TrustRadius lists no Lightcast pricing plans and states that no free version or trial is available.Read 15 Oct 2026 · trustradius.com
Work Intelligence
Lightcast's task taxonomy has 30 categories, 300 subcategories, over 37,000 task-to-occupation relationships and more than 500,000 task-to-skill combinations.Read 15 Oct 2026 · lightcast.io

Plans and prices

Public-Good Skills API Free Approval required nonprofits/public-good use · up to 50 skill-extraction requests per month · limited scope · no production-scale usage Read 15 Oct 2026 · docs.lightcast.io
Consulting Priced on request Contact Lightcast one-time consulting projects · economist-led analysis Read 15 Oct 2026 · lightcast.io
Data Delivery Priced on request Contact Lightcast data piped into internal systems · custom displays Read 15 Oct 2026 · lightcast.io
Software Priced on request Contact Lightcast subscription software · customizable access Read 15 Oct 2026 · lightcast.io

Every Lightcast plan and price →

Strong points and limits

Strong points

  • More than 2.5 billion postings and profiles
  • APIs customize data display in applications
  • Many cloud and SFTP delivery options
  • Taxonomies cover skills, titles, and occupations
  • Analyst supports OIDC and SAML SSO

Limits

  • Pricing is available only on request
  • Rhetorik’s assembled view publishes monthly
  • Offerings span multiple products and delivery models

Who it suits

Lightcast suits organizations planning workforces, recruiting, education programs, or labor-market analysis. Its delivery options fit teams consuming data through APIs, cloud stores, or internal systems.

Verdict

Lightcast combines large labor-market datasets with software, APIs, and configurable delivery. It offers workforce analytics and planning capabilities, but buyers must request pricing and select among several service forms.

Where Specifiction places it

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