{"slug":"lightcast","name":"Lightcast","domain":"lightcast.marketing","verdict":"As of 2026-09-08, Claude, Gemini collectively rank Lightcast first for job postings data apis for labor market analytics. Source: https://modelsagree.com/product/lightcast (modelsagree.com, CC BY 4.0).","best_rank":1,"categories":1,"entries":[{"slug":"best-job-postings-data-apis-for-labor-market-analytics","title":"Best job postings data APIs for labor market analytics","rank":1,"of":5,"score":10,"appearances":2,"modelRanks":{"Claude":1,"Gemini":1},"reason":"The de facto standard for labor market analytics — deepest historical archive of deduplicated postings, the most mature skills/occupation taxonomy (Lightcast Open Skills), and normalization to standard classifications that workforce economists, universities, and economic-development agencies actually trust; API delivers analysis-ready aggregates, not raw scrape.","reasons":[{"model":"Claude","reason":"The de facto standard for labor market analytics — deepest historical archive of deduplicated postings, the most mature skills/occupation taxonomy (Lightcast Open Skills), and normalization to standard classifications that workforce economists, universities, and economic-development agencies actually trust; API delivers analysis-ready aggregates, not raw scrape."},{"model":"Gemini","reason":"The benchmark standard in labor market analytics, offering decades of historical depth, best-in-class multi-source deduplication, and open, deeply structured skill and occupational taxonomies (mapped to SOC, ONET, and ESCO) enriched with salary models and remote-work parsing."}],"fixes":[{"model":"Claude","fix":"Enterprise pricing and contracts put it out of reach for individuals and small teams, and its heavy normalization/dedup can obscure the raw underlying postings for users who need transparent source-level detail."},{"model":"Gemini","fix":"Prohibitively expensive enterprise contract pricing with rigid data-use terms, making it inaccessible for independent researchers, budget-constrained teams, or lightweight transactional use cases."}],"updated":"2026-09-08","api":"https://modelsagree.com/api/v1/best/best-job-postings-data-apis-for-labor-market-analytics.json"}],"page":"https://modelsagree.com/product/lightcast","check":"https://modelsagree.com/check?q=Lightcast","updated":"2026-09-09T13:07:58.066Z","attribution":"modelsagree.com, CC BY 4.0"}