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H-1B Salary Data Explorer

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Excited to share my New Year’s project.For a long time, I’ve wanted to build H-1B data directly into Levels.fyi. Every time I went looking for this data elsewhere, it was a frustrating experience to use. Most H-1B sites felt antiquated, unintuitive, cluttered with ads, or just overwhelming to use. The data was there, but it wasn’t usable, and definitely not pleasant to explore.So out of that frustration, I decided to build the H-1B data experience I personally wanted to use. Right into Levels.fyi.https://levels.fyi/h1b/Some other pages I'm excited about:Wage Heatmap: https://www.levels.fyi/h1b/map/wages/Company H-1B Footprints: https://www.levels.fyi/h1b/map/company/Highest Paying H-1B Jobs: https://www.levels.fyi/h1b/jobs/Top H-1B Cities: https://www.levels.fyi/h1b/city/Top Company Sponsors: https://www.levels.fyi/h1b/sponsors/Would love any feedback, it's definitely still a work in progress.

HN · launched Jan 4, 2026 · 28 upvotes (top 30%) · 1 view

Niche: vertical search engines and directories · 98 launches, 7 in the last 7 days ▼ -46% · Explore this niche →

Category and tags

  • HR & recruiting
  • Analytics & BI
  • B2C
  • Not AI
  • Commercial product

Source listing ↗

Could you build this?

Yes It is a standard data exploration web app displaying public US Department of Labor LCA/H-1B salary disclosure datasets with search and filtering.

Discussion

9 comments analyzed.

Competitors mentioned: Levels.fyi

Concerns raised: Data accuracy issues - salary figures appear inflated or incorrectly entered, Incomplete search/data doesn't match heatmap visualization, DOL LCA filings have data entry errors and cleanliness problems, Salary data capturing upper range rather than actual salary

Feature requests: Aggregate stats summary at the top of the page, Direct page navigation/jump to specific page number, Outlier detection and removal or flagging feature

Competitors

Other products that read as similar to this one : 107 launches clear the similarity bar, closest 8 shown.

Attention rank: #33 of 108 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).

Launched 57 days after the earliest competitor.

The niche, labels, vibe code rating and competitor comparison on this page are analysis by Nicheloom. If you use them, please credit nicheloom.com. How you may use our data.