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The board's labels are mostly right. They're just incomplete for the first question a candidate asks. Visa sponsorship is stated in only 562 of 5139 JDs (424 won't sponsor, 138 will), and there is no field for it.
| Field | Roles | What the data shows |
|---|---|---|
missing_workplace | 983 | no onsite/hybrid/remote label at alle.g. Mixpanel: Staff Security Engineer (San Francisco), Anduril: Senior Manager, Software Engineering (Geospatial Platform) (Seattle, Washington, United States), TikTok: Software Engineer - Intern (TikTok BRIC) - 2027 Start (PhD) (San Jose, California) |
hidden_restriction | 30 | location just says “Remote”, but the JD restricts the countrye.g. Freenome: Staff Software Engineer (Remote), Spruce Systems: Staff Forward Deployed Software Engineer (REMOTE), ElevenLabs: Full-Stack Engineer - Productions (Remote) |
remote_label_jd_office | 6 | labelled remote, but the JD requires an officee.g. Skydio: Senior Software Engineer, Cloud Video Streaming (WebRTC / LiveKit) (San Mateo, California, United States), Bastion: Senior Software Engineer (New York City), Sphere: E-Invoicing Lead (United States) |
remote_conflict | 59 | remote flag disagrees with the workplace labele.g. Figma: Software Engineer - Application Platform (San Francisco, CA • New York, NY • United States), Komodo Health: Senior Web & GTM Engineer (United States), OfferUp: Quality Assurance Analyst/Engineer (Remote @Colombia or @Mexico) (Colombia or Mexico) |
min_exp_in_text_only | 119 | no min_experience label, but the JD states yearse.g. Roblox: Sr/Principal Product Manager, Marketplace Discovery and Recommendations (San Mateo, CA, United States), Northwood Space: Infrastructure Engineer (Platform) (Torrance, CA), Payrails: Senior Data Engineer (Cairo) |
pay_in_text_only | 1567 | no comp fields, but the JD states pay (invisible to the board's pay filter)e.g. Cresta: Marketing Engineer (AI Agents) (United States (Remote)), Anduril: Senior DevOps Engineer, Space (Costa Mesa, California, United States), Formation Bio: Manager, Security (New York, NY; Boston, MA) |
function_mismatch | 506 | top-level function ≠ labels.functione.g. Braintrust: GTM Engineer (San Francisco), Cresta: Marketing Engineer (AI Agents) (United States (Remote)), Anduril: Senior Product Operations Engineer, Space (Costa Mesa, California, United States) |
duplicate | 251 | same company + title + location listed more than oncee.g. Motorola: Intern Software Developer C/C++ (Krakow, Poland), KLA: Software Intern (Milpitas, CA), hyperexponential: Staff Product Engineer (London (hybrid)) |
missing_location | 8 | location is nulle.g. Parsons: Summer Embedded Developer Intern, speedrun: Product Engineer, GE Vernova: Software Engineering Intern |