Lynceus/jobs

Lynceus Open Job Index

234,605 open roles at 6,072 companies, 41,270 of them remote. Read directly from each employer's own careers page and public ATS feed — never aggregated or reposted from a job board.

Last updated: 2026-10-05 04:19 UTC

What this is

Most job datasets are scraped from aggregators, which means they are a copy of a copy: stale, deduplicated badly, and full of listings that were filled weeks ago. This one is read at the source — each employer's own ATS feed — and a listing is removed when the company takes it down, so the set does not accumulate filled roles.

This is a labour-market dataset, not a job board. It tells you who is hiring, for what, where, and when the role was posted. It deliberately does not carry apply links: the URL of a posting also identifies the employer's job board, and the mapping of company to board is the part of this that took real work to build. Searching and applying happens in the product.

Configs

Config	Rows	What it is
jobs (default)	234,605	One row per open role
companies	6,072	One row per employer, with its open-role count

from datasets import load_dataset

jobs = load_dataset("Lynceus/jobs", "jobs", split="train")
companies = load_dataset("Lynceus/jobs", "companies", split="train")

Fields

jobs

Field	Type	Notes
title	string	The role, as the employer wrote it
company	string	Employer name
location	string	Free text, as published — not normalised
remote	bool	Marked remote by the employer
posted	date	YYYY-MM-DD; empty when the source omits it

companies

Field	Type	Notes
company	string	Employer name
open_roles	int	Open roles at export time

What is excluded, and why

• Recruiters, staffing agencies and job-board aggregators. Every entry is an employer hiring for itself.
• Companies with no career page or no open role. There would be nothing to apply to.
• Non-commercial domains — .org, .edu, .gov and similar.
• Job descriptions. They are the employer's own copyrighted text, and republishing them wholesale is not ours to do.
• Apply URLs and careers-page links. See above — a posting URL identifies the employer's job board, and that mapping is not published.
• Roles found by scraping a company's careers page rather than reading an ATS feed. Those stay in the product.

Known limitations

• location is free text exactly as the employer published it, so London, London, United Kingdom and London, GB all occur. Normalise before aggregating.
• posted is missing for a minority of rows, because not every ATS feed publishes it. Sort with nulls last.
• Company names originate from ATS tokens for board-sourced employers, so some appear as slugs (Openai rather than OpenAI).
• Coverage skews toward companies using Greenhouse, Lever, Ashby, Workable and similar modern ATS platforms.
• Without a URL, a row cannot be de-duplicated against another dataset or followed to the posting. That is a real cost of the trade above and worth stating rather than discovering.

Licence

The compilation is CC BY 4.0 — use it, build on it, credit Lynceus. Individual listings are facts about public job ads and remain the property of the companies posting them.

Corrections and removals: open a discussion here, or an issue at github.com/trylynceus/jobs. Employers who would rather not appear are removed the same day.

Links

• trylynceus.com — the product
• github.com/trylynceus/jobs — a browsable daily snapshot, by city and role family