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README.md

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 ---
 license: cc-by-4.0
+language:
+  - en
+pretty_name: Lynceus Open Job Index
+size_categories:
+  - 100K<n<1M
+tags:
+  - jobs
+  - job-postings
+  - hiring
+  - employment
+  - labor-market
+  - recruitment
+configs:
+  - config_name: jobs
+    default: true
+    data_files:
+      - split: train
+        path: jobs.csv
+  - config_name: companies
+    data_files:
+      - split: train
+        path: companies.csv
 ---
+
+# Lynceus Open Job Index
+
+**241,793 open roles** at **8,271 companies**, **39,425** 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: 2026-08-17 20:18 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. Every row links to the employer's own
+posting.
+
+A listing is removed when the company takes it down, so the set does not
+accumulate filled roles.
+
+## Configs
+
+| Config | Rows | What it is |
+| --- | --- | --- |
+| `jobs` (default) | 241,793 | One row per open role |
+| `companies` | 8,271 | One row per employer, with its open-role count |
+
+```python
+from datasets import load_dataset
+
+jobs = load_dataset("Lyneux/jobs", "jobs", split="train")
+companies = load_dataset("Lyneux/jobs", "companies", split="train")
+```
+
+## Fields
+
+### `jobs`
+
+| Field | Type | Notes |
+| --- | --- | --- |
+| `title` | string | The role, as the employer wrote it |
+| `company` | string | Employer name |
+| `company_domain` | string | Resolved website domain; empty when unknown |
+| `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 |
+| `source` | string | `board` (read from an ATS feed) or `scraped` (read from a careers page, so possibly partial) |
+| `url` | string | The employer's own posting |
+
+### `companies`
+
+| Field | Type | Notes |
+| --- | --- | --- |
+| `company` | string | Employer name |
+| `domain` | string | Resolved website domain |
+| `open_roles` | int | Open roles at export time |
+| `careers_url` | string | The careers page or job board |
+
+## 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.
+  Republishing them wholesale is not ours to do; the `url` goes to the source.
+
+## 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.
+
+## 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](https://github.com/trylynceus/jobs). Employers who
+would rather not appear are removed the same day.
+
+## Links
+
+- [trylynceus.com](https://trylynceus.com) — the product
+- [github.com/trylynceus/jobs](https://github.com/trylynceus/jobs) — a browsable
+  daily snapshot, by city and role family

jobs.csv

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