
AVL has 27 indexed roles weighted toward engineering.
| Skill | Postings | This co. | Peer avg | LQ | Required |
|---|---|---|---|---|---|
| Git | 4 | 14.8% | 1% | 14.81× | 100% |
| Python | 7 | 25.9% | 7% | 3.70× | 86% |
| SQL | 3 | 11.1% | 7% | 1.59× | 100% |
| Data Analysis | 3 | 11.1% | 8% | 1.39× | 100% |
| Communication | 5 | 18.5% | 29% | 0.64× | 100% |
Coming soon.
Weekly LLM-synthesised brief — emerging capabilities, decaying capabilities, geographic shifts, seniority signals — drawn from the company's own posting tag distribution. Will populate once Phase 4 of the company-intelligence pipeline (OpenRouter long-context model) ships.
Last enriched: 2026-08-02.
Company-data sources: wikidata, hackernews
Hiring aggregates run live against D1; cached at the edge for up to 24 hours. AI-exposure scores derive from O*NET 30.2 occupation taxonomy crossed with the Anthropic Economic Index 2026-03-24 release.
Caveats: salary parser uses 2024 FX snapshot rates; long-tail location strings may bucket as "Unknown"; Location Quotient excludes companies with fewer than 5 indexed roles to keep ratios stable. Salary disclosure under 20% triggers a warning on the salary chart.
Machine-readable equivalents: /companies/avl.json · /companies/avl.md · api.yubhub.co/stats/company/avl