Description review

Hiring: AI, Data, DevOps & Full Stack

Hiring: AI, Data, DevOps & Full Stack · Remote · back to the listing

HR standards

45/100

poor

Title ↔ description

52/100

needs work

Reads as

DevOps Engineer

87% confident

What this role officially is

ICT system administrator — ESCO, the EU occupation classification

ICT system administrators are responsible for the upkeep, configuration, and reliable operation of computer and network systems, servers, workstations and peripheral devices. They may acquire, install, or upgrade computer components and software; automate routine tasks; write computer programs; troubleshoot; train and supervise staff; and provide technical support. They ensure optimum system integrity, security, backup and performance.

Also known as: enterprise administrator, IT system administrator, ICT systems administrator, ICT sysadmins, IT systems administrator, ICT sysadmin

How others title the same work

Large employers

  • Senior Software Engineer, Developer Infrastructure Coinbase
  • Senior Software Engineer, Infrastructure - Compute Platform Coinbase
  • Senior Software Engineer, Infrastructure - Core Infra Systems Coinbase
  • Software Engineer - Python - Container Images Canonical Ltd.
  • Software Engineer - Secure Container Images Canonical

Startups

  • Ecosmic | Senior DevOps Engineer | Remote (Italy) | €50,000–€60,000 Ecosmic
  • 3C Digital Solutions | Terraform Module Developer 3C Digital Solutions
  • Software Engineer, Cloud Infrastructure Accord
  • BCC | Platform Systems Engineers | Bethesda MD | Competitive compensation! BCC
  • DevOps Engineer Cyble

What the listing never says

  • No section describes what the person would actually do. Scope clarity
  • No pay range published. Candidates cannot tell whether applying is worth their time. Pay transparency

The listing, marked up

Nothing in the wording of this listing tripped a check. The scores above still judge how complete and coherent it is.

Engineers| Remote — Americas

We’re hiring engineers to join our distributed engineering team:
- DevOps Engineer: Terraform, Kubernetes, Docker, AWS/Azure/GCP, ArgoCD, GitHub Actions, Airflow, Kafka
- AI Engineer: LLMs, ML, neural networks, AI system design, SageMaker/Vertex AI, Docker/Kubernetes
- Data Engineer: Python, SQL, ETL/ELT pipelines, Airflow, dbt, data warehouses/lakes, AWS/GCP/Azure, Kafka/Spark
- Full Stack Engineer: React, Node.js, Python, Java, or .NET; APIs, microservices, and DevOps/AI integrations
Requirements: Based in the US, Canada, or South America; strong English communication; experienced with AI-assisted development; comfortable with live technical interviews.
Interview process: Application → Intro → Technical Interview → Live Final Interview.
Full job description: [https://drive.google.com/file/d/1re66FJwcYm-04G9gOvDE3WqhOzPK2YEj/view](https://drive.google.com/file/d/1re66FJwcYm-04G9gOvDE3WqhOzPK2YEj/view)
Interested? Contact Christopher Jorge, [email protected]

How this was produced

Highlights are found by rule, not by a model: each one is a phrase matched at a known position, and every note is a template we wrote. The two scores come from a typed-decision model (Jev) that reads the listing against the official role definition and real listings for the same role, and returns probabilities rather than prose — it never writes any of the words on this page, and never chooses what to highlight.

Deterministic penalty applied to the HR score: 12 points (from 57 before penalties). Reviewed 1 Oct 2026.