Atomistic & Surface Modeling Experts; Computational Materials

Atomistic & Surface Modeling Experts (Computational Materials & Catalysis) is a remote review track for evaluating AI outputs across atomistic surface modeling experts specialist operations workflows. Reviewers grade workflow correctness, policy adherence, and stakeholder fit; flag operational risk; and document the right next step so the modeling team can train on it.

Category:
Enterprise Workflow & Tool Use
· Pay: $84 / hr
·

Location:

Remote — US-eligible
· Contractor

Atomistic & Surface Modeling Experts (Computational Materials & Catalysis) is a remote review track for evaluating AI outputs across atomistic surface modeling experts specialist operations workflows.

Atomistic & Surface Modeling Experts (Computational Materials & Catalysis) is a remote review track for evaluating AI outputs across atomistic surface modeling experts specialist operations workflows. Reviewers grade workflow correctness, policy adherence, and stakeholder fit; flag operational risk; and document the right next step so the modeling team can train on it.
Atomistic Surface Modeling Experts specialist operations AI has to fit into an actual day aOne uses experienced operators to grade outputs the way a senior peer would — checking workflow, policy, and the unwritten rules that decide whether a task actually gets done.
Judge tool-use tasks and enterprise agent behavior. Operational judgment is the skill.

• Review AI outputs against current atomistic surface modeling experts specialist operations workflows, playbooks, and firm policy for Atomistic & Surface Modeling Experts (Computational Materials & Catalysis) assignments.
• Grade tone, escalation logic, and stakeholder fit on a structured rubric.
• Flag operational risk, missed escalations, and policy-adherence gaps with severity tags.
• Capture the right next step so the modeling team can train on it.

Track Operations & business review Work model Remote
· Independent specialist contractor Compensation $84 / hr Eligible from US

• Direct working experience in atomistic surface modeling experts specialist operations on real teams for Atomistic & Surface Modeling Experts (Computational Materials & Catalysis) work.
• Comfort applying multi-page rubrics consistently across long batches.
• Clear written reasoning that names the policy or workflow being applied.
• Strong attention to detail and the ability to flag when a prompt itself is the problem.
• Reliable async availability for at least 10 hours per week.

• Grade a model's response to a real atomistic surface modeling experts specialist operations ticket and rate workflow, tone, and escalation.
• Flag a missed escalation with the right severity tag and corrected next step.
• Adjudicate a disputed playbook call between two reviewers using firm guidance.
• Audit a 25-row batch for rubric consistency and report drift to the program lead.

• Prior experience training, calibrating, or QA-ing operations teams.
• Familiarity with AI-assisted workflow tooling and its failure modes.
• Bilingual experience for cross-region operations.

$84 / hr
Expected arrangement: contractor , with program-defined task volume and review pacing. Placement depends on current program demand and reviewer confirmation.

• Operational review
• Policy adherence
• Workflow judgment
• Stakeholder communication
• Atomistic Surface Modeling Experts specialist operations