Farmers, Ranchers, and Other Agricultural Managers

AuraOne Human Data; Deutschland; Remote; EUR 24,000 - 59,000; Full time

Job summary

AuraOne Human Data is recruiting a remote independent contractor to review AI outputs in agricultural science reasoning and training workflows. You will reproduce derivations, validate methods, and document correct reasoning to support model training.

Responsibilities include grading, citation checks, and maintaining calibration scores while working asynchronously for at least 10 hours weekly.

Qualifications

• Graduate-level training or equivalent in agricultural science.
• Hands-on experience publishing, teaching, or advising on the topic at a professional level.
• Comfort applying multi-page rubrics consistently across long batches.
• Clear written reasoning that cites methods, papers, or worked examples.
• Reliable async availability for at least 10 hours per week.

Responsibilities

• Review AI outputs against current agricultural science methods, conventions, and prior work for Farmers, Ranchers, and Other Agricultural Managers assignments.
• Reproduce or sanity-check key derivations, calculations, or experimental claims.
• Flag dimensional, methodological, and citation errors with structured severity tags.
• Capture the corrected reasoning or worked example so the modeling team can train on it.
• Adjudicate disputed answers against textbooks, papers, or community standards.
• Maintain reviewer-quality scores in inter-rater calibration cycles.

Skills

Scientific reasoning

Method validation

Citation review

Quantitative analysis

Agricultural science

Farming

Education

Graduate-level training or equivalent applied experience in agricultural science

Job description

Farmers, Ranchers, and Other Agricultural Managers is a remote review track for evaluating AI outputs across agricultural science reasoning, calculations, and research workflows. Reviewers grade derivations and assumptions, reproduce key results, and document the correct method so the modeling team can train on it.

Why this role matters

Agricultural science models live or die on whether their derivations actually hold up under scrutiny. AuraOne uses scientific specialists to grade outputs the way a peer reviewer would --- checking assumptions, reproducing key steps, and capturing the right method alongside the wrong one.

Responsibilities

• Review AI outputs against current agricultural science methods, conventions, and prior work for Farmers, Ranchers, and Other Agricultural Managers assignments.
• Reproduce or sanity-check key derivations, calculations, or experimental claims.
• Flag dimensional, methodological, and citation errors with structured severity tags.
• Capture the corrected reasoning or worked example so the modeling team can train on it.
• Adjudicate disputed answers against textbooks, papers, or community standards.
• Maintain reviewer-quality scores in inter-rater calibration cycles.

Qualifications

• Graduate-level training or equivalent applied experience in agricultural science or a closely related field for Farmers, Ranchers, and Other Agricultural Managers work.
• Hands‑on experience publishing, teaching, or advising on the topic at a professional level.
• Comfort applying multi-page rubrics consistently across long batches.
• Clear written reasoning that cites methods, papers, or worked examples.
• Reliable async availability for at least 10 hours per week.

Example tasks

• Reproduce a agricultural science derivation from a model output and flag any algebraic or dimensional errors.
• Grade a model's literature summary against the cited papers and rate the citation quality.
• Adjudicate a disputed answer between two reviewers using textbook methods.
• Audit a 25-row batch for rubric consistency and report drift to the program lead.

Nice to have

• PhD, postdoc, or industry research experience in the topic area.
• Prior work reviewing AI-assisted research tooling and its failure modes.
• Multilingual fluency for non-English papers and corpora.

Skills

• Scientific reasoning
• Method validation
• Citation review
• Quantitative analysis
• Agricultural science
• Farming

Work model

Remote --- US-eligible. Remote · Independent specialist contractor. Employment type: CONTRACTOR. Applicants must be authorized to work from US.

Compensation

$20--$50 / hr