Machine Learning Evaluation Specialist (Remote)
G2i
Posted: April 3, 2026
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Quick Summary
Help design the hardest ML problems state-of-the-art AI hasn't solved yet.
Required Skills
Job Description
Machine Learning Evaluation Specialist (Remote)
List of accepted countries and locations
Important for US applicants: This is a 1099 independent contractor role and is not compatible with F-1 OPT, STEM OPT, or other visa statuses that require W-2 employment, guaranteed hours, or employer sponsorship. We are unable to provide offer letters or employment verification for this role.
Help design the hardest ML problems state-of-the-art AI hasn't solved yet.
We're hiring domain experts to build evaluation tasks that challenge the frontier of AI. This is not an ML engineering role — it's a research role. You'll use deep expertise in your field to create problems that general ML knowledge can't touch.
What you'll do
• Propose and frame original, research-grade ML problems rooted in your domain
• Design evaluation tasks that require specialized knowledge well beyond standard pipelines
• Assess AI-generated solutions for correctness, creativity, and methodological rigor — and explain exactly where and why they fall short
• Document problem difficulty, required domain knowledge, and expected failure modes
What you need
• Graduate-level expertise (MS or PhD preferred) in a scientific or technical domain that intersects with ML
• Strong working knowledge of ML methods — model selection, feature engineering, evaluation metrics
• Deep familiarity with active research problems in your field — you know where general ML knowledge runs out
• Excellent written communication — you can articulate complex problems clearly and precisely. This cannot be overstated.
• Self-motivated and comfortable working independently on intellectually demanding tasks
What you don't need
• No prior AI training or RLHF experience required
• No software engineering background needed — domain expertise and research instincts are what matter
Domains we're especially looking for
• Computational Biology / Bioinformatics
• Genomics / Molecular Biology
• Physics / Astrophysics / Signal Processing
• Climate / Environmental Modeling
• Healthcare / Medical Imaging
• Neuroscience / Brain-Computer Interfaces
• Materials Science / Chemistry
• Finance / Quantitative Modeling
• Robotics / Control Systems / Reinforcement Learning
• Advanced NLP (specialized domains)
• Mathematics / Statistics (applied)
Logistics
• Fully remote — work from anywhere
• $200–$400/hr depending on domain and seniority
• 10–40 hrs/week, hourly contract
• Assessment required — paid if approved
• Independent contractor (1099) — not compatible with F-1 OPT, STEM OPT, or visa statuses requiring W-2 employment or employer sponsorship
⚠️ This is a project-based, freelance opportunity with no guaranteed hours. We recommend keeping other work options open while waiting for project assignment.