We are sharing a specialised consulting opportunity for experienced subject-matter professionals with strong expertise in chart interpretation, data visualisation analysis, quantitative reasoning, technical question design, and domain-specific terminology to contribute to an advanced AI training and evaluation project.
Selected professionals will interpret complex charts and visualisations, design rigorous quantitative questions, produce objectively verifiable answers, and explain multi-step reasoning clearly. The opportunity is particularly suited to professionals in Medicine &
• Biostatistics, Finance &
• Economics, Engineering &
• Physics, Earth Sciences &
• GIS, Data Science &
• Statistics, Operations &
• Manufacturing, and other quantitatively intensive fields. No prior experience in AI is required.
Key Responsibilities
Chart Analysis & Quantitative Reasoning
Interpret complex charts, graphs, annotations, scales, units, and multiple data series accurately
Identify trends, differences, relationships, and notable patterns
Perform multi-step calculations involving values, rates, changes, proportions, and trends
Distinguish observed data from derived conclusions
Apply appropriate domain terminology throughout analysis
Question & Task Design
Create clear, objective, and unambiguous questions based on supplied visualisations
Design tasks requiring substantive reasoning rather than simple data lookup
Ensure all required information is available from the source chart
Align task difficulty with the complexity of the visualisation
Produce precise answers with transparent, reproducible calculations
AI Evaluation & Quality Assurance
Develop analytical examples and benchmark tasks for AI training and evaluation
Review AI-generated answers for numerical, interpretive, and terminology accuracy
Verify calculations, expected answers, units, and statistical annotations
Identify ambiguity, unsupported extrapolation, or inconsistent reasoning
Incorporate reviewer feedback and maintain consistent quality standards
Ideal Profile
Bachelor's degree or equivalent professional experience in a relevant quantitative or technical field
At least 2 years of professional, academic, or research experience working with charts or quantitative data
Strong chart-interpretation and multi-step reasoning skills
Ability to interpret multiple series, annotations, scales, confidence intervals, and time-series data
Strong understanding of units, axes, legends, and domain-specific visual conventions
Ability to design objectively answerable analytical questions
Strong written analytical communication skills
Experience creating technical assessments, benchmarks, analytical exercises, or structured evaluation tasks is advantageous
Advanced degree, professional credential, or significant domain specialisation is highly desirable
Experience in Medicine & Biostatistics, Finance & Economics, Engineering & Physics, Earth Sciences & GIS, Data Science & Statistics, Operations & Manufacturing, or a comparable field is highly relevant
Strong attention to detail and analytical rigour
No prior AI-training or model-evaluation experience is required
Engagement Details
Independent contractor engagement
Fully remote
Compensation: $25–$50/hour
Work will involve chart interpretation, data visualisation analysis, quantitative reasoning, question design, calculation review, and AI-generated analytical-content evaluation
Assignments may involve multiple data series, annotations, confidence intervals, specialised units, and domain-specific visual conventions
Contributors may work across medicine, finance, economics, engineering, physics, earth science, GIS, statistics, data science, operations, manufacturing, and related fields
Project scope, chart types, domain coverage, and evaluation standards may evolve depending on project requirements
Work must be completed without using confidential, proprietary, restricted, personally identifiable, or otherwise protected information belonging to any employer, client, healthcare organisation, financial institution, research institution, data provider, or other third party
About the Platform
This opportunity is available through 24-MAG LLC. We connect experienced professionals with remote consulting opportunities across technical, evaluation, and project-based workstreams.
By submitting this application, you acknowledge that your information may be processed by 24-MAG LLC for recruitment and opportunity matching in accordance with our Privacy Policy: https://www.24-mag.com/privacy-policy