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Why this grade This listing scored 83/100, which is a B. It lost the most ground on corroboration. See the breakdown
- Pay transparency 25 / 25 A published salary range, worth more than any other single factor because it is what a candidate cannot find out without applying.
- Description depth 20 / 20 How much the posting actually says about the work, measured in characters of real text.
- Remote clarity 15 / 15 Whether "remote" means anywhere, or is quietly restricted to one country.
- Freshness 12 / 15 How recently it was posted. Older postings are likelier to be filled or abandoned.
- Role specificity 6 / 10 Whether the listing is tagged well enough to tell what the role actually is.
- Corroboration 5 / 10 Whether more than one source carries this listing.
Every figure above is arithmetic over the posting itself — its salary field, its text, its age, its tags and how many sources carry it. How the grades work →
Senior Contractor
Role Title: Subject Matter Expert – Data & Statistical Chart Analysis
Role Type: Contractor
Location: Remote
micro1 is engaging Subject Matter Experts – Data & Statistical Chart Analysis (AI Benchmark) to contribute expertise on a customer project advancing the capabilities of next-generation AI systems. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters.
Scope of Work
- Interpret complex data science and statistical visualizations—such as Sankey diagrams, heatmaps, calibration curves, residual plots, correlation matrices, and distribution plots—applying advanced professional judgement and terminology.
- Design clear, objective, multi-step analytical tasks and questions based on challenging visualizations, emphasizing quantitative reasoning beyond surface-level chart reading.
- Deliver precise, unambiguous answers with thorough, step-by-step written explanations, including explicit calculations, statistical inferences, or modeling logic as required.
- Utilize exact data science and statistical language, ensuring accuracy in referencing units, scales, axes, legends, and annotations in all outputs.
- Create tasks that require graphical reasoning, trend analysis, comparison, interpolation, and statistical inference, always avoiding ambiguous or subjective prompts.
- Participate in remote collaboration, contributing via written and verbal channels, incorporating feedback, and maintaining consistent communication with project stakeholders.
- Consistently produce objectively verifiable tasks and solutions to support the rigorous training and evaluation of advanced AI models.
Preferred Qualifications
- Bachelor's degree or equivalent professional experience in Data Science, Statistics, Applied Mathematics, Computer Science, Operations Research, or a related quantitative field.
- Minimum of two years’ professional, academic, or research background engaging with statistical models, data visualizations, or analytical reporting.
- Advanced proficiency in interpreting axes, legends, units, scales, confidence intervals, and statistical annotations across diverse chart types.
- Demonstrated ability to clearly articulate analytical processes and quantitative reasoning in high-quality written and verbal English.
- Bilingual proficiency in English and, ideally, a second language relevant to your domain.
- Experience with technical documentation, publication, assessment design, or structured analytical task development.
- Background in producing data-annotation tasks, benchmark questions, technical reports, or related materials for data science, statistics, or AI-driven projects.
Originally posted on Himalayas
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Where this listing came from
- 17 Sep 2026 Himalayas first sighting
Seen on 1 board over 0 days.