Data Science & Analytic Methodology SME
Posted 2 days ago
You'll complete your application on micro1's career site.
About the Role
This Subject Matter Expert position focuses on delivering specialized expertise for significant initiatives involving sophisticated analytic pipelines and large language models. You will assist in the development of future AI technologies by utilizing your subject expertise to influence how these systems acquire knowledge, process information, and function. By prioritizing superior, practical inputs, you will facilitate the transition of AI from conceptual theory to tangible field deployment. This role is suited for those aiming to shape AI advancement within niche fields. You will be tasked with adjusting model performance to satisfy demanding requirements for precision and usefulness in sophisticated settings, directly affecting how well AI manages complex, data-heavy operations that demand expert technical insight.
Requirements
- You should possess documented experience embedding large language models into intricate data or analytical workflows.
- You must demonstrate a proven ability to perform large-scale analysis and maintain a deep knowledge of automation errors and measurement criteria.
- You should have a history of guiding, instructing, or offering technical oversight within data science or comparable analytic fields.
- You need to demonstrate proficiency in writing precise technical content and communicating complicated ideas effectively in English.
- You are expected to have familiarity with the development of benchmarking systems or evaluation frameworks.
- Background knowledge in defense, government, or intelligence-related analytical fields is a major advantage.
- You must be prepared to work successfully within global, distributed project teams.
Responsibilities
- You will align large-scale analysis and pipeline integration use cases with an existing framework across multiple assessment domains.
- Your main duties involve creating comprehensive analytic scenarios that mimic real-world deployment operations, such as large-scale data processing, enrichment, and automated triage, while identifying typical points of failure.
- You will assess and score outputs from models using key performance indicators, including source management, logic, awareness of constraints, and overall effectiveness.
- You will detect and report occurrences of excessive model refusal that might impede technical processes.
- You will record difficult edge cases and emerging methodological issues, offering practical suggestions for ongoing enhancement and providing valuable input to drive iterative project success.
Benefits & Perks
- This is a remote contractor engagement that offers a flexible working structure.
- It provides a distinct chance to participate in worldwide projects and contribute to pioneering AI advancements within the defense and government industries.
Note: This listing is summarized and paraphrased by WorkNow from a publicly posted role. For the original wording and full details, please refer to the employer's official posting.
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