Steampunk

AI Evaluation Scientist

Steampunk$105K — $145K *
Technical Services
Less than 5 years of experience
Job Overview by Ladders

Qualifications

  • Ability to hold a position of public trust with the U.S. government.
  • Bachelor's or Master's degree in Computer Science, Statistics, Machine Learning, Cognitive Science, Human-Computer Interaction, Data Science, or a related field.
  • 2+ years of experience evaluating machine learning models, NLP systems, or generative AI models (LLMs preferred).
  • Proficiency in Python and relevant libraries such as PyTorch, Hugging Face, scikit-learn, and LangChain.
  • Strong analytical skills with the ability to interpret model weaknesses, extract insights, and recommend actionable improvements.

Responsibilities

  • Implement evaluation frameworks for AI models, focusing on metrics like accuracy, robustness, and bias.
  • Build and maintain automated evaluation scripts and pipelines to monitor AI model performance over time.
  • Develop benchmark datasets and test cases tailored to specific mission and user needs.
  • Perform error analysis and audits of various AI systems, documenting findings and recommendations for improvement.
  • Collaborate with engineers and data scientists to support iterative experimentation and model quality enhancements.

Benefits

  • Exposure to cutting-edge AI evaluation tools and frameworks.
  • Opportunities for professional growth within the AI & Data Exploitation Practice.
  • Engagement with cross-disciplinary teams between engineering and product innovation.
  • Chance to directly influence AI trustworthiness and governance compliance.
Full Job Description
Overview

We are looking for anAI Evaluation Scientistto design and execute evaluation processes that ensure our predictive and generative AI systems areaccurate, reliable, safe, and aligned with mission requirements. This role is essential forestablishingtrust in AI solutions and supporting continuous improvement across the AI lifecycle. The AI Evaluation Scientist will work closely with engineers, data scientists, governance analysts, and product teams to develop evaluation metrics, build test harnesses, analyze model behavior, and support responsible deployment.

Contributions
  • Implement evaluation frameworks for AI models, including accuracy, robustness, relevance, bias, hallucination rate, and safety metrics.
  • Build andmaintainautomated evaluation scripts, tests, and pipelines that assess AI model outputs and detect performance drift over time.
  • Develop benchmark datasets, challenge sets, and scenario-based test cases tailored to mission and user needs.
  • Perform structured error analysis and behavioral audits of LLMs, retrieval-augmented generation (RAG) systems, and predictive models, documentingfindingsand improvement recommendations.
  • Collaborate with AI Developers,LLMOpsEngineers, and Data Scientists to support iterative experimentation, model hardening, and quality improvements.
  • Contribute to the design of human-in-the-loop evaluation workflows, integrating qualitative and quantitative insight into evaluation reports.
  • Assistin mapping evaluation outcomes to responsible AI principles such as fairness, transparency, reliability, and safety.
  • Partner with AI Governance Analysts to ensure evaluation outputs support compliance, documentation, and risk assessments.
  • Stay current with emerging evaluation tools, frameworks, metrics, and research related to LLM assessment and generative AI reliability.
  • Document evaluation processes, criteria, and results for both technical and non-technical audiences.
  • You will contribute to the growth of our AI & Data Exploitation Practice!
Qualifications
  • Ability to hold aposition of public trustwith the U.S. government.
  • Bachelors orMasters degreeinComputer Science, Statistics, Machine Learning, Cognitive Science, Human-Computer Interaction, Data Science, ora relatedfield.
  • 2+ yearsof experience evaluating machine learning models, NLP systems, or generative AI models (LLMs preferred).
  • Familiarity withevaluationmetrics, statistical testing, dataset creation, and experimental design for AI systems.
  • Proficiencyin Python and relevant libraries such asPyTorch, Hugging Face, scikit-learn,LangChain
  • ProficiencyinAI evaluation frameworks such as Ragas
  • Experience analyzing structured and unstructured data, including text, documents, and embeddings.
  • Understanding ofLLM behavior, prompt evaluation, retrieval pipelines, or RAG architectures.
  • Exposure to responsible AI concepts and governance-aligned evaluation criteria (e.g., fairness, transparency, reliability).
  • Strong analytical skills with the ability to interpret model weaknesses, extract insights, and recommend actionable improvements.
  • Excellent written and verbal communication skills, with the ability to present evaluation findings clearly to technical and non-technical stakeholders.
  • Experience working in agile or iterative development environments is a plus.
  • Familiarity withOWASP LLM Top 10Risks
  • Relevant certifications (helpful but notrequired):
    • NIST AI RMF (AISIC)
    • INFORMS CAP
    • AWS/Azure/Google ML Certifications.

About steampunk

Steampunk relies on several factors to determine salary, including but not limited to geographic location, contractual requirements, education, knowledge, skills, competencies, and experience. The projected compensation range for this position is $105,000 to $145,000. The estimate displayed represents a typical annual salary range for this position. Annual salary is just one aspect of Steampunks total compensation package for employees. Learn more about additional Steampunk benefits here.

Identity Statement

As part of the application process, you are expected to be on camera during interviews and assessments. We reserve the right to take your picture to verify your identity and prevent fraud.

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