WFH.teamOpen app$83k-$208k
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What this posting tells you
Remote contractor opportunity for a forensic firearms and toolmark subject-matter expert to review and assess AI-generated responses to forensic examination scenarios, including microscopic comparisons and ballistic evidence, and provide feedback grounded in laboratory standards. No salary, experience duration, education, work authorization, schedule, or benefits are stated.
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Subject-matter expert · Contractor
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Explore the remote job marketForensic SME - Firearm & Toolmark Examination at micro1
Role Title: Forensic SME - Firearm & Toolmark Examination
Role Type: Contractor
Location: Remote
micro1 is engaging Forensic SME - Firearm & Toolmark Examinations to contribute to a specialized project focused on evaluating and enhancing AI capabilities in forensic science. 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. This opportunity involves reviewing and validating AI-generated responses to complex firearm and toolmark examination scenarios, directly influencing the accuracy of AI in forensic contexts.
Scope of Work
Review AI model benchmark answers for 10 forensic firearm and toolmark examination test cases.
Assess the accuracy and completeness of AI-generated responses related to microscopic comparative ballistics and toolmark identification.
Evaluate firing pin and breech face impression analyses for adherence to forensic laboratory methodologies.
Examine responses for correct interpretation of rifling characteristics and other ballistic evidence.
Provide written and verbal feedback on strengths and areas for improvement in AI model outputs.
Document recommendations to enhance AI systems based on forensic laboratory standards and best practices.
Preferred qualifications
Extensive experience in forensic firearms analysis, toolmark identification, and ballistics casework.
Hands-on background in microscopic comparison and interpretation of firing pin and breech face impressions.
Demonstrated expertise applying forensic laboratory standards and protocols to real-world examinations.
Strong written and verbal communication skills with the ability to articulate complex forensic concepts clearly.
Prior participation in laboratory or research projects involving comparative ballistics or toolmark analysis.
Familiarity with current forensic technologies, instrumentation, and industry trends.
Attention to detail and a commitment to scientific accuracy in forensic assessment and reporting.
Working remotely at micro1
micro1 builds human-expertise data and evaluation infrastructure for AI models and agents. It recruits core-team employees and domain experts for AI training projects.
- Headquarters
- San Francisco Bay Area, California, United States
- Founded
- 2022
Expert opportunities are remote and can be flexible. International applicants are considered, subject to country exclusions and each project's requirements. Core-team work arrangements vary by opening; check the individual posting.
Apply through the official posting. Expert applicants complete an AI interview and skills certification, followed by project selection and onboarding. Certification does not guarantee a project or immediate work.