Is this job worth applying to?

Pay

About typicalTops out at $100/hr. The typical top rate across 237 priced coding listings is $90/hr.

Getting in

Some screening~30–45 min: profile + AI interview. Computer with webcam and mic for the AI interview.

Steady work

Work is patchyLong waits between tasks are common.

Payout record

Some delaysSchedule: twice a month. Paid via micro1 platform wallet (contractor payments).

Freshness

RecentPosted 2w ago. Still listed on micro1 on Nov 6, 2026.

Where you live

Not statedThe listing names no country.

The job description

micro1 is engaging Data Science & Analytic Methodology SMEs to contribute expertise to a customer's high-impact project focused on advanced analytic pipelines and large language models (LLMs). 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

Map scaled-analysis and pipeline-integration scenarios to an established taxonomy across key evaluation areas.
Author detailed analytic cases that reflect authentic deployment patterns, including automated triage, enrichment, and analysis-at-scale, as well as representative failure modes in real-world settings.
Evaluate and grade responses based on criteria such as source handling, reasoning, understanding of limitations, and practical utility.
Identify and flag instances of model over-refusal that could hinder legitimate analytic workflows or disrupt pipeline continuity.
Document challenging edge cases, emerging methodology concerns, and provide actionable recommendations for continuous improvement.
Contribute clear, insightful written and verbal feedback that supports iterative, high-quality project outcomes.

Preferred Qualifications

Demonstrated experience integrating LLMs—such as government GPT variants—into complex data or analytic pipelines.
Proven capability in conducting analysis at scale, with an understanding of automation failure modes and relevant evaluation metrics.
Track record of teaching, mentoring, or technical leadership in data science or related analytic disciplines.
Expertise in authoring clear, concise technical documentation and conveying complex concepts through strong written English.
Exposure to the design of evaluation frameworks or benchmark systems.
Familiarity with defense, intelligence, or government analytic domains is highly valued.
Ability to operate effectively in distributed, international project environments with minimal clearance constraints.

How do you apply to micro1?

Apply on micro1

The Apply button opens this post on micro1's own site. You apply with them, not with Rubric. Budget about 30–45 min: profile + AI interview.

Get through screening

What micro1 asks for after you apply:

Do the AI interview with Zara on a computer (not a phone)
Take any skill assessment and verify your identity
Wait to be matched to a project and sign the contract

Start work and get paid

Pay schedule: twice a month. Paid via micro1 platform wallet (contractor payments). You're paid for the work they hand out, not a fixed salary.

micro1 also needs

Computer with webcam and mic for the AI interview
Relevant degree or work history for expert roles

Red flags

Red flagWeeks of silence after the AI interview
Red flagContracts signed but no onboarding or tasks
Red flagProjects ending or changing scope without notice

What is micro1 like to work for?

Recruiting company that vets experts with an AI interviewer (Zara) and staffs them on contract AI-training and evaluation projects for AI labs.

Advertised pay	$15–135/hr
Getting in	Some screening
Application takes	~30–45 min: profile + AI interview
How you get paid	Twice a month, via micro1 platform wallet (contractor payments)
Payout record	Some delays
Countries	Recruits globally with heavy hiring in South Asia, Southeast Asia, Latin America and Eastern Europe; India-based applicants are eligible for many roles.

Generalist and annotation roles start around $15–30/hr; coding, STEM and law/medicine roles commonly list $40–90/hr and occasionally more.