Household Data Specialist

$30 - $30/hourpay

Required Skills

Attention to Detail & Specification Adherence
Manual Dexterity & Physical Task Precision
Device/Equipment Operation & Setup
Feedback Incorporation & Iteration
About micro1
micro1 connects domain experts to the development of frontier AI models. Real-world expertise is turned into training data, evaluations, and feedback loops that improve how models perform. AI labs and enterprises use micro1 to train models and build reliable AI agents through advanced evaluations and reinforcement learning environments. Experts contribute directly to how AI systems learn, reason, and perform across domains like finance, healthcare, engineering, and more. Our platform identifies and vets top talent through an AI recruiter, enabling high-quality contributions at scale.
Our goal is to enable 1 billion people to do meaningful work by applying their expertise to AI. We’ve raised $40M+ in funding, and our AI recruiter has powered over 1 million AI-led interviews as our global network of experts grows into the human intelligence layer for AI.

Job Description

Job Title: Household Data Specialist


Job Type: Contractor


Location: Remote, US-based.


Job Summary

Help train the next generation of personal robotics. You'll capture high-quality video demonstrations of everyday household tasks using a UMI gripper — a wearable device that mimics a robot's hand while letting you perform tasks naturally. Your demonstrations become training data that teaches robots how to operate in real homes.


Key Responsibilities:

  1. Capture and submit high-quality, specification-compliant video demonstrations of everyday household tasks using a UMI gripper wearable device.
  2. Follow detailed, task-specific instructions to ensure all recordings meet rigorous project standards.
  3. Review feedback from assigned reviewers and iteratively refine your approach to improve data quality.
  4. Operate and set up recording equipment and the UMI gripper to accurately mimic real-world hand movements while performing tasks.
  5. Communicate proactively and clearly with the customer’s project team, both in writing and verbally.
  6. Maintain a consistent weekly workflow to meet the minimum approved data requirements.


Required Skills and Qualifications:

  1. Keen attention to detail and demonstrated ability to follow complex specifications precisely.
  2. Manual dexterity and experience with physical task precision in varied household environments.
  3. Comfort with operating, wearing, and setting up specialized devices and recording equipment.
  4. Capacity to incorporate feedback and make iterative improvements to processes and outputs.
  5. Strong written and verbal communication skills, including openness to prompt feedback exchanges.
  6. Reliable access to a fully equipped U.S. household (kitchen, living spaces, and common items).
  7. Ability to upload large video files via stable, high-speed internet from your home environment.


Preferred Qualifications:

  1. Genuine curiosity about personal robotics, AI, and emerging technology in home environments.
  2. Prior experience participating in data collection, usability studies, or similar hands-on projects.
  3. Patience for repetitive, precision-oriented work and willingness to adapt as project needs evolve.

Apply now

Please note that after completing the interview process, you’ll be added to our talent pool and considered for this and other roles that match your skills.

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