What the work involves
You will spend most of your time reading model output against real-world outpatient professional fee coding scenarios and deciding whether the reasoning holds up. That means checking E/M level selection against documentation, verifying modifier use, catching teaching physician and split/shared visit errors, and flagging places where a model reached the right code through the wrong logic. Alongside corrections, you write short narratives explaining why a finding is a finding — the written rationale is often more valuable to the customer than the corrected code itself.
Other tasks rotate in: authoring audit scenarios with defensible answer keys, comparing two model responses and justifying which is stronger, and joining occasional calibration threads where reviewers disagree on ambiguous documentation. No prior AI or machine learning experience is expected. What transfers is the habit of citing a guideline or documentation element rather than asserting a conclusion.
What the screening looks for
micro1 runs an AI-led interview before human review. Expect it to probe depth rather than résumé keywords:
- Specific, checkable detail about the settings you audited, the volume, and the specialties involved
- Whether you can distinguish coding rules from payer policy from institutional practice
- Reasoning under follow-up — the interviewer will push on edge cases and ask you to defend or revise your answer
- Writing that a compliance officer could read without translation
- Honest availability, including whether your current employer permits outside contract work
Logistics
Fully remote, contractor engagement, invoiced hourly. Work is queue-based and asynchronous; most contributors commit 10–20 hours per week and set their own schedule, with occasional synchronous calibration sessions. Rates in the $55–68/hr range have been observed on this listing and vary with credentials, specialty coverage, and project stage — they are not guaranteed. Engagements are project-scoped and may pause or expand with customer demand.