Description review

PhD & Academic Expert

micro1 · Remote · back to the listing

HR standards

60/100

needs work

Title ↔ description

69/100

needs work

Reads as

Unclear

no confident match

What the listing never says

  • No pay range published. Candidates cannot tell whether applying is worth their time. Pay transparency

The listing, marked up

Nothing in the wording of this listing tripped a check. The scores above still judge how complete and coherent it is.

Role Title: PhD & Academic Expert

Role Type: Contractor

Location: Remote

About the Role micro1 is partnering with a leading AI lab to hire PhDs for projects that demand deep subject-matter expertise. Whether your field is technical (STEM) or humanities (English, literature, journalism), you'll apply research-grade rigor to evaluating and improving AI model reasoning.

Scope of Work

• Evaluate AI model responses in your field for accuracy, depth, and reasoning quality

• Create expert-level prompts, reference answers, and detailed critiques

• Apply academic rigor to identify subtle errors and shallow reasoning

• Help define expert-level performance standards for AI systems

Preferred Qualifications

• PhD from a reputable university in a technical field, English, literature, or journalism

• Undergraduate degree from a well-known university

• 1+ year of professional work experience, including experience within the past 7 years

• Based in an English-speaking country

• Excellent written English and the ability to explain complex ideas clearly

Originally posted on Himalayas

How this was produced

Highlights are found by rule, not by a model: each one is a phrase matched at a known position, and every note is a template we wrote. The two scores come from a typed-decision model (Jev) that reads the listing against the official role definition and real listings for the same role, and returns probabilities rather than prose — it never writes any of the words on this page, and never chooses what to highlight.

Deterministic penalty applied to the HR score: 4 points (from 64 before penalties). Reviewed 21 Sep 2026.