Description review

Developmental Psychology (PhD)

micro1 · Remote · back to the listing

HR standards

62/100

needs work

Title ↔ description

67/100

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: Developmental Psychology (PhD)

Role Type: Contractor

Location: Remote

micro1 is engaging Psychologists to contribute their expertise to a customer's project at the intersection of psychology and technology. 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 is especially suited for contributors who have a background in research or academic work related to child development or developmental psychology, with or without direct clinical experience.

Scope of Work

• Evaluate, review, and annotate data sets relevant to child development and developmental psychology for AI system training.

• Provide detailed insights and feedback on the accuracy, cultural appropriateness, and developmental relevance of data and model outputs.

• Contribute expert analysis to scenario development, test cases, and real-world situations involving children’s learning and behavior.

• Collaborate with interdisciplinary teams to inform model improvements and ensure psychological integrity in AI interactions.

• Create or refine guidelines for AI systems to better address linguistic, cognitive, and psychosocial aspects of child development across diverse backgrounds.

• Document findings and recommendations with clarity and depth to support ongoing AI research and development.

Preferred Qualifications

• Doctorate (PhD) in Child Development, Developmental Psychology, or closely related field.

• Demonstrated involvement in technology-driven, digital, or AI-focused projects relevant to child development is highly desirable.

• Comfortable working remotely on digital platforms, delivering contributions independently while engaging with a distributed team.

• We are prioritizing applicants with proficiency in one or more of these languages: Japanese, French, Tagalog, Malay, Lithuanian, Russian, Georgian, Polish, Marathi, Bengali, Urdu, Vietnamese, Swahili, Mandarin, Cantonese, Indonesian, Turkish, Gujarati, Bulgarian.

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 66 before penalties). Reviewed 21 Sep 2026.