Description review

Bilingual Mental Health Expert

micro1 · Remote · back to the listing

HR standards

66/100

needs work

Title ↔ description

68/100

needs work

Reads as

Unclear

no confident match

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: Bilingual Mental Health Expert

Role Type: Contractor

Location: Remote

micro1 is engaging bilingual mental health experts to contribute to a customer’s project focused on enhancing AI systems with nuanced expertise. 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

• Analyze and evaluate AI-generated psychological content for accuracy, relevance, and ethical standards.

• Develop and review data sets involving psychological case studies, assessments, and conversations for AI system training.

• Craft detailed written feedback and verbal insights to refine AI responses in contexts such as clinical scenarios, research vignettes, and therapeutic dialogues.

• Identify potential biases or inaccuracies within AI-generated outputs and propose evidence-based improvements.

• Collaborate with multidisciplinary teams to integrate psychological concepts and frameworks into AI model training processes.

• Ensure adherence to cultural, linguistic, and clinical best practices for diverse user scenarios.

• Contribute to documentation and knowledge-sharing resources that guide ongoing AI development.

Preferred Qualifications

• Completed Ph.D in Psychology or MD with completed psychiatry residency.

• Native proficiency in at least one of: French, Malay, Russian, Mandarin, Japanese, Urdu, Swahili, Bulgarian, Tagalog, Polish, Marathi, Lithuanian, Georgian, Bengali, Vietnamese, or Indonesian, plus advanced English communication skills.

• Demonstrated ability to communicate complex psychological concepts clearly in both written and verbal formats.

• Experience in clinical practice, research, or higher education in psychology or psychiatry.

• Strong analytical and evaluative skills to assess psychological data and narrative content.

• Awareness of cultural sensitivity and ethical considerations in global mental health contexts.

• Previous experience collaborating on interdisciplinary or technology-driven projects is a plus.

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: 0 points (from 66 before penalties). Reviewed 21 Sep 2026.