JANET WALLACH
***** * ******** ** ****, ID ***** 208-***-**** **********@*****.*** www.linkedin.com/in/janet-wallach-279945334
PROFESSIONAL SUMMARY
AI Chatbot Language Specialist with hands-on experience training and evaluating LLM outputs, editing AI-generated content, and applying detailed rubrics for quality and safety. Proven accuracy-focused background in medical transcription and education, with strengths in research, clarity, and guideline compliance.
CORE SKILLS
LLM response evaluation (accuracy, relevance, safety, clarity)
Prompt writing, testing, and refinement
Audio model training
Annotation and content editing (text; AI image review)
Rubric-based scoring, QA, and consistency checks
Research, fact-checking, and rewriting for clarity/tone
High-accuracy transcription; HIPAA familiarity
EXPERIENCE
Remotasks / Outlier — Independent Contractor, AI Chatbot Language Specialist
July 2023 – Present
Enhanced chatbot interactions by researching, editing, and improving conversational responses for helpfulness, correctness, and user experience
Evaluated outputs against project guidelines to ensure clarity, policy adherence, and consistent quality
Provided structured revisions and feedback to support ongoing model improvement
Mercor — Independent Contractor, AI Chatbot Language Specialist
July 2025 – December 2025
Evaluated and rated LLM responses for accuracy, relevance, safety, and clarity
Reviewed and annotated AI-generated text and images to improve model performance
Wrote, tested, and refined prompts to elicit high-quality, context-appropriate outputs
Applied detailed guidelines and rubrics to ensure consistent scoring and quality control
Delivered structured feedback supporting continuous model training and improvement
Evaluated audio samples used to train and improve AI speech and multimodal models.
Reviewed content for accuracy, quality, and adherence to project guidelines.
Applied detailed annotation and evaluation criteria to support AI model development.
Maintained consistency across tasks while meeting quality and productivity standards.
Collaborated with project teams by providing feedback on data quality and model performance.
Appen Connect — Independent Contractor, Social Media Rater
March 2020 – June 2023
Rated and evaluated content to support improved information quality and credibility on major social media platforms
Followed strict guidelines to ensure consistency and reliability of ratings
Stepping Stones Children’s Center — Preschool Teacher
October 2014 – January 2019
Provided daily care and implemented lesson plans for 20–25 toddlers in a preschool setting
Communicated daily with parents/caretakers regarding student needs and progress
Superior Global Solutions — Medical Transcriptionist
August 2008 – October 2014
Maintained turnaround time and quality standards for a large ER and hospital network on the West Coast
Specialized in ER, psych, H&P, and discharge summaries
Consistently achieved 98%+ accuracy
Performed VR and straight transcription using the EditScript platform
Spheris — Medical Transcriptionist
November 2007 – August 2008
Transcribed clinic reports for hospitals across multiple specialties (psychology, rehab, GI, neurology, PT, general medicine, family practice)
Completed extensive HIPAA training
Performed VR and straight transcription
Cooperstown Elementary School — Assistant to the Principal’s Secretary / Front Desk
September 2000 – June 2007
Typed and proofread documents dictated by the principal; ensured accuracy and professionalism
Maintained student records and processed record transfers
Entered data in the school student database (Informatica)
Typed, edited, and proofread the daily staff newsletter using MS Word
Cooperstown Elementary School — CROP Activity Leader
September 2000 – June 2007
Planned and implemented grant-funded after-school enrichment programming
Wrote lesson plans according to grant guidelines
Maintained strong relationships with parents and caregivers
Cooperstown Elementary School — Teaching Assistant
September 1996 – June 2007
Supported special needs students based on IEP requirements
Participated in CSE meetings with teachers and parents to revise and implement education plans
Maintained ongoing parent communication to support a positive home–school relationship
EDUCATION
Grand Canyon University — Master’s in Education (M.Ed.)
Elmira College — Bachelor’s Degree, Speech and Language Pathology
CareerStep — Honors Certificate, Medical Transcription and Terminology