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Arpita M.

Arpita M.

Bupa Cromwell Hospital — Patient Services & Operations Coordinator (AI & LLM Data Quality Assurance)

United Kingdom flagLondon, United Kingdom

Key Skills

Software

Other

Top Subject Matter

Health Domain Expertise
Wellness Domain Expertise
and Medical Content Safety

Top Data Types

TextText
DocumentDocument

Top Task Types

Prompt + Response Writing (SFT)Prompt + Response Writing (SFT)
Evaluation/RatingEvaluation/Rating
Red TeamingRed Teaming
RLHFRLHF

Freelancer Overview

Bupa Cromwell Hospital — Patient Services & Operations Coordinator (AI & LLM Data Quality Assurance). Brings 17+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Other. Education includes Bachelor of Arts, Calcutta University and Professional Development Training, Cambridge International Examinations. AI-training focus includes data types such as Text and labeling workflows including Evaluation and Rating.

Labeling Experience

Bupa Cromwell Hospital — Patient Services & Operations Coordinator (AI & LLM Data Quality Assurance)

OtherTextText

Reviewed and audited AI-generated medical, fitness, and health content for safety, accuracy, and bias using frontier LLMs. Engineered structured safety prompts and checked outputs for hallucinations or dangerous advice before use in human-in-the-loop workflows. Ensured compliance with insurer policies and international standards through objective guideline adherence and documentation. • Evaluated LLM responses (ChatGPT, Google Gemini, MS Copilot) and performed content review quality checks. • Detected hallucinations and flagged unsafe or non-compliant information for correction. • Applied health-and-wellness domain knowledge to fact-check complex datasets against scientific and industry standards. • Produced high-quality documentation to support QA and compliance review processes.

2021 - 2026

Cambridge International School — Vice Principal / Member of Leadership Team (Compliance & Content Oversight)

OtherTextText

Oversaw content oversight and policy adherence for safeguarding, compliance, and student wellness programs across a large educational institution. Conducted objective evaluation of institutional frameworks and documentation supporting content governance and guideline adherence. Coordinated multi-tier workflows with strong attention to detail suited to QA-style review tasks in AI-assisted processes. • Led development and implementation of safeguarding and compliance frameworks for 2500+ students. • Ensured wellness-related policy adherence and maintained governance processes for content and guidance. • Managed multi-tier administrative and operational structures supporting consistent rule-based oversight. • Delivered structured leadership to support accurate and compliant documentation across teams.

2010 - 2020

Education

C

Cambridge International Examinations

Professional Development Training, Education

Professional Development Training
Not specified
C

Calcutta University

Bachelor of Arts, English

Bachelor of Arts
Not specified

Work History

B

Bupa Cromwell Hospital

Patient Services and Operations Coordinator

London
2021 - 2026
P

Property Management & Sourcing

Lead Property Consultant

N/A
2020 - 2021