Pamela P.

Key Skills

Software

Data Annotation Tech

Top Subject Matter

Long-term care pharmacy operations

medical records and claims/eligibility data quality

Inventory Domain Expertise

Top Data Types

Text

Document

Top Task Types

Entity (NER) Classification

Classification

Data Collection

Fine-tuning

Evaluation/Rating

Freelancer Overview

Over the past month, I have focused on high-level AI training and data evaluation through the DataAnnotation platform, specifically working on the refinement of Large Language Models. My experience involves analyzing model outputs for factual accuracy, logical consistency, and adherence to complex instructions, while also crafting high-quality prompts to improve the model's reasoning capabilities. I excel at identifying subtle nuances in tone and technical precision, ensuring that the data used to train these models meets professional standards for clarity and reliability. My background in managing intricate inventory systems and regional training programs has provided me with the meticulous attention to detail and technical proficiency in Excel necessary to navigate complex data environments and maintain high-quality outputs in a remote setting.

Labeling Experience

Purchasing Manager (Operational Data Research, Reporting, and Audit Oversight)

TextClassification

Created analytical reporting overlays that reduced restock time by over 60%, supporting data-driven operational decisions. Conducted ongoing auditing and process oversight to identify discrepancies affecting inventory records and financial accuracy. Applied forecasting to ensure billing and stock accuracy, implying repeated validation of structured operational data. • Built data-driven reporting overlays to detect and reduce operational delays • Managed inventory forecasting for billing and stock accuracy • Performed rigorous auditing to reduce shrink and expiration waste • Analyzed inventory/stock data trends to improve recovery outcomes

2017 - 2021

Medical Records Manager (Claims/Eligibility & Audit Management)

Entity (NER) Classification

Oversaw medical record handling for 300+ long-term care facilities, emphasizing eligibility/claims support and accurate patient data. Managed compliance-focused auditing workflows that effectively required consistent classification of patient and record attributes. Ensured MAR timelines and record accuracy through structured review and record-audit systems. • Claims & eligibility support for LTC facilities • Compliance and accuracy checks on patient data attributes • MAR timeline verification and discrepancy resolution • Implemented record-audit systems to improve regulatory adherence

2014 - 2017

Education

Work History