Mary N.

Key Skills

Software

Remotasks

Top Subject Matter

AI and machine learning training data (image annotation, categorization, and verification)

Operational documentation and transcription/verification-adjacent data quality tasks

Program operations data quality

Top Data Types

Image

Text

Document

Top Task Types

Segmentation

Transcription

Freelancer Overview

Data Annotator (Remote) at Remotasks. Brings 12+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Remotasks. Education includes Diploma in Project Management, Kiharu Technical College (2025) and Certificate in Basic Computer Packages, Unix Computer Consultant (2015). AI-training focus includes data types such as Image, Text, and Document and labeling workflows including Segmentation, Transcription, and Evaluation.

Labeling Experience

Field Program Operator at Food for Education (F4E)

RemotasksDocument

Supported field data collection, documentation, and quality control processes to ensure program data accuracy. Prepared periodic reports and monitored key operational metrics for program performance. Coordinated with schools, suppliers, and internal teams to support efficient delivery and reliable records. • Ensured data accuracy across program activities • Conducted field documentation and quality control • Monitored operational metrics and reported results • Coordinated stakeholders to support data collection workflows

2023 - 2026

Customer Support Agent at Bidco Ltd

RemotasksTextTranscription

Supported dataset preparation activities related to transcription and data verification as part of operational records management. Maintained accurate documentation of customer interactions and follow-up actions for reliable recordkeeping. Assisted internal teams with timely resolution workflows supported by documented information. • Maintained interaction records and follow-up actions • Supported documentation for operations and service resolution • Contributed to verification of information in records • Ensured timely updates for internal teams

2020 - 2022

Data Annotator (Remote) at Remotasks

RemotasksImageSegmentation

Performed large-scale image classification, segmentation, and categorization for AI/ML training datasets. Conducted quality assurance checks to maintain annotation accuracy and consistency across outputs. Completed transcription and data verification tasks associated with dataset preparation and validation. • Labeled and categorized images at scale • Ran QA reviews to ensure consistency • Verified transcription and dataset details • Delivered datasets supporting AI model development pipelines

2018 - 2022

Education

Work History