Nancy M.

Key Skills

Software

Other

Appen

Clickworker

AWS SageMaker

Remotasks

Kili Technology

Top Subject Matter

Health research / public health (health datasets)

Health research / dataset preparation for field studies

Health program administration / research support documentation

Top Data Types

Text

Document

Image

Top Task Types

Classification

Data Collection

Text Generation

Text Summarization

Question Answering

Object Detection

Fine-tuning

Transcription

Evaluation/Rating

Polygon

Segmentation

Bounding Box

Point/Key Point

Cuboid

Freelancer Overview

Researcher, Kericho County Government (April 2021 – Present). Brings 21+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Other and Kili Technology. Education includes Doctor of Philosophy, Jomo Kenyatta University of Agriculture and Technology and Master of Public Health, Moi University. AI-training focus includes data types such as Medical, DICOM, and Document and labeling workflows including Data Collection.

Labeling Experience

Freelance Data Labeling Specialist | Remote (Data annotation, moderation, and classification for AI training)

OtherTextClassification

Freelance Data Labeling Specialist supporting AI and machine learning training by annotating and categorizing datasets with high accuracy and consistency. Reviewed text alongside images and audio to ensure outputs met project rules while maintaining reliable labeling quality. Performed sentiment analysis, content moderation, and classification tasks to support model training and evaluation. • Sentiment analysis and text content moderation labeling • Text classification and dataset categorization • Compliance checks against project guideline requirements • Collaborative labeling with remote teams to meet productivity targets

2025 - Present

Researcher, Kericho County Government (April 2021 – Present)

OtherData Collection

Supported health data analysis workflows using DHIS2 and Excel to ensure data quality and generate actionable outputs. Performed data quality assurance activities to validate and maintain reliability of health datasets used for reporting. Coordinated research administration tasks aligned with ongoing data handling needs across stakeholders. • Used DHIS2 for health data management and extraction. • Cleaned, validated, and quality-checked datasets before reporting. • Produced reports and dashboards to support decision-making. • Collaborated with government and program stakeholders on data accuracy.

2021 - Present

Research and Data Assistant | Contract / Remote (Dataset cleaning, validation, and QA support)

DocumentData Collection

Research and Data Assistant contract role focused on preparing research datasets for reporting and analysis. Organized, cleaned, and validated datasets to improve dataset usability and support quality assurance steps. Managed spreadsheets and digital records to ensure confidentiality and accuracy during remote data preparation workflows. • Dataset organization, cleaning, and validation • Quality assurance support and verification of collected data • Spreadsheet management in Microsoft Excel and Google Sheets • Confidentiality-focused preparation of summaries and reports

2024 - 2024

Lead Researcher, Concern Worldwide (February 2019 – November 2019)

Kili TechnologyDocumentData Collection

Managed and prepared large datasets using KoboToolbox and ODK to support structured research activities. Conducted analysis and reporting based on collected records while maintaining consistency and dataset usability. Ensured outputs met monitoring and research needs through careful handling of collected information. • Designed data collection workflows with KoboToolbox/ODK. • Oversaw large-volume dataset organization for downstream analysis. • Produced analysis summaries and reports for program and research use. • Ensured data readiness through validation and operational checks.

2019 - 2019

Administrator, Tharaka Nithi County Government (January 2013 – March 2019)

OtherDocumentData Collection

Provided ongoing research and program administration that involved maintaining structured records used for operational reporting. Supported data handling and stakeholder communication to ensure compliance and service delivery quality. Contributed to organization of program-related information for monitoring and follow-up activities. • Coordinated daily record keeping and documentation. • Supported reporting and program administration with accurate data. • Assisted with stakeholder communication tied to data and program updates. • Maintained compliant, up-to-date records for ongoing operations.

2013 - 2019

Education

Work History