Susan W.

Key Skills

Software

Other

Clickworker

Micro1

OneForma

Top Subject Matter

Health & operations (clinical/program records)

Healthcare operations & clinical data (indicator-based reporting)

Social services program & beneficiary records

Top Data Types

Text

Document

Image

Top Task Types

Classification

Polygon

Bounding Box

Cuboid

Text Generation

Question Answering

Freelancer Overview

Data Support & Records Annotation Assistant. Core strengths include Other. Education includes Bachelor of Arts, University of Nairobi (2014) and Diploma, Moi University (2008). AI-training focus includes data types such as Medical, DICOM, and Text and labeling workflows including Classification.

Labeling Experience

Data Annotation & Quality Assurance Specialist (Health & Operations Data)

OtherClassification

Labeled, classified, validated, and quality-checked large volumes of structured operational and clinical health data using predefined indicators and reporting standards. Applied consistent annotation rules to tag records by attributes such as service type, outcomes, time periods, and performance indicators, ensuring datasets remained analysis-ready. Performed accuracy audits by identifying and correcting misclassified, missing, or inconsistent data entries across multiple digital systems, while maintaining detailed documentation of definitions and standards. • Annotated structured health/operations records using predefined indicator-based rules. • Validated labeled datasets for accuracy, completeness, and consistency across systems. • Audited for misclassifications and corrected inconsistent or missing fields prior to reporting. • Documented data definitions/indicators and supported team training on QA practices.

2011 - Present

Data Support & Records Annotation Assistant

OtherClassification

Provided data support and records annotation for healthcare/operations datasets, ensuring records were entered, classified, and organized according to standardized categories and reporting requirements. Conducted verification of annotated entries for completeness and correctness against source documentation before they were used in reporting workflows. Assisted with data cleaning and pre-processing steps to prepare datasets for analytics and decision-support outputs. • Entered and classified beneficiary/clinical/operational records into structured categories. • Cross-checked annotated fields for completeness and correctness against source documentation. • Assisted in cleaning and pre-processing steps prior to reporting use. • Maintained consistency with annotation standards used by the organization.

2009 - 2011

Program Data Annotation & Records Officer

OtherTextClassification

Annotated beneficiary and program records using standardized categories and outcome indicators to support monitoring and reporting. Classified case management data so it could be used for structured reporting workflows. Ensured accuracy and integrity of the resulting annotated datasets through routine checks aligned with standard indicator definitions. • Labeled beneficiary/program records using standardized category schemas. • Classified case management data using outcome indicator definitions. • Performed routine checks to maintain dataset integrity. • Prepared labeled outputs for downstream monitoring and reporting.

2009 - 2009

Education

Work History