Brian M.

Key Skills

Software

Other

Top Subject Matter

Humanitarian project reporting and dataset quality assurance

Beneficiary data verification and donor reporting data QA

Multi-sector humanitarian datasets

Top Data Types

Document

Text

Image

Top Task Types

Classification

Freelancer Overview

Program Manager – Kenya Resilient Arid Land Partnership (data validation and QA for datasets). Brings 7+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Other. Education includes Master of Arts, University of Nairobi (2020) and Bachelor of Arts, University of Nairobi (2019). AI-training focus includes data types such as Document and Text and labeling workflows including Evaluation, Rating, and Classification.

Labeling Experience

Programme Manager – World Vision International DRC (data validation and QA supporting AI training workflows)

OtherDocument

Directed large-scale data reporting and monitoring systems requiring continuous dataset validation and quality assurance. Reviewed and validated project reports to ensure data accuracy, consistency, and guideline compliance. Coordinated quality assurance processes and maintained detailed records to support reliable datasets for analysis and AI training workflows. • Managed reporting, documentation, and monitoring for multi-sector projects • Performed report/data validation for accuracy and compliance • Coordinated QA processes and maintained audit-ready records • Supported data preparation and verification for downstream modeling

2023 - 2025

Additional Data Annotation Experience (annotation and labeling support for AI training)

OtherTextClassification

Applied annotation and labeling principles to structured and unstructured datasets while supporting AI training workflows through preparation and verification. Followed annotation guidelines to maintain consistency, accuracy, and compliance with expected dataset formats. Reviewed datasets for errors, duplicates, and inconsistencies to improve label quality. • Performed data categorization and labeling support • Validated datasets for errors, duplicates, and inconsistencies • Ensured guideline interpretation for label consistency • Supported dataset preparation and verification for AI training

2020 - 2025

Program Manager – Kenya Resilient Arid Land Partnership (data validation and QA for datasets)

OtherDocument

Managed validation and quality review activities for structured project datasets supporting reporting and compliance workflows. Reviewed and ensured data accuracy by checking for inconsistencies and errors before stakeholder submission. Coordinated guideline interpretation to maintain uniform reporting standards across teams. • Oversaw field data collection and documentation verification • Performed data reviews to ensure reporting accuracy • Maintained performance tracking records for partners • Supported dataset validation for downstream AI/training preparations

2022 - 2023

Food and Cash Assistance Project Manager – WV South Sudan (data quality checks for reporting datasets)

OtherDocument

Verified beneficiary databases and maintained compliance-focused data processing across humanitarian assistance activities. Performed quality checks to ensure accuracy and consistency in structured data used for reporting. Applied donor reporting standards as guidelines to keep datasets reliable for analysis and potential AI training use. • Managed beneficiary data verification and processing • Conducted quality checks and maintained compliance standards • Ensured timely, accurate data handling for reports • Supported dataset preparation through validation and documentation

2019 - 2021

Education

Work History