At Digital Divide Data, I review and label images according to quality and consistency standards. I also identify and correct annotation errors to support reliable datasets for machine learning and AI development.
At Apollo Agriculture, I handled inbound and outbound calls to respond to inquiries and verify customer information. I supported farmers, maintained follow-up records, and handled sensitive client information in line with confidentiality standards.
At Kenya Red Cross Society, I mobilized community members for health outreach programs and community initiatives. I also collected field data using Kobo Collect and ODK.
At the Independent Electoral and Boundaries Commission, I used digital biometric registration equipment to capture and update applicant records. I welcomed voters, answered questions, and reviewed identification documents.

