On Academic Research & Field Survey Projects, I review and verify qualitative field data in English and Kiswahili, checking entries for accuracy and consistency with project standards.
I evaluate survey narratives for inconsistencies, bias, and incomplete responses before database entry, while following data protection guidelines and quality benchmarks.
For University Research & Spatial Projects, I prepare and edit technical reports, GIS mapping summaries, and analytical memos. I also turn complex dataset outputs into clear, objective summaries for academic review panels.
As a Peer Evaluator & Student Forum Moderator, I monitored student channels, enforced conduct rules, and flagged offensive language. I bring native Kiswahili proficiency, including familiarity with regional dialects and Sheng, alongside advanced professional English.

