bancy User
@bancyuser
Data Annotator supporting AI models with accurate, guideline-driven labeling.
KenyaWhat I'm looking for
I am a detail-oriented Data Annotator with over 3 years of experience supporting AI and machine learning projects at RWS. I perform data collection, evaluation, and annotation across text, audio, image, and video—always with a strong focus on accuracy and guideline compliance.
At RWS, I annotated and labelled datasets to support AI and machine learning model training, and I performed pairwise comparisons to evaluate outputs and improve model relevance. I also executed counting, classification, and categorisation tasks across both structured and unstructured data, and I tagged objects in images, audio, and video datasets following strict project guidelines.
I build quality into every workflow through data evaluation and quality checks to ensure consistency and reliability of annotations. In remote, high-volume environments, I maintained high accuracy rates while meeting strict deadlines, and I updated my practices based on project feedback.
Alongside annotation work, I have experience as a transcriptionist, handling English and Swahili transcription with high accuracy at GoTranscript and TranscribeMe. I reviewed and edited transcripts for clarity and grammar accuracy, worked with different accents and audio quality levels, and supported language technology projects through careful transcription and quality checks.
Experience
Work history, roles, and key accomplishments
Freelance Data Annotator
Clickworker
Mar 2026 - Present (3 months)
Performed UHRS microtasks including image tagging, text classification, and search result evaluation, ensuring data accuracy, relevance, and guideline compliance. Verified and corrected entries, reported unclear instructions, and maintained strong QA performance while meeting deadlines.
Data Annotator
RWS
Annotated and labeled multimodal datasets to support AI/ML model training, including pairwise comparisons, counting, categorization, and object tagging across text, audio, image, and video. Performed data evaluation and QA to maintain consistency and reliability while following detailed guidelines.
Freelance Transcriptionist
TranscribeMe
Transcribed and reviewed short- and long-form English audio, converting speech into clean, well-formatted transcripts with timestamps and speaker identification. Performed proofreading and quality checks to improve accuracy and readability for AI/speech datasets while meeting strict turnaround times.
Transcriptionist
GoTranscript
Transcribed and edited English and Swahili audio content, including interviews, conversations, podcasts, meetings, and AI training data. Reviewed transcripts for clarity, grammar, and consistency while handling varying accents, dialects, and audio quality under client guidelines.
Education
Degrees, certifications, and relevant coursework
United States International University Africa
Bachelor’s Degree in English and Literature, English and Literature
Earned a bachelor’s degree in English and Literature, focusing on English language and communication, academic writing and research, and literature analysis. Developed strong written and verbal communication, proofreading, and analytical skills.
Availability
Location
KenyaAuthorized to work in
Job categories
Skills
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