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Appen
Clickworker
Toloka
Surge AI
Remotasks
Mercor
Text
Computer Code Programming
Document
Classification
Entity (NER) Classification
Segmentation
Text Generation
Question Answering
Text Summarization
Transcription
Evaluation/Rating
Data Collection
Prompt + Response Writing (SFT)
Computer Programming/CodingHaving more than 5 years of experience in data analysis, validation, and quality assurance, I have developed a solid background that can be directly applied to the workflows of AI training data. As a freelance consultant, I have assisted AI-related projects such as data structuring, labeling readiness, and evaluation support to clients worldwide. My experience in data cleaning, validation, and quality assurance means that datasets that I work with are of high accuracy, which is essential to effective model training. My technical literacy and practical skills to operate with confidence in AI data pipelines are due to my academic background in Applied Computer Science and ongoing training in Python. My unique skill is that I have both quantitative and qualitative data handling expertise, which is a rare combination in AI annotation work. My work experience at Concern Worldwide and Strathmore University taught me to be very strict in attention to detail when handling complex datasets with strict accuracy and integrity requirements, including donor-grade reporting requirements. I have experience in structured documentation, research writing, and workflow optimization, which directly translate into generating consistent, high-quality labeled data outputs. My proven remote work performance and fast adaptability to new tools and AI systems make me a reliable and efficient contributor to any data labeling or AI training project.
ImageClassificationExperienced in reviewing and verifying visual content for accuracy, cultural relevance, and contextual appropriateness. Skilled in identifying mismatches between images and associated text, flagging low-quality or duplicate samples, and rewriting descriptions in both English and Swahili with cultural context drawn from deep East African regional familiarity.
TextPrompt + Response Writing (SFT)While working with global clients as an independent consultant, I supported AI-related tasks including preparing raw datasets for labeling pipelines, organizing unstructured data into clean, structured formats ready for annotation. This involved defining data categories, flagging ambiguous entries, and ensuring consistency across large datasets to meet model training requirements.
DocumentEvaluation/RatingI cleaned and analyzed academic research datasets using SPSS and Excel, removing errors, resolving inconsistencies, and standardizing formats. This quality assurance work closely mirrors the validation and review stages in professional data annotation workflows.
TextEntity (NER) ClassificationI analyzed qualitative and quantitative data from field research for development and humanitarian programs. This included coding open-ended survey responses, validating field data, and ensuring data integrity for donor reporting, skills that map directly onto text annotation and classification tasks in AI training.
Certificate, Python Programming
Master of Business Administration, Strategic Management
Executive Assistant / Operations & Research Coordinator
Project Assistant (Research & Administration)
