Available to hire
Motivated AI Trainer with strong experience in organizing raw data into structured datasets, following annotation
guidelines, reviewing AI responses, and validating data annotation. I am fluent in English and Swahili, with proven
skills in transcription, translation,and content review. Over the years, I have developed a sharp eye for detail, a
disciplined approach to quality assurance, and a natural curiosity for how systems learn and improve. I hold a bachelor’s
degree in business administration and management with a finance specialization from St. Paul’s University, which gave
me the academic foundation in data analysis, structured thinking, process adherence, and quality assurance skills
fundamental for organizing raw data. I am patient, precise, and comfortable working independently on complex,
repetitive tasks, re-annotating data as needed to ensure accuracy and consistency.
Work Experience
Researcher at Respondent
February 2, 2026 - Present• Conducted qualitative research using various interviewing techniques and methodologies.
• Analyzed participant feedback to identify trends and insights for client projects.
• Collaborated with cross-functional teams to develop effective research strategies.
• Prepared comprehensive reports summarizing research findings and recommendations.
• Utilized software tools for data analysis, enhancing research accuracy and efficiency.
• Collaborated with multi-disciplinary teams to design experiments, collect data, and interpret results.
Conducted literature reviews and synthesized research to identify gaps in knowledge and inform project
objectives.
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• Designed studies and observations on subjects, analyzing results for significant findings.
Research volunteer at ST. PAUL'S UNIVERSITY
January 9, 2024 - Present•Assisted in teaching research-centered courses to undergraduates in academic writing, research methods and technical writing, and project studies.
• proofread and mentored students on research writing and ethics.
•Reviewed and verified students' data for accuracy, refining data collection methods, and reducing data inconsistencies.
Freelancer at CLICKWORKER
April 7, 2026 - Present• Reviewed and categorized data to ensure quality and accuracy.
• Participated in online surveys and user testing for product feedback.
• Engaged in content creation, including writing and editing articles.
• Assisted in data entry and transcription tasks for multiple assignments.
• Utilized online platforms to track progress and manage tasks efficiently.
Finance Officer at FIREFOX KENYA LIMITED
January 7, 2025 - Present• Managed financial operations and coordinated cross-functional teams to ensure alignment on budgetary goals.
• Tracked expenses using Sage, conducted bank reconciliations, and facilitated timely month-end closing processes.
• Processed supplier invoices and payments with strict accuracy.
• Handled payroll support and statutory deductions.
Strengthened expense tracking through systematic procedures, contributing to cleaner audit trails and reliable
reporting.
Data Annotator at APPEN
January 7, 2025 - August 1, 2025• Applied structured judgement to label complex content, ensuring high-quality outputs for model evaluation.
•Assessed data for accuracy, consistency, and logical alignment with annotation guidelines. Identified ambiguous
cases and inconsistencies in task instructions and data samples.
• Reviewed and annotated datasets used for training and evaluating machine learning and AI systems.
• Worked independently in an asynchronous, project-based environment with strict quality thresholds
Finance Officer at FIREFOX KENYA LIMITED
January 7, 2025 - January 1, 2026• Managed financial operations and coordinated cross-functional teams to ensure alignment on budgetary goals.
• Tracked expenses using Sage, conducted bank reconciliations, and facilitated timely month-end closing processes.
• Processed supplier invoices and payments with strict accuracy.
• Handled payroll support and statutory deductions.
Strengthened expense tracking through systematic procedures, contributing to cleaner audit trails and reliable
reporting.
SELF EMPLOYED at Freelance Makeup Artist
January 3, 2017 - Present• Organized client data, schedules, and financial records into structured systems.
• Followed client guidelines and maintained consistent quality across all interactions.
• Reviewed and validated client information before engaging them.
• Sustained business through discipline, reliability, and attention to detail, core enhancing reliability.
Education
Bachelor of Business Administration and Management at St. Paul's University
January 2, 2023 - November 7, 2025My degree in Business Administration and Management with a Finance Specialisation from St. Paul's University equipped me with a robust set of analytical, strategic, and operational skills. I developed strong technical proficiency in financial accounting, corporate finance, and management accounting, allowing me to interpret complex data, manage budgets, and conduct variance analysis with precision. The program also honed my understanding of auditing, taxation, and business law, ensuring I can navigate compliance and regulatory frameworks with integrity. Beyond the numbers, I gained critical skills in strategic management, organizational behavior, and business administration, which taught me how to streamline operations, lead teams, and align financial goals with broader organizational objectives. This combination of financial depth and managerial breadth gave me the foundation to analyze problems systematically, make ethical decisions under pressure, and communicate complex financial information clearly to diverse stakeholders.
Bachelor of Business Administration and Management at St. Paul's University
January 2, 2023 - November 7, 2025My Bachelor's degree in Business Administration and Management with Finance Specialisation from St. Paul's University equipped me with analytical and systematic thinking skills that are directly transferable to AI training and data annotation. Through coursework in financial accounting and management accounting, I learned how to interpret complex data, identify patterns, and ensure accuracy across large datasets, skills essential for structuring raw data and validating AI outputs. My training in auditing and internal controls taught me to follow strict guidelines, maintain consistency, and apply quality assurance protocols with discipline. Courses in business law and ethics gave me a strong foundation in integrity, bias recognition, and responsible decision-making—critical when evaluating AI responses for fairness and compliance. Additionally, strategic management and organizational behavior honed my ability to think critically, solve problems systematically, and document findings clearly, all of which are core competencies for reviewing AI-generated content and contributing to model improvement.
Qualifications
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