Leah M.

Key Skills

Software

Other

Top Subject Matter

AI response evaluation

research verification

and prompt-based quality improvement

Top Data Types

Text

Computer Code Programming

Top Task Types

Computer Programming/Coding

Prompt + Response Writing (SFT)

Fine-tuning

Question Answering

Text Generation

Entity (NER) Classification

Freelancer Overview

AI Training & Data Annotation Experience (Freelance / Academic Practice). Brings 2+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Other. Education includes Bachelor of Science, University of Eldoret (2022) and Kenya Certificate of Secondary Education, Loreto High School Limuru (2022). AI-training focus includes data types such as Text and labeling workflows including Evaluation and Rating.

Labeling Experience

AI Training & Data Annotation Experience (Freelance / Academic Practice)

OtherText

Evaluated AI-generated responses for accuracy, clarity, relevance, and completeness to support AI training quality. Compared multiple outputs and ranked responses based on correctness and helpfulness. Conducted fact-checking and verification using independent research to flag inaccuracies and unsafe or low-quality content. • Assessed responses against structured quality criteria • Wrote structured feedback to guide model improvement • Performed information verification using independent sources • Tested prompt refinements to improve output quality

2024 - Present

AI & Research Experience (ChatGPT/Gemini/Microsoft Copilot evaluation and prompt refinement)

OtherText

Evaluated AI-generated responses using accuracy, clarity, and relevance checks to improve output quality. Applied structured prompting techniques to refine responses and achieve better results across research and content-related tasks. Conducted independent verification of information from multiple sources to ensure reliability and correctness. • Reviewed LLM responses for inconsistencies and errors • Used prompt writing and refinement for improved performance • Performed information analysis and quality assurance on outputs • Verified facts using multiple references for correctness

2022 - Present

AI & Research Experience (self-directed AI training/evaluation workflow)

OtherTextPrompt + Response Writing (SFT)

Used AI tools (ChatGPT, Gemini, and Microsoft Copilot) to support research work and evaluate AI-generated outputs. Applied structured prompting techniques to improve the quality of AI responses and independently verified information using multiple sources. Conducted accuracy, clarity, and relevance checks on generated content as part of an AI-assisted research workflow. • Crafted prompts for coding and research assistance • Assessed AI outputs for accuracy and relevance • Cross-checked facts against multiple sources • Refined prompts based on evaluation results

2024 - 2024

Quality Control Specialist (TIFA Research)

OtherText

Performed quality assurance checks on collected datasets to ensure accuracy and consistency. Reviewed datasets and reports to identify errors, inconsistencies, and missing information, then validated and cleaned structured data before submission. Supported research teams by ensuring high standards of data integrity and improving the reliability of research outputs. • Checked dataset fields for completeness and correctness • Identified and logged data errors and inconsistencies • Performed data cleaning and validation prior to analysis • Reviewed supporting documentation for accuracy

2023 - 2024

Education

Work History