Musa Kevin

Key Skills

Software

OneForma

Other

Top Subject Matter

Multilingual Content/General Domain

Speech and Spoken Language Processing

AI Training Dataset Collection (Speech, Video, Clinical Text)

Top Data Types

Text

Audio

Image

Document

Top Task Types

Transcription

Data Collection

Entity Ner Classification

Prompt Response Writing SFT

Freelancer Overview

AI Content Translator (Freelance – AI Training Projects). Core strengths include OneForma, UHRS, and Other. Education includes Bachelor of Commerce, Dedan Kimathi University of Technology. AI-training focus includes data types such as Text and Audio and labeling workflows including Translation, Localization, and Transcription.

Labeling Experience

LLM Prompt Author / AI Prompt Analyst

OtherTextPrompt Response Writing SFT

Designed, refined, and evaluated prompts and responses for large language model (LLM) training. Ensured prompt clarity, context specificity, and guidance for desired model behavior. Collaborated to produce high-quality datasets for supervised fine-tuning tasks. • Authored and reviewed prompts for LLM performance enhancement. • Evaluated effectiveness of generated outputs for quality improvement. • Addressed diverse domains and instructions in task design. • Contributed to development and steering of advanced AI systems.

Designed, refined, and evaluated prompts and responses for large language model (LLM) training. Ensured prompt clarity, context specificity, and guidance for desired model behavior. Collaborated to produce high-quality datasets for supervised fine-tuning tasks. • Authored and reviewed prompts for LLM performance enhancement. • Evaluated effectiveness of generated outputs for quality improvement. • Addressed diverse domains and instructions in task design. • Contributed to development and steering of advanced AI systems.

Present

AI Content Judge / Quality Evaluator

Text

Evaluated the quality of AI-generated content and human annotations using established guidelines. Judged search relevance, content accuracy, and annotation compliance to guide model improvement. Provided detailed feedback to facilitate continuous quality enhancement. • Rated outputs from both machine and human annotations. • Targeted relevance and accuracy in content evaluation. • Ensured adherence to task and project instructions. • Supported iterative improvements for AI model outputs.

Evaluated the quality of AI-generated content and human annotations using established guidelines. Judged search relevance, content accuracy, and annotation compliance to guide model improvement. Provided detailed feedback to facilitate continuous quality enhancement. • Rated outputs from both machine and human annotations. • Targeted relevance and accuracy in content evaluation. • Ensured adherence to task and project instructions. • Supported iterative improvements for AI model outputs.

Present

Annotation & Labeling Specialist

TextEntity Ner Classification

Labeled and categorized data elements in text and OCR outputs for machine learning annotation projects. Executed sentiment analysis, entity recognition, classification, and event tagging tasks. Supported the accuracy and precision of AI training datasets by identifying relevant features. • Applied OCR and quality assessment annotation tools. • Carried out nuanced analysis tasks for AI development. • Ensured annotation aligned with project-specific requirements. • Used UHRS and OCR annotation platforms for quality delivery.

Labeled and categorized data elements in text and OCR outputs for machine learning annotation projects. Executed sentiment analysis, entity recognition, classification, and event tagging tasks. Supported the accuracy and precision of AI training datasets by identifying relevant features. • Applied OCR and quality assessment annotation tools. • Carried out nuanced analysis tasks for AI development. • Ensured annotation aligned with project-specific requirements. • Used UHRS and OCR annotation platforms for quality delivery.

Present

Data Collection Contributor – AI Training Datasets

OneformaAudioData Collection

Collected and curated structured voice and video datasets from real users for AI model training. Documented emails and clinical text as part of comprehensive dataset assembly. Submitted data assets per project specifications and compliance standards. • Participated in diverse domain-specific data collection efforts. • Ensured high-quality and accurately formatted data entries. • Adhered to data privacy and security requirements. • Facilitated dataset expansion through structured contributions.

Collected and curated structured voice and video datasets from real users for AI model training. Documented emails and clinical text as part of comprehensive dataset assembly. Submitted data assets per project specifications and compliance standards. • Participated in diverse domain-specific data collection efforts. • Ensured high-quality and accurately formatted data entries. • Adhered to data privacy and security requirements. • Facilitated dataset expansion through structured contributions.

Present

Transcription Specialist – Remote AI Data Tasks

OneformaAudioTranscription

Transcribed spoken audio into written text to support speech recognition model development. Covered various dialects and languages with attention to nuanced speech details. Verified accuracy of transcripts against audio recordings for quality assurance. • Labeled speaker segments and applied timestamps for dataset structure. • Supported multilingual and diverse audio data sources. • Ensured data privacy and project compliance in all tasks. • Delivered high-quality transcriptions within stipulated deadlines.

Transcribed spoken audio into written text to support speech recognition model development. Covered various dialects and languages with attention to nuanced speech details. Verified accuracy of transcripts against audio recordings for quality assurance. • Labeled speaker segments and applied timestamps for dataset structure. • Supported multilingual and diverse audio data sources. • Ensured data privacy and project compliance in all tasks. • Delivered high-quality transcriptions within stipulated deadlines.

Present

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Education

Work History