Kaina Joseph

Key Skills

Software

Appen

Labelbox

Other

Top Subject Matter

AI Writing/Language Models

Social Media/Content Moderation

Top Data Types

Text

Video

Image

Top Label Types

Classification

Bounding Box

Text Generation

Transcription

Freelancer Overview

Independent Assessor / AI Trainer. Brings 6+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strength is Data Labeling. Education includes Bachelor of Fine Arts, Full Sail University (2025) Course Careers (2024). AI-training experience in data types such as Text, Photo and Video and labeling workflows such as Evaluation, Rating, and Classification.

Labeling Experience

Social Media Evaluator

AppenVideoClassification

As a Social Media Evaluator for Appen Crowd Projects, I assessed short-form video content to ensure relevance and compliance with platform quality standards. I provided structured feedback and categorized content to support machine learning model development. My work demanded high attention to detail and proactive communication with project leads. • Evaluated and labeled social video data sets. • Ensured guideline compliance for large volumes of media. • Categorized and tagged content for algorithm training. • Flagged data quality issues and ambiguities.

As a Social Media Evaluator for Appen Crowd Projects, I assessed short-form video content to ensure relevance and compliance with platform quality standards. I provided structured feedback and categorized content to support machine learning model development. My work demanded high attention to detail and proactive communication with project leads. • Evaluated and labeled social video data sets. • Ensured guideline compliance for large volumes of media. • Categorized and tagged content for algorithm training. • Flagged data quality issues and ambiguities.

2025 - Present

Independent Assessor / AI Trainer

OtherText

As an Independent Assessor and AI Trainer at Outlier.ai, I managed the labeling and annotation of diverse datasets to enhance AI models’ writing quality, logic, and safety. I reviewed annotated outputs, created high-quality prompt responses, and maintained rigorous documentation of annotation decisions. My role required strict adherence to guidelines and close collaboration with remote teams. • Labeled and audited complex AI training data. • Evaluated writing for logical soundness and safety standards. • Generated prompts and responses for instruction tuning and SFT. • Documented model feedback and guideline ambiguities.

As an Independent Assessor and AI Trainer at Outlier.ai, I managed the labeling and annotation of diverse datasets to enhance AI models’ writing quality, logic, and safety. I reviewed annotated outputs, created high-quality prompt responses, and maintained rigorous documentation of annotation decisions. My role required strict adherence to guidelines and close collaboration with remote teams. • Labeled and audited complex AI training data. • Evaluated writing for logical soundness and safety standards. • Generated prompts and responses for instruction tuning and SFT. • Documented model feedback and guideline ambiguities.

2025 - Present

Education

Work History