Ayub Huruse

Key Skills

Software

Scale AI

Remotasks

Top Subject Matter

No subject matter listed

Top Data Types

Audio

Document

Image

Text

Video

Top Label Types

Action Recognition

Bounding Box

Classification

Evaluation Rating

Fine Tuning

Question Answering

Transcription

Freelancer Overview

I am an experienced data annotator and AI trainer with a strong background in producing high-quality training data for NLP and classification tasks. My work includes writing precise rationales, detailed feedback, and applying strict rubrics to ensure accuracy, safety, and clarity in AI model outputs. I have handled diverse annotation projects, performed multi-pass quality assurance, and resolved edge cases to maintain consistency in datasets. With a Bachelor’s in Cybersecurity, I bring technical expertise in analyzing data using tools like Python, Wireshark, VirusTotal, and Kibana. My strengths include meticulous documentation, guideline-based evaluation, and professional written communication, making me well-equipped to deliver reliable and structured training data for AI and machine learning applications.

Labeling Experience

AI Trainer / AI Evaluator (Contract)

Scale AITextEvaluation Rating

I evaluated, rated, and labeled AI model outputs following strict rubrics for accuracy, safety, and helpfulness. My work generated high-quality training data through structured assessments, quality checks, and refined guidelines. Tasks included classification, response rating, and prompt analysis to ensure consistency and clarity in AI outputs. • Produced precise rationales and feedback for model responses. • Conducted edge-case documentation and guideline improvement. • Maintained high standards in response classification and evaluation. • Delivered ongoing, rubric-based written evaluations to the project team.

I evaluated, rated, and labeled AI model outputs following strict rubrics for accuracy, safety, and helpfulness. My work generated high-quality training data through structured assessments, quality checks, and refined guidelines. Tasks included classification, response rating, and prompt analysis to ensure consistency and clarity in AI outputs. • Produced precise rationales and feedback for model responses. • Conducted edge-case documentation and guideline improvement. • Maintained high standards in response classification and evaluation. • Delivered ongoing, rubric-based written evaluations to the project team.

2024 - 2024

AI Data Annotator / AI Trainer (Contract)

RemotasksTextClassification

I reviewed and annotated text data for natural language processing and classification projects, strictly following rubric-aligned instructions. My responsibilities involved multi-pass quality assurance and consistent application of labeling guidelines. Documented decisions and created annotation examples to enhance overall dataset quality. • Performed rubric-based data annotation and labeling. • Conducted iterative quality checks on annotated datasets. • Created documentation for labeling processes and results. • Collaborated remotely to resolve annotation issues and maintain data integrity.

I reviewed and annotated text data for natural language processing and classification projects, strictly following rubric-aligned instructions. My responsibilities involved multi-pass quality assurance and consistent application of labeling guidelines. Documented decisions and created annotation examples to enhance overall dataset quality. • Performed rubric-based data annotation and labeling. • Conducted iterative quality checks on annotated datasets. • Created documentation for labeling processes and results. • Collaborated remotely to resolve annotation issues and maintain data integrity.

2023 - 2023

Education

Work History