Outlier
ImageText Generation
Audios reviewing, Videos dubbing and Transcription correction
Audios reviewing, Videos dubbing and Transcription correction
2025 - Present
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Key Skills
Software
ClickworkerTop Subject Matter
Multidomain/general Domain Expertise
Top Data Types
Text
ImageTop Task Types
Text GenerationFreelancer Overview
have experience working with structured and unstructured data in AI training contexts, including tasks like data labeling, text classification, sentiment annotation, and quality evaluation of model outputs. I’m comfortable following detailed guidelines to ensure consistency and accuracy, even when dealing with large volumes of data or ambiguous edge cases. I’ve also worked with multilingual text (including Arabic–English tasks), which helped me develop a strong attention to context, tone, and meaning rather than just literal translation. What sets me apart is my focus on accuracy and pattern recognition, especially when labeling requires judgment rather than simple rules. I’m able to stay consistent across long tasks, quickly adapt to new annotation guidelines, and maintain high quality under time pressure. I also pay close attention to edge cases and inconsistencies, which helps improve dataset reliability and ultimately leads to better model performance.
IntermediateEnglishArabic
Labeling Experience
AI Data Contributor & Bilingual Language Specialist
Text
As an AI Data Contributor & Bilingual Language Specialist, I evaluated and improved AI-generated responses for clarity, accuracy, and human-like quality. I rewrote outputs to match human text and ranked the outputs, following complex guidelines and prompt engineering practices. I worked on multilingual annotation, content moderation, and error detection in AI model outputs. • Assessed and rated AI-generated responses for quality.
• Practiced rewriting and fact-checking of model outputs.
• Translated and evaluated Arabic-English AI-generated content.
• Detected hallucinations, inconsistencies, and bias in diverse text domains.
As an AI Data Contributor & Bilingual Language Specialist, I evaluated and improved AI-generated responses for clarity, accuracy, and human-like quality. I rewrote outputs to match human text and ranked the outputs, following complex guidelines and prompt engineering practices. I worked on multilingual annotation, content moderation, and error detection in AI model outputs. • Assessed and rated AI-generated responses for quality. • Practiced rewriting and fact-checking of model outputs. • Translated and evaluated Arabic-English AI-generated content. • Detected hallucinations, inconsistencies, and bias in diverse text domains.
2023 - Present
Education
A
Agyal Integrated Language Schools
High School Diploma, General Secondary Education
High School Diploma
2022 - 2024
M
Misr International University
Bachelor of Science, Computer Science
Bachelor of Science
2025
Work History
A
Assets solution
Customer Service
Cairo
2025 - 2026