Mustafa Soliman

Key Skills

Software

Clickworker

Data Annotation Tech

Lionbridge

Mindrift

OneForma

Remotasks

Toloka

Telus

Scale AI

Top Subject Matter

No subject matter listed

Top Data Types

Medical Dicom

Text

Video

Top Label Types

Data Collection

Evaluation Rating

Text Generation

Translation Localization

Freelancer Overview

I have solid experience in data labeling and AI training, gained through working on well-known platforms such as Outlier, Aligner, and others. Over the past few years, I have developed a strong background in handling diverse annotation tasks, from text generation and text summarization to rating and evaluation of AI outputs. My work required not only accuracy and consistency but also the ability to follow strict guidelines while still applying critical thinking to improve model performance. This has allowed me to build a well-rounded skill set that covers multiple aspects of AI training and data quality assurance. One of my key strengths lies in my versatility. Beyond annotation, I have practical experience in translation and transcription, which has been particularly useful in projects involving multilingual datasets. This has given me the ability to refine outputs across different languages and contexts, ensuring that the training data is not only technically correct but also culturally and linguistically accurate. My experience spans a variety of tools and workflows, giving me the adaptability needed to quickly learn and apply new systems as required. I have also been deeply involved in tasks such as evaluating AI-generated responses, improving dataset reliability, and assisting in the optimization of large-scale training projects. These experiences have sharpened my attention to detail, time management, and problem-solving abilities, enabling me to meet tight deadlines

Labeling Experience

Data evaluation and rating in outlier and clickworker websites

ClickworkerTextTranslation LocalizationEvaluation Rating

In this project, I was responsible for data evaluation and rating on the Outlier and Clickworker platforms, with a focus on text-based tasks in the Egyptian Arabic language. The scope of work included assessing AI-generated outputs, rating their accuracy, coherence, and cultural relevance, as well as performing text summarization, generation, and classification tasks. Additionally, I contributed to evaluation projects that required fine-grained judgment of grammar, fluency, and overall quality. The project size was large-scale, involving hundreds of tasks per week, which required consistency, attention to detail, and adherence to strict guidelines. To ensure quality, I followed platform-specific instructions, double-checked outputs for linguistic accuracy, and applied standardized rating metrics. This process helped enhance the training datasets and improve model performance across multiple use cases. Through this experience, I strengthened my expertise in evaluation, rating, and tex

In this project, I was responsible for data evaluation and rating on the Outlier and Clickworker platforms, with a focus on text-based tasks in the Egyptian Arabic language. The scope of work included assessing AI-generated outputs, rating their accuracy, coherence, and cultural relevance, as well as performing text summarization, generation, and classification tasks. Additionally, I contributed to evaluation projects that required fine-grained judgment of grammar, fluency, and overall quality. The project size was large-scale, involving hundreds of tasks per week, which required consistency, attention to detail, and adherence to strict guidelines. To ensure quality, I followed platform-specific instructions, double-checked outputs for linguistic accuracy, and applied standardized rating metrics. This process helped enhance the training datasets and improve model performance across multiple use cases. Through this experience, I strengthened my expertise in evaluation, rating, and tex

2025 - 2025

Education

Work History