Wilayat Khan

Key Skills

Software

Scale AI

Top Subject Matter

No subject matter listed

Top Data Types

Image

Text

Top Label Types

Bounding Box

Polygon

Entity Ner Classification

Question Answering

Fine Tuning

Text Generation

Text Summarization

Prompt Response Writing SFT

Freelancer Overview

I am an experienced data annotator and educator with a strong background in English, Urdu, Pashto, and Information Technology. My work includes annotating and labeling text-based datasets for AI and machine learning projects, where I consistently apply detailed guidelines to ensure data quality, accuracy, and relevance. My academic training in language and pedagogy, combined with hands-on annotation experience, gives me a deep understanding of how precise human judgment improves AI model outputs, especially in multilingual contexts. I am highly detail-oriented, comfortable working independently at scale, and skilled in using digital tools such as MS Office, Google Classroom, and Python. My experience also includes structured feedback, content evaluation, and adapting data across languages, making me well-suited for NLP and multilingual AI training data roles.

Labeling Experience

Data Annotation

Scale AITextText GenerationText Summarization

I have hands-on experience completing text-based data labelling and annotation tasks in support of AI model training. This included reviewing and evaluating written content, applying structured guidelines to assess quality, accuracy and relevance, and providing consistent ratings and feedback across large volumes of tasks. I developed a methodical and detail-focused approach to ensure outputs met the required standard, understanding that accuracy and consistency at this stage are critical to the performance of AI systems. I am comfortable working independently, following complex instructions precisely and maintaining quality across repetitive tasks at scale.

I have hands-on experience completing text-based data labelling and annotation tasks in support of AI model training. This included reviewing and evaluating written content, applying structured guidelines to assess quality, accuracy and relevance, and providing consistent ratings and feedback across large volumes of tasks. I developed a methodical and detail-focused approach to ensure outputs met the required standard, understanding that accuracy and consistency at this stage are critical to the performance of AI systems. I am comfortable working independently, following complex instructions precisely and maintaining quality across repetitive tasks at scale.

2025 - 2025

Data Annotation Specialist (Remote)

Scale AIImageBounding BoxPolygon

Served as a Data Annotation Specialist focusing on multilingual text annotation for NLP datasets. Supported data labeling and dataset quality assurance for AI model training projects remotely. Prepared and labeled diverse language datasets with an emphasis on English, Urdu, and Pashto for natural language processing tasks. • Conducted entity and classification annotations on varied text documents • Ensured data quality by performing QA on labeled data • Collaborated with AI model training teams to provide well-structured annotated data • Utilized strong language proficiency to support multilingual NLP projects.

Served as a Data Annotation Specialist focusing on multilingual text annotation for NLP datasets. Supported data labeling and dataset quality assurance for AI model training projects remotely. Prepared and labeled diverse language datasets with an emphasis on English, Urdu, and Pashto for natural language processing tasks. • Conducted entity and classification annotations on varied text documents • Ensured data quality by performing QA on labeled data • Collaborated with AI model training teams to provide well-structured annotated data • Utilized strong language proficiency to support multilingual NLP projects.

2025

Education

Work History