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iMerit
Appen
Scale AI
Audio
Video
Text
ClassificationData annotator / audio model trainer (Team lead support) at iMerit. Core strengths include iMerit, Appen, and Scale AI. Education includes Master of Science, Green International University (2009) and Bachelor of Science in Information Technology, GCUF Faisalabad (2006). AI-training focus includes data types such as Audio, Video, and Text and labeling workflows including Classification.
Scale AITextClassificationCompleted multi-year data annotation work for AI-driven projects. Applied labeling instructions to generate structured annotations for model development. Focused on meeting quality and turnaround expectations. • Labeled datasets using platform guidelines • Ensured annotation quality and consistency • Supported AI project data preparation • Completed assigned annotation batches
AppenVideoClassificationPerformed video annotation as an experienced data annotator. Supported collection and labeling of video content for AI evaluation or training. Ensured annotated outputs aligned with the labeling schema and project instructions. • Video annotation for dataset creation • Adhered to annotation guidelines • Maintained labeling accuracy and consistency • Prepared labeled data for AI workflows
iMeritTextClassificationWorked in descriptionist roles involving structured text description labeling. Produced labeled outputs intended to support downstream AI understanding tasks. Followed project instructions to keep annotations consistent and usable. • Structured text description labeling • Followed task and quality guidelines • Produced labeled outputs for AI use • Supported team-based labeling execution
iMeritAudioClassificationProvided audio model training and annotation support as part of AI-related work. Focused on preparing labeled datasets to improve model performance and accuracy. Coordinated with project stakeholders to ensure labeling outputs met requirements. • Audio data preparation for model training • Label consistency and quality checks • Dataset support for AI model improvement • Collaboration with teams on labeling guidelines
Master of Science, Computer Science
Bachelor of Science in Information Technology, Information Technology
Team Lead – Data Operations
Data Annotator
