Abdul User
@abduluser8
I’m an image and video review specialist focused on accurate AI training annotations at scale.
What I'm looking for
I’m a detail-oriented reviewer with hands-on experience analyzing visual and multimedia content at scale. I follow structured annotation guidelines closely, maintain high accuracy under volume, and switch between task types without losing consistency. I’m comfortable working independently for sustained one-hour blocks while self-managing my workload across asynchronous projects.
I’ve reviewed and categorized 10,000+ images and performed frame-by-frame video analysis to identify and log motion events, maintaining annotation logs in spreadsheets and flagging ambiguous cases for secondary review. Through content moderation and quality review work, I evaluated thousands of user-submitted images and short-form videos against policy criteria and contributed to guideline refinement by reporting edge cases with written rationale. In academic research, I coded qualitative survey data using a pre-defined rubric and resolved inter-coder disagreements with documented logic—experience I apply to annotation consistency in AI training pipelines.
Experience
Work history, roles, and key accomplishments
Freelance Image & Video Reviewer
Independent Projects
Jan 2022 - Present (4 years 3 months)
Reviewed and categorized 10,000+ images and performed frame-by-frame video analysis to identify and log motion events. Maintained spreadsheet annotation logs, applied consistent taxonomy rules across differing schemas, and flagged ambiguous cases for secondary review.
Freelance Image Reviewer
Independent Projects
Jan 2022 - Present (4 years 3 months)
Reviewed and categorized 10,000+ images across personal and community dataset exercises using consistent taxonomy rules. Performed frame-by-frame video analysis to log motion events, maintained spreadsheet-based annotation logs, and followed written guidelines across changing schemas with zero retraining required after briefing.
Content Moderation & Quality Reviewer
Online Platforms
Jan 2021 - Jan 2022 (1 year)
Evaluated thousands of user-submitted images and short-form videos daily against community policy criteria, using written rationale to flag edge cases. Sustained 60–90 minute uninterrupted review sessions while meeting daily accuracy thresholds.
Content Moderation Reviewer
Online Platforms
Jan 2021 - Jan 2022 (1 year)
Evaluated thousands of user-submitted images and short-form videos daily against community policy criteria, flagging edge cases with written rationale. Maintained sustained attention during 60–90 minute sessions while meeting daily accuracy thresholds and contributing to internal guideline refinement.
Academic Research Assistant
University of Karachi
Jan 2020 - Jan 2021 (1 year)
Coded qualitative survey data using a predefined rubric, converting unstructured responses into machine-readable categories. Cross-verified entries with a second reviewer and resolved inter-coder disagreements through documented logic to improve coding consistency.
Education
Degrees, certifications, and relevant coursework
University of Karachi
Bachelor of Science, Computer Science
2017 - 2021
Earned a Bachelor of Science in Computer Science, with coursework including Data Structures, Digital Image Processing, Human-Computer Interaction, and Probability & Statistics.
Availability
Location
Authorized to work in
Job categories
Skills
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