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Abdul UserAU
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Abdul User

@abduluser8

I’m an image and video review specialist focused on accurate AI training annotations at scale.

Pakistan
Message

What I'm looking for

I’m not looking for shortcuts into AI. I want to contribute accurate human feedback for AI training pipelines—reading guidelines carefully, flagging edge cases, and committing to uninterrupted one-hour review blocks in fully remote work.

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

IP
Current

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.

OP

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.

OP

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.

University of Karachi logoUK

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 logoUK

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.

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