Muneeba Maryam
AI Model Evaluation Contractor
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About
Analytical and detail-oriented professional with a strong foundation in quality assurance, systematic evaluation, and structured documentation. Experienced in conducting rigorous side-by-side (SxS) comparisons, fact-checking, and producing clear, evidence-based written assessments. Adept at identifying inconsistencies, applying defined evaluation criteria, and delivering objective, well-justified reports.
Skilled in maintaining high accuracy standards across fast-paced, multi-task workflows. Seeking to leverage assessment and documentation expertise as an AI Model Evaluation Contractor.
Experience
Quality Assurance Intern - Punjab Food Authority - Lahore
(2026-03 - 2026-05)
- Conducted systematic SxS testing of raw materials, packaging, and food products against defined quality standards — directly analogous to AI output evaluation methodology.
- Documented evaluation findings with clear justifications and structured reports following established QA protocols.
- Identified inconsistencies, non-conformities, and edge cases; escalated issues with supporting evidence.
- Ensured compliance with safety and regulatory standards through routine inspection and assessment cycles.
Quality Assurance Specialist - Nishat Hotel - Lahore
(2025-02 - 2025-09)
- Performed routine quality inspections and SxS comparison of operational outputs against hospitality and safety standards, evaluating consistency and accuracy.
- Maintained detailed evaluation logs, ensuring traceability and structured documentation of findings.
- Communicated assessment results and actionable insights to management, improving service quality standards.
Lecturer (Science & Food Hygiene) - American Lycetuff School - Lahore
(2025-10 - 2026-02)
- Designed and delivered structured, evidence-based instructional content, demonstrating strong written and verbal communication skills essential for annotator and evaluator roles.
- Evaluated student outputs for factual accuracy and coherence, providing detailed, criterion-referenced feedback.
Volunteer Coordinator - Alkhidmat Foundation - Lahore
(2024-07 - 2024-08)
- Coordinated operational workflows under time pressure, demonstrating reliability, task management, and team collaboration.
Education
M.Phil. - Food Science & Technology - University of Central Punjab (2025)
B.Sc. - Food Science & Technology - University of Central Punjab (2021 - 2025)
