Maryam Z.

Key Skills

Software

Other

Top Subject Matter

Content Moderation

Policy Enforcement

Top Data Types

Text

Audio

Top Task Types

Classification

Freelancer Overview

Content Analyst – Data Annotation for AI/ML. Brings 2+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Internal, Proprietary Tooling, and Other. Education includes Master of Arts, Amity University, Kolkata (2024) and N/A, Amity University, Kolkata (2022). AI-training focus includes data types such as Text and labeling workflows including Classification, Evaluation, and Rating.

Labeling Experience

TOEFL Rater (Freelancer) – Data Evaluation/AI Training

OtherText

Scored TOEFL speaking and writing responses using ETS-defined rubrics and proficiency criteria for machine learning evaluation. Ensured inter-rater reliability and consistency by adhering closely to standardized benchmarks and guidelines. Delivered session-level feedback and evaluation data suitable for AI modeling and assessment tasks. • 50+ responses evaluated per session • Regular calibration for accuracy • Detailed linguistic and communicative criteria applied • Results contributed to AI and language model improvements

2025 - Present

Content Analyst – Data Annotation for AI/ML

TextClassification

Annotated and labeled text datasets for AI/ML model training to ensure high-quality ground truth data. Leveraged content analysis expertise as a Content Analyst at GlobalLogic in support of automated moderation and detection systems. Followed strict guidelines for consistency, accuracy, and policy adherence in all labeling efforts. • Content reviewed for adherence to content policy and guidelines • Policy-violating text flagged, including spam and misinformation • Collaboration with quality and escalation teams • High productivity and accuracy benchmarks maintained

2023 - 2024

Education

Work History