Key Skills

Software

Toloka

Top Subject Matter

Sales & Business Communication B2B, B2C

Legal & Compliance Visa processing, contract drafting, policy adherence, confidentiality handling

Multilingual (EN / FR / AR)

Top Data Types

Image

Text

Document

Top Task Types

Classification

Text Generation

Object Detection

Text Summarization

Transcription

Evaluation/Rating

Data Collection

Freelancer Overview

While I haven't worked under the title of "AI trainer" or "data labeler," my professional background is built on the exact skills these roles require. I have years of experience following strict procedural guidelines, evaluating written content against defined criteria, and delivering structured, accurate output at scale. During my time as a US Visa Service Desk Agent, I processed high volumes of cases daily under compliance protocols that required precise categorization and documentation directly mirroring annotation workflows. My CATI research work involved collecting and structuring data from diverse respondents under standardized instructions, which is essentially what data labeling tasks demand. What sets me apart is the combination of my C2 English proficiency (British Council certified), native Arabic, and working French — making me a strong candidate for multilingual annotation, translation quality review, and cross-lingual tasks. I also bring experience reviewing and drafting contracts, assessing client needs against rubrics, and producing quality reports skills that apply directly to evaluating AI-generated responses for accuracy, tone, safety, and instruction-following. I'm detail-oriented, selfdirected, and highly comfortable with remote, repetitive precision work.

Labeling Experience

Education

Work History