Key Skills

Software

Encord

Labelbox

Other

Top Subject Matter

Linguistics, Telecommunication, AI

LLM evaluation UA/RU/EN, AI Training

Transcription, Data annotation

Top Data Types

Audio

Text

Video

Top Label Types

Classification

Emotion Recognition

Evaluation Rating

Prompt Response Writing SFT

Segmentation

Freelancer Overview

AI Task Designer and senior multilingual Quality & Evaluation expert with a background in complex, compliance-sensitive business environments. I bring 21 years of professional experience, including 13 years in international telecom and technology companies such as Siemens, Nokia and Ericsson, working with large-scale data, contracts, pricing, and operational documentation across Europe, Central Asia, the Middle East and Africa. I work with AI systems through task design, data validation, model output review, and multilingual evaluation (EN, UA, RU, TR). My focus is on ensuring that training data, instructions, and model behavior remain accurate, consistent, and aligned with real-world legal, medical, and commercial contexts. I have supported thousands of structured decision and documentation processes in high-risk environments, which enables me to detect ambiguity, logical errors, bias, and compliance risks in AI training data and model outputs. I am particularly experienced with conversational, transactional, and compliance-sensitive datasets. My approach to AI training is grounded in clarity of instructions, and disciplined quality control. I work to make models not only more accurate, but also more reliable, predictable, and safe for deployment in regulated and multilingual settings.

Labeling Experience

Education

Work History