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A

Agnes Wolkowicz

AI Content Evaluation & Annotation Specialist

Portugal flagCoimbra, Portugal
$16.00/hrEntry LevelLabel StudioOther

Key Skills

Software

Label StudioLabel Studio
Other

Top Subject Matter

AI-generated images and text
Visual Analysis
Research and Structured Assessment

Top Data Types

TextText
ImageImage

Top Task Types

Bounding BoxBounding Box
RLHFRLHF
Evaluation/RatingEvaluation/Rating

Freelancer Overview

I currently work in AI content evaluation and annotation roles, reviewing AI-generated text and visual outputs for quality, accuracy, consistency, and guideline adherence. My experience includes applying structured rating frameworks, identifying ambiguities and edge cases, and providing clear written rationales to support high-quality training data. I am comfortable working in fast-paced remote environments where precision, reliability, and independent decision-making are essential. What sets me apart is my broader professional background in higher education, visual analysis, and project coordination. As a university lecturer and evaluator, I regularly assessed complex creative and research-based work using clear criteria, which strengthened my analytical judgment and consistency in decision-making. My art and design background also gives me an advantage in reviewing image-based or multimodal content. Combined with multilingual communication skills and international remote work experience, I bring a thoughtful, adaptable, and quality-focused approach to AI training data projects.

Entry LevelEnglishGerman

Labeling Experience

AI Content Evaluation & Annotation Specialist (Invisible Technologies and Human Signal AI)

Image
In my role as an AI Content Evaluation & Annotation Specialist, I consistently evaluate AI-generated images and text for accuracy, adherence to guidelines, and overall quality. I apply structured annotation and rating frameworks across varied datasets, identifying ambiguities and edge cases as they arise. My work involves providing written justifications for complex assessment decisions. • Evaluated AI outputs for accuracy and quality • Applied guideline-based annotation frameworks • Identified ambiguities and edge cases in datasets • Delivered clear written justifications for assessment choices

In my role as an AI Content Evaluation & Annotation Specialist, I consistently evaluate AI-generated images and text for accuracy, adherence to guidelines, and overall quality. I apply structured annotation and rating frameworks across varied datasets, identifying ambiguities and edge cases as they arise. My work involves providing written justifications for complex assessment decisions. • Evaluated AI outputs for accuracy and quality • Applied guideline-based annotation frameworks • Identified ambiguities and edge cases in datasets • Delivered clear written justifications for assessment choices

2025 - Present

Education

H

Hongik University

Doctor of Philosophy, Printmaking

Doctor of Philosophy
2015 - 2018
H

Hongik University

Master of Fine Arts, Printmaking

Master of Fine Arts
2010 - 2012

Work History

P

Paderborn University

Lecturer

Paderborn
2025 - 2025
B

British University Vietnam

Lecturer & Outreach Project Lead

Hanoi
2022 - 2023