Izabela Mroz

Key Skills

Software

Clickworker

iMerit

Mindrift

OneForma

Scale AI

Other

Internal/Proprietary Tooling

Top Subject Matter

No subject matter listed

Top Data Types

Document

Image

Text

Video

Top Task Types

Bounding Box

Classification

Data Collection

Entity Ner Classification

Evaluation Rating

Point Key Point

Prompt Response Writing SFT

Transcription

Translation Localization

Freelancer Overview

I am an AI Training Specialist with over 15 years of professional experience, currently focused on prompt engineering, data annotation, and quality assurance for AI/ML models at Outlier and iMerit. My expertise spans prompt writing and testing for large language models, detailed image labeling for computer vision projects, and rigorous content evaluation to ensure accuracy and safety. I am a native Polish speaker fluent in English, making me well-suited for multilingual AI projects. Skilled in using tools like ChatGPT, Claude, and various annotation platforms, I am highly detail-oriented and thrive in remote, regulated environments. My background also includes experience in medical, e-commerce, and HR domains, allowing me to adapt quickly and maintain high standards of data quality and compliance.

Labeling Experience

AI Specialist & QA Reviewer - Text/Image

ImeritImageBounding BoxData Collection

• Specialize in evaluating AI-generated images for visual quality, accuracy, and prompt adherence • Analyze image outputs for defects including distortions, artifacts, incorrect anatomy, and rendering errors • Rate and compare AI-generated visuals to establish quality benchmarks and support model improvement • Assess text-to-image alignment to ensure generated content accurately reflects user prompts • Review images across diverse categories including portraits, landscapes, objects, and abstract art • Provide detailed qualitative feedback on composition, lighting, color balance, and realism • Identify patterns in image generation failures and document findings for development teams

• Specialize in evaluating AI-generated images for visual quality, accuracy, and prompt adherence • Analyze image outputs for defects including distortions, artifacts, incorrect anatomy, and rendering errors • Rate and compare AI-generated visuals to establish quality benchmarks and support model improvement • Assess text-to-image alignment to ensure generated content accurately reflects user prompts • Review images across diverse categories including portraits, landscapes, objects, and abstract art • Provide detailed qualitative feedback on composition, lighting, color balance, and realism • Identify patterns in image generation failures and document findings for development teams

2025

Language Specialist & QA Reviewer - Text/Image

ImeritTextBounding BoxPoint Key Point

• Text/Image • Annotate and label image data for AI/ML model training with Polish language focus • Auditing annotate data • Perform quality reviews and checks to ensure annotation accuracy and consistency • Identify edge cases and flag ambiguous content for clarification • Follow detailed guidelines to maintain high standards across datasets • Collaborate with globally distributed teams to meet project deadlines and quality targe • Annotate and label image data for AI/ML model training with Polish language focus • Perform quality reviews and checks to ensure annotation accuracy and consistency • Identify edge cases and flag ambiguous content for clarification • Follow detailed guidelines to maintain high standards across datasets • Collaborate with globally distributed teams to meet project deadlines and quality targe

• Text/Image • Annotate and label image data for AI/ML model training with Polish language focus • Auditing annotate data • Perform quality reviews and checks to ensure annotation accuracy and consistency • Identify edge cases and flag ambiguous content for clarification • Follow detailed guidelines to maintain high standards across datasets • Collaborate with globally distributed teams to meet project deadlines and quality targe • Annotate and label image data for AI/ML model training with Polish language focus • Perform quality reviews and checks to ensure annotation accuracy and consistency • Identify edge cases and flag ambiguous content for clarification • Follow detailed guidelines to maintain high standards across datasets • Collaborate with globally distributed teams to meet project deadlines and quality targe

2024

Education

Work History