Kristy Bier

Key Skills

Software

Data Annotation Tech

Top Subject Matter

AI Training and Analysis

Rubrics Creation

Prompts

Top Data Types

Image

Video

Text

Document

Top Task Types

Bounding Box

Segmentation

Classification

Entity Ner Classification

Text Generation

Question Answering

Text Summarization

Fine Tuning

Red Teaming

Transcription

Evaluation Rating

Data Collection

Prompt Response Writing SFT

Freelancer Overview

Remote Data Analyst, AI Trainer, Annotation Specialist. Brings 20+ years of professional experience across computer training operations, contract review, compliance, and structured analysis. AI-training focus includes rubrics, data analysis, data sets, data types such as Image and labeling workflows including Evaluation and Rating, Labeling, Annotation, Rubrics, AI Training. *All Data Type and Labeling Type Experience for many companies- I don't know why it is only saving Appen and one type of each.

Labeling Experience

Remote Data Analyst

AppenImagePrompt Response Writing SFT

As a remote data analyst and AI trainer, I conducted extensive evaluation and annotation of photo, video, audio, text, and app content for various online platforms. My work included labeling, rubrics creation, transcription, and content rating to ensure safety and appropriateness, especially for children and sensitive users. I performed website, audio/video, and YouTube Kids content evaluation for accuracy, suitability, and moderation purposes. • Provided content evaluation for images, video, audio, and text data sets • Generated rubrics and guidelines for content rating, especially for child-safety features • Supported social media moderation and platform content labeling • Participated in app evaluation and transcription for data training purposes. Professional Labeling, Annotation, Data Analysis, All Data Types and Labeling Types

As a remote data analyst and AI trainer, I conducted extensive evaluation and annotation of photo, video, audio, text, and app content for various online platforms. My work included labeling, rubrics creation, transcription, and content rating to ensure safety and appropriateness, especially for children and sensitive users. I performed website, audio/video, and YouTube Kids content evaluation for accuracy, suitability, and moderation purposes. • Provided content evaluation for images, video, audio, and text data sets • Generated rubrics and guidelines for content rating, especially for child-safety features • Supported social media moderation and platform content labeling • Participated in app evaluation and transcription for data training purposes. Professional Labeling, Annotation, Data Analysis, All Data Types and Labeling Types

2009 - 2026

Education

Work History