Ann A.

Key Skills

Software

Appen

Clickworker

CloudFactory

OneForma

Telus

Top Subject Matter

Text-based AI training datasets (content quality, clarity, instruction adherence)

Written content quality evaluation and structured review

Information processing for structured text outputs

Top Data Types

Text

Audio

Image

Top Task Types

Question Answering

Text Summarization

Transcription

Prompt + Response Writing (SFT)

Classification

Text Generation

Data Collection

RLHF

Freelancer Overview

I have experience working on structured content review, information evaluation, and data labeling tasks in remote environments. My work involves assessing text for clarity, accuracy, and consistency, following detailed guidelines, and organizing information in a structured and reliable way. I’m comfortable handling repetitive, detail-sensitive tasks that require careful judgment, comparison of responses, and identification of errors or inconsistencies. I work independently, adapt quickly to instructions, and maintain consistency and accuracy across task-based workflows.

Labeling Experience

Research & Information Processing (Independent Work)

TextClassification

Conducted structured research and processed information from multiple sources to produce organized, consistent summaries. Compared information for agreement and accuracy to support reliable text-based outputs. Organized findings into clear structured formats suitable for downstream use. • Researched and summarized findings from multiple sources • Organized information into structured formats • Compared information for consistency and accuracy • Produced reliable, structured text outputs

2023 - Present

Content Review & Quality Evaluation (Remote Freelance)

Text

Reviewed written text for clarity, structure, and correctness as part of a structured content quality evaluation workflow. Applied consistent guidelines to identify errors, inconsistencies, and unclear phrasing in submitted materials. Supported quality assurance by performing systematic checks aligned with the provided instructions. • Assessed clarity, structure, and correctness of text materials • Detected errors, inconsistencies, and unclear phrasing • Ensured outputs met structured instruction requirements • Contributed to quality assurance in content evaluation workflows

2023 - Present

AI Training Data Labeling & Annotation Tasks (Freelance)

Text

Performed text evaluation and content quality rating for structured AI training tasks using provided instructions and rubrics. Assessed outputs for clarity, accuracy, and adherence to the prompt requirements while ensuring consistent labeling across examples. Conducted comparative review of multiple responses to assign appropriate ratings or labels. • Evaluated text for clarity, correctness, and instruction-following • Compared multiple responses and selected appropriate labels or rankings • Identified inconsistencies, unclear outputs, and incorrect information • Maintained high accuracy in guideline-driven repetitive workflows

2023 - Present

Education

Work History