Henry E.

Key Skills

Software

Other

OneForma

Top Subject Matter

AI data labeling for transcription/voice evaluation

AI model training support via dataset annotation

Top Data Types

Audio

Text

Top Task Types

Transcription

Fine-tuning

Freelancer Overview

AI Data Contributor — OneForma / Outlier (Data labeling & annotation tasks). Brings 3+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Other and OneForma. AI-training focus includes data types such as Audio and Text and labeling workflows including Transcription and Fine-tuning.

Labeling Experience

AI Data Contributor — OneForma / Outlier (Annotation for AI training)

OneFormaTextFine-tuning

Performed data annotation tasks that support AI model training workflows on a remote platform. Ensured labeled data quality by following detailed task instructions and maintaining high accuracy. Worked with different data formats and labeling requirements to support dataset readiness. • Data labeling/annotation for training support • Verification of label accuracy and dataset quality • Handling multiple data formats per task • Compliance with task instructions and quality expectations

2024 - Present

AI Data Contributor — OneForma / Outlier (Data labeling & annotation tasks)

OtherAudioTranscription

Provided transcription-related labeling and voice evaluation support for AI data tasks in a remote freelance setting. Followed task instructions to produce accurate labeled outputs suitable for model improvement and dataset quality. Ensured consistency and quality across different prompts and data items. • Transcription and voice evaluation labeling • Accuracy-focused completion of assigned tasks • Adherence to provided instructions and guidelines • Quality checks before submission

2024 - Present

Education

Work History