Primrose N.

Key Skills

Software

Other

Top Subject Matter

AI/ML response evaluation

speech and audio analysis

and quality assurance

Top Data Types

Text

Audio

Image

Top Task Types

Bounding Box

Text Generation

Question Answering

Evaluation/Rating

Transcription

Data Collection

Red Teaming

Freelancer Overview

AI Data Specialist - RWS (Remote, South Africa). Brings 4+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Other. AI-training focus includes data types such as Text and labeling workflows including Evaluation and Rating.

Labeling Experience

Conversational AI Trainer - Luel (Remote, South Africa)

OtherText

Conversational AI training involved live interactions designed to improve AI communication, language understanding, and speech recognition accuracy. Followed task guidelines to produce natural and high-quality conversational exchanges. Contributed consistent conversational data to support system evaluation and improvement. • Engaged in live conversation practice to create training signals • Supported improvements in language understanding and speech recognition • Followed project guidelines for interaction quality • Maintained consistent outputs across sessions

2025 - Present

AI Data Specialist - RWS (Remote, South Africa)

OtherText

AI response evaluation and quality review focused on assessing conversation or system outputs against guidelines for correctness and quality. Supported training and improvement of AI systems by flagging issues and ensuring consistency across examples. Prioritized accuracy, reliability, and adherence to project standards. • Evaluated AI responses for quality and guideline compliance • Conducted quality review and consistency checks • Assisted training workflows with annotated/evaluated examples • Ensured accurate labeling for downstream model use

2023 - Present

Education

Work History