Precious U.

Key Skills

Software

Other

Top Subject Matter

LLM/AI output evaluation and RLHF-style human feedback concepts via content and UX critique

Preparation for AI training/annotation workflows in remote environments

Human feedback structuring for RLHF/LLM evaluation (via UX research methods)

Top Data Types

Text

Top Task Types

Data Collection

Freelancer Overview

Freelance UI/UX Designer & Content Creator (AI training adjacent evaluation and structured feedback thinking). Brings 5+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Other. Education includes Virtual Assistant Program, ALX Africa (2024) and Self-Directed Coursework, Self-Directed / Online Coursework (2022). AI-training focus includes data types such as Text and labeling workflows including Evaluation, Rating, and Data Collection.

Labeling Experience

Virtual Assistant Trainee | ALX Africa (Program in Progress)

OtherTextData Collection

Virtual assistant training focused on building capabilities needed for remote AI training and annotation environments. Developed task management, research documentation habits, and client communication workflows that map to producing structured labeling and evaluation artifacts. Reinforced readiness for independent work in AI project settings where instructions and deliverables must be followed precisely. • Trained in remote work practices relevant to distributed annotation tasks. • Built competence in research documentation and structured deliverables. • Improved client communication practices for instruction-following work. • Strengthened independent task management habits for remote data work.

2024 - Present

UI/UX Design | Self-Directed / Online Coursework

OtherText

Self-directed coursework in UX research and empathy mapping supports producing structured human feedback for AI training and evaluation. The training emphasized structured documentation and qualitative synthesis that are transferable to RLHF and LLM evaluation deliverables. Applied wireframing and product design research thinking to improve clarity of reasoning and user-centric analysis. • Completed modules in empathy mapping and UX research methodologies. • Practiced structured documentation (personas, research deliverables) usable for annotation-style work. • Developed qualitative analysis and synthesis techniques for systematic evaluation. • Built a portfolio demonstrating annotation-ready, research-derived outputs.

2022 - Present

Freelance UI/UX Designer & Content Creator (AI training adjacent evaluation and structured feedback thinking)

OtherText

Freelance AI-adjacent content evaluation and structured feedback practices for AI/LLM workflows through systematic assessment of output quality. Applied UX/UI comparison criteria (e.g., bad vs. good interfaces) as an analogue to rating model responses for helpfulness, coherence, and quality gaps. Focused on bias and logical error detection to produce review-ready, annotation-structured deliverables. • Conducted comparative UI analyses using defined evaluation criteria. • Produced documentation designed to be “annotation-ready” for structured review. • Performed research and accuracy validation for educational content outputs. • Reviewed AI freelance platform work opportunities (e.g., Outlier/Scale AI, OpenTrain AI) to support AI training exposure.

2022 - Present

Education

Work History