Robert R.

Key Skills

Software

No software listed

Top Subject Matter

Creative media production (video/image) quality evaluation for AI outputs

Generative AI evaluation (prompting and LLM response assessment)

Top Data Types

Video

Text

Image

Top Task Types

Entity (NER) Classification

Freelancer Overview

Self Employed | Independent Audio & Video Producer (AI output review). Brings 6+ years of professional experience across complex professional workflows, research, and quality-focused execution. Education includes Bachelor of Commerce, Multimedia University of Kenya (2028) and Bachelor of Science, Multimedia University of Kenya (2028). AI-training focus includes data types such as Video, Text, and Image and labeling workflows including Evaluation, Rating, and Named Entity Recognition.

Labeling Experience

Freelance Prompt Writer and Content Evaluator - Freelance

ImageEntity (NER) Classification

Created realistic and nuanced generative AI prompts across creative, informational, and technical categories for remote projects. Critically assessed and rated AI outputs for correctness, usefulness, tone, and safety while providing written reasoning. Identified and documented issues, biases, and inaccuracies to support model refinement cycles, and edited drafts to improve human-likeness across topics. • Writing and refining prompts for generative AI across multiple domains • Evaluating AI answers for quality dimensions such as correctness and safety • Reporting issues, biases, and inaccuracies for iterative improvements • Performing quality control and meeting remote project timelines

2023 - Present

AI Content Evaluator & Prompt Writer (Project Based, Freelance)

Text

Created prompt sets for generative AI models across creative, informational, and technical categories. Critically assessed and rated AI answers for correctness, usefulness, tone, and safety, and wrote reasons for those ratings. Identified and documented issues, biases, and inaccuracies to inform iterative model refinement. • Prompt writing for generative AI • Evaluation and rating of AI answers • Written rationales covering correctness/usefulness/tone/safety • Documentation of bias and inaccuracies for refinement

2023 - Present

Audio and Video Producer - Self Employed

ImageEntity (NER) Classification

Produce, edit, and present audio and video materials for clients across multiple industries while maintaining strong creative and technical standards. Critically review video and image outputs produced by an AI system against detailed creative briefs, checking quality, instruction-following, movement accuracy, and cinematic authenticity. Translate client creative ideas into precise production specifications while leveraging relevant tools and production workflows to deliver polished results. • Producing and editing audio and video assets for client deliverables • Reviewing and assessing outputs for quality, accuracy, and authenticity • Developing structured prompt scenarios and feedback reports for iterative improvement • Applying Applied Python tools (PIL/Pillow, NumPy) for image compositing and visual post-production procedures

2021 - Present

Self Employed | Independent Audio & Video Producer (AI output review)

Video

Reviewed AI-generated video and image outputs against detailed creative briefs, judging quality and adherence to instructions. Assessed accuracy of movement and cinematic authenticity to ensure outputs matched expected criteria. Produced feedback to support iterative refinement of AI model outputs. • Critically reviewed video and image outputs • Judged quality and instruction-following • Evaluated movement accuracy and cinematic authenticity • Authored detailed feedback for improvement cycles

2021 - Present

Education

Work History