Samuel Ogutu

Key Skills

Software

Appen

CloudFactory

Mercor

Remotasks

Top Subject Matter

AI Model Evaluation and Training

AI/ML Model Deployment and Evaluation

Top Data Types

Text

Computer Code Programming

Top Task Types

Segmentation

Text Generation

Transcription

Data Collection

Computer Programming/Coding

Freelancer Overview

Rubric Writer (Remote). Brings 3+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Remotasks, Internal, and Proprietary Tooling. Education includes Certificate of Advanced AI Data Trainer Mastery, AIDRA Labs Team (2026) and Master of Science, Grand Valley State University (2025). AI-training focus includes data types such as Text and labeling workflows including Evaluation and Rating.

Labeling Experience

AI Development (Remote)

Text

Deployed AI/ML model features and contributed to operationalizing models with data scientists, including some evaluation and testing tasks. Integrated large language models into end-user applications, involving content evaluation and fine-tuning feedback. Ensured the quality and safety of AI-driven features through rigorous performance optimization and collaborative review. • Conducted evaluation and feedback for AI/ML output • Provided content assessment during LLM integration • Focused on performance, latency, and usability issues • Collaborated with MLOps teams for model reliability

Deployed AI/ML model features and contributed to operationalizing models with data scientists, including some evaluation and testing tasks. Integrated large language models into end-user applications, involving content evaluation and fine-tuning feedback. Ensured the quality and safety of AI-driven features through rigorous performance optimization and collaborative review. • Conducted evaluation and feedback for AI/ML output • Provided content assessment during LLM integration • Focused on performance, latency, and usability issues • Collaborated with MLOps teams for model reliability

2024 - Present

Rubric Writer (Remote)

RemotasksText

Developed structured rubrics for evaluating and training AI models across diverse textual annotation tasks. Managed quality control and ensured high-fidelity data processing within remote workflows. Contributed subject matter expertise to standardize assessment metrics and optimize evaluation criteria for AI system outputs. • Authored AI training rubrics to evaluate data responses • Performed diverse data annotation and evaluation tasks • Standardized assessment metrics for AI model outputs • Optimized criteria for consistent AI evaluation

Developed structured rubrics for evaluating and training AI models across diverse textual annotation tasks. Managed quality control and ensured high-fidelity data processing within remote workflows. Contributed subject matter expertise to standardize assessment metrics and optimize evaluation criteria for AI system outputs. • Authored AI training rubrics to evaluate data responses • Performed diverse data annotation and evaluation tasks • Standardized assessment metrics for AI model outputs • Optimized criteria for consistent AI evaluation

2020 - 2023

Education

Work History