Emmanuel Edema

Key Skills

Software

Other

Appen

Humanatic

Top Subject Matter

General Artificial Intelligence Tasks

General AI Evaluation

Multi-Domain AI Quality Assurance

Top Data Types

Text

Audio

Document

Top Task Types

RLHF

Classification

Freelancer Overview

AI Trainer. Brings 3+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Other, Appen, and Humanatic. Education includes Bachelor of Arts in Education, University of Ilorin (2022) and Senior School Certificate of Education, Methodist Boys High School, Oron (2016). AI-training focus includes data types such as Text and Audio and labeling workflows including RLHF, Evaluation, and Rating.

Labeling Experience

AI Quality Analyst

OtherText

As an AI Quality Analyst at Outlier, I assess advanced AI model outputs in diverse real-world scenarios. My role includes detecting logical, contextual, and factual inaccuracies in AI responses. I collaborate with teams to refine AI behaviors for improved reliability. • Evaluate and tag AI output issues based on set criteria. • Refine AI responses for greater accuracy and trust. • Use performance metrics to monitor ongoing model quality. • Work alongside remote teams for comprehensive AI improvement.

As an AI Quality Analyst at Outlier, I assess advanced AI model outputs in diverse real-world scenarios. My role includes detecting logical, contextual, and factual inaccuracies in AI responses. I collaborate with teams to refine AI behaviors for improved reliability. • Evaluate and tag AI output issues based on set criteria. • Refine AI responses for greater accuracy and trust. • Use performance metrics to monitor ongoing model quality. • Work alongside remote teams for comprehensive AI improvement.

2024 - Present

AI Rater

AppenText

At Appen, I serve as an AI Rater where I evaluate and assess AI outputs for accuracy and compliance with detailed guidelines. My tasks involve identifying errors, performance gaps, and improving response quality. Detailed feedback provided serves to continually refine AI system responses. • Perform structured evaluations of AI responses using provided rubrics. • Correct and annotate errors for data quality assurance. • Provide granular feedback to inform AI retraining. • Track and enforce review standards in every task.

At Appen, I serve as an AI Rater where I evaluate and assess AI outputs for accuracy and compliance with detailed guidelines. My tasks involve identifying errors, performance gaps, and improving response quality. Detailed feedback provided serves to continually refine AI system responses. • Perform structured evaluations of AI responses using provided rubrics. • Correct and annotate errors for data quality assurance. • Provide granular feedback to inform AI retraining. • Track and enforce review standards in every task.

2024 - Present

AI Trainer

OtherTextRLHF

As an AI Trainer at Atlas, I train artificial intelligence systems to perform routine human tasks with high accuracy. My primary responsibilities include reviewing AI outputs against human standards and providing structured feedback for model improvement. This role demands precision and a commitment to maintaining consistency and reliability in AI task execution. • Train AI models to better understand various task instructions and outputs. • Analyze and highlight inconsistencies in AI-generated responses. • Deliver constructive, detailed feedback to enhance model performance. • Ensure top-tier quality and accuracy across tasks handled.

As an AI Trainer at Atlas, I train artificial intelligence systems to perform routine human tasks with high accuracy. My primary responsibilities include reviewing AI outputs against human standards and providing structured feedback for model improvement. This role demands precision and a commitment to maintaining consistency and reliability in AI task execution. • Train AI models to better understand various task instructions and outputs. • Analyze and highlight inconsistencies in AI-generated responses. • Deliver constructive, detailed feedback to enhance model performance. • Ensure top-tier quality and accuracy across tasks handled.

2024 - Present

Human Reviewer

HumanaticAudioClassification

As a Human Reviewer for Humanatics, I denote and categorize call details between agents and customers. This work involves analyzing call audio for data exchange accuracy and categorizing results to appropriate outcomes. Analysis supports market research and product strategy by providing annotated audio data. • Categorize and tag calls for quality and compliance. • Analyze conversation intent and emotion. • Summarize call details and assist in marketing strategy formation. • Mentor and train new reviewers for consistent labeling practices.

As a Human Reviewer for Humanatics, I denote and categorize call details between agents and customers. This work involves analyzing call audio for data exchange accuracy and categorizing results to appropriate outcomes. Analysis supports market research and product strategy by providing annotated audio data. • Categorize and tag calls for quality and compliance. • Analyze conversation intent and emotion. • Summarize call details and assist in marketing strategy formation. • Mentor and train new reviewers for consistent labeling practices.

2022 - Present

Education

Work History