Emmanuel Dagunduro

Key Skills

Software

Scale AI

Top Subject Matter

AI/ML model training

Text classification (sentiment, intent, category)

Legal Services & Contract Review

Top Data Types

Text

Document

Top Task Types

Classification

Freelancer Overview

AI Data Annotator & QA Reviewer (Contract). Brings 4+ years of professional experience across legal operations, contract review, compliance, and structured analysis. Core strengths include Scale AI, N, and A. Education includes Bachelor of Science, University of Ibadan (2021). AI-training focus includes data types such as Text and labeling workflows including Classification.

Labeling Experience

Personal Project: Text Dataset Annotation

TextClassification

Manually annotated text datasets for classification tasks such as sentiment analysis, intent detection, and categorization as a personal project. Focused on ensuring clear label definitions and accurate data assignments to support future machine learning models. Documented labeling decisions and maintained consistency throughout the process. • Annotated various text samples for supervised learning. • Developed clear annotation guidelines for personal use. • Performed quality checks and resolved ambiguous cases. • Managed data organization for future model training.

Manually annotated text datasets for classification tasks such as sentiment analysis, intent detection, and categorization as a personal project. Focused on ensuring clear label definitions and accurate data assignments to support future machine learning models. Documented labeling decisions and maintained consistency throughout the process. • Annotated various text samples for supervised learning. • Developed clear annotation guidelines for personal use. • Performed quality checks and resolved ambiguous cases. • Managed data organization for future model training.

2023 - 2023

AI Data Annotator & QA Reviewer (Contract)

Scale AITextClassification

Labeled and annotated text datasets for use in machine learning models, ensuring adherence to project guidelines and accuracy. Reviewed, validated, and performed quality assurance on annotation results to maintain dataset reliability and consistency. Consistently achieved productivity and quality targets across multiple annotation workflows, adapting to evolving instructions and requirements. • Performed text classification and categorization. • Assessed and validated annotation outputs for accuracy. • Conducted quality checks to identify and correct errors. • Ensured compliance with annotation guidelines at all times.

Labeled and annotated text datasets for use in machine learning models, ensuring adherence to project guidelines and accuracy. Reviewed, validated, and performed quality assurance on annotation results to maintain dataset reliability and consistency. Consistently achieved productivity and quality targets across multiple annotation workflows, adapting to evolving instructions and requirements. • Performed text classification and categorization. • Assessed and validated annotation outputs for accuracy. • Conducted quality checks to identify and correct errors. • Ensured compliance with annotation guidelines at all times.

2022 - 2023

Education

Work History