Donald Smith

Key Skills

Software

OneForma

Appen

Top Subject Matter

No subject matter listed

Top Data Types

Computer Code Programming

Text

Video

Top Label Types

Classification

Computer Programming Coding

Evaluation Rating

Fine Tuning

Mapping

Freelancer Overview

I am a highly analytical technical professional with hands-on experience in AI training data evaluation, data labeling, and quality review. My background includes working with structured and unstructured datasets, applying consistent labeling logic, and following detailed platform-specific guidelines to ensure high-quality outputs. I am proficient in Python, SQL, and automation tools for data scraping, cleaning, and enrichment, and have contributed to projects involving text evaluation, technical content analysis, and structured data annotation. My strong attention to detail, ability to translate complex requirements into clear documentation, and experience with AI training platforms position me to deliver reliable and accurate data labeling for a variety of domains. I thrive in environments that require precision, rule-based judgment, and a commitment to quality in AI and data-driven projects.

Labeling Experience

AI Training & Data Labeling Contributor

OneformaTextEvaluation Rating

As an AI Training & Data Labeling Contributor, I performed large-scale labeling and annotation on datasets for AI model development. My tasks covered text annotation, image tagging, and evaluation of AI-generated outputs, following strict guidelines. I consistently met quality targets and followed confidentiality protocols. • Labeled intent, sentiment, and entity recognition data for NLP tasks. • Classified and ranked AI responses for accuracy and compliance. • Tagged objects and contextual features in images and content categories. • Managed sensitive datasets in secure, web-based labeling platforms.

As an AI Training & Data Labeling Contributor, I performed large-scale labeling and annotation on datasets for AI model development. My tasks covered text annotation, image tagging, and evaluation of AI-generated outputs, following strict guidelines. I consistently met quality targets and followed confidentiality protocols. • Labeled intent, sentiment, and entity recognition data for NLP tasks. • Classified and ranked AI responses for accuracy and compliance. • Tagged objects and contextual features in images and content categories. • Managed sensitive datasets in secure, web-based labeling platforms.

2023

Data Analysis & Content Structuring Specialist

AppenTextClassification

As a Data Analysis & Content Structuring Specialist, I cleaned, organized, and structured raw data for analytics and AI training use. I created and validated labeled datasets to support downstream machine learning. I ensured label consistency and improved the quality of training data. • Developed accurate labels using Excel and CSV formats. • Corrected annotation errors and standardized content. • Generated reports documenting data quality review outcomes. • Supported dataset tracing and documentation processes.

As a Data Analysis & Content Structuring Specialist, I cleaned, organized, and structured raw data for analytics and AI training use. I created and validated labeled datasets to support downstream machine learning. I ensured label consistency and improved the quality of training data. • Developed accurate labels using Excel and CSV formats. • Corrected annotation errors and standardized content. • Generated reports documenting data quality review outcomes. • Supported dataset tracing and documentation processes.

2022

Education

Work History