Nathaniel Smith

Key Skills

Software

Other

Labelbox

Top Subject Matter

No subject matter listed

Top Data Types

Image

Video

Text

Top Task Types

Bounding Box

Text Generation

Object Detection

Evaluation Rating

Prompt Response Writing SFT

Function Calling

Audio Recording

Classification

Fine Tuning

Freelancer Overview

I bring a strong background in intelligence analysis and data evaluation, with hands-on experience as an AI Data Trainer reviewing model outputs for accuracy and consistency. My work has involved providing detailed feedback on AI-generated data, troubleshooting input issues, and ensuring the quality of training datasets—skills built on years of analyzing complex information for the military and federal agencies. I am adept at identifying patterns, discrepancies, and actionable insights within large datasets, and I have a proven ability to communicate findings clearly to diverse audiences. My technical skills include data mining, research, and coding in C++, Visual Basic, and HTML, and I’m currently expanding my expertise through a degree in Cybersecurity and Information Systems Management. I am passionate about leveraging my analytical mindset and attention to detail to support the development of high-quality AI and machine learning models.

Labeling Experience

Project Apollo

LabelboxTextClassificationFine Tuning

This project with Alignerr and was designed to evaluate rubrics that were created for individual engagements with an AI. Taskers were to evaluate the rubric for importance, specificity, atomicity, verifiability, difficulty. Taskers were then requested to provide feedback as to why the scores for each value were given, as well as either modify the given dynamic rubrics or write their own rubrics if need be.

This project with Alignerr and was designed to evaluate rubrics that were created for individual engagements with an AI. Taskers were to evaluate the rubric for importance, specificity, atomicity, verifiability, difficulty. Taskers were then requested to provide feedback as to why the scores for each value were given, as well as either modify the given dynamic rubrics or write their own rubrics if need be.

2025

Project Lexicon

OtherVideoFunction CallingAudio Recording

This project was with Handshake AI and included short recorded video calls with other members of the project on a variety of topics in a question and answer type form. The objective was to either be an expert on a topic or a client that asks about the topic. This required good conversational skills, engaging behavior and the ability to articulate ideas to a variety of audiences in a natural and conversational way.

This project was with Handshake AI and included short recorded video calls with other members of the project on a variety of topics in a question and answer type form. The objective was to either be an expert on a topic or a client that asks about the topic. This required good conversational skills, engaging behavior and the ability to articulate ideas to a variety of audiences in a natural and conversational way.

2025

Project Hedgehog

OtherImageBounding BoxText Generation

The project is with Handshake AI and the project is a generalist position. A variety of tasks are given, including but not limited to, bounding boxing images of individuals and objects, changing and generating images, evaluating and rating images that AI has generated based on given prompts, and prompt writing

The project is with Handshake AI and the project is a generalist position. A variety of tasks are given, including but not limited to, bounding boxing images of individuals and objects, changing and generating images, evaluating and rating images that AI has generated based on given prompts, and prompt writing

2025

Education

Work History