Tyler L.

Key Skills

Software

AWS SageMaker

Datatroniq

Dataturk

Datature

Datasaur

Google Cloud Vertex AI

Hasty

Humanatic

HiveMind

Img Lab

Labelbox

Label Studio

Lionbridge

Mighty AI

OneForma

Remotasks

Prodigy

Playment

SuperAnnotate

Surge AI

Trilldata Technologies

V7 Labs

Top Subject Matter

LLM evaluation and conversational AI training data (prompts, responses, rankings)

Machine learning/NLP annotation and conversational AI data validation

Content evaluation and research-driven dataset validation

Top Data Types

Text

Document

Image

Top Task Types

Classification

Bounding Box

Polygon

Segmentation

Entity (NER) Classification

Point/Key Point

Polyline

Cuboid

Object Detection

Question Answering

Text Generation

Text Summarization

RLHF

Red Teaming

Fine-tuning

Evaluation/Rating

Freelancer Overview

AI Training Specialist, NovaMind AI (AI Training | Prompt Evaluation | Data Annotation). Brings 7+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Internal, Proprietary Tooling, and Other. Education includes Master of Science, The University of Texas at Austin (2021) and Bachelor of Science, Texas A&M University (2019). AI-training focus includes data types such as Text and labeling workflows including Evaluation, Rating, and Classification.

Labeling Experience

AI Training Specialist, NovaMind AI (AI Training | Prompt Evaluation | Data Annotation)

Text

Provided evaluation of LLM-generated responses for factual accuracy, reasoning quality, safety, tone, and compliance with complex project guidelines. Conducted pairwise ranking of model outputs and supplied detailed written explanations supporting decisions. Identified model weaknesses such as hallucinations, logical inconsistencies, bias, and unsafe outputs to improve training reliability. • Rated response quality across multiple criteria (accuracy, reasoning, safety, tone, compliance) • Performed pairwise comparisons with edge-case and rationale writeups • Flagged failure modes (hallucinations, bias, unsafe outputs) for remediation • Refined prompts and response examples used to improve instruction-following

2023 - Present

AI Data Annotation Analyst, BrightScale Technologies

OtherTextClassification

Annotated and categorized large-scale datasets for machine learning and NLP applications, including text and conversational AI content. Conducted fact-checking and online research to validate the accuracy of AI-generated information across technical, scientific, historical, and cultural topics. Maintained a high-quality acceptance rate by applying evolving annotation standards and project instructions in remote freelance workflows. • Labeled and categorized dataset items for ML/NLP training • Performed verification research and fact-checking for content accuracy • Maintained ~97% quality acceptance rate under evolving guidelines • Collaborated with QA/project leads to improve consistency and rubrics

2021 - 2023

Research & Content Evaluation Assistant, BluePeak Analytics

OtherText

Evaluated digital content quality and organized structured findings to support AI training and data validation projects. Performed online research and content analysis across technology, media, education, and public information datasets. Produced concise summaries and analytical reports to provide clear written feedback for internal review teams. • Conducted research and content analysis for dataset support • Evaluated content quality for AI training/validation needs • Authored summaries and analytical reports for reviewers • Maintained documentation, workflow tracking, and quality control

2019 - 2021

Education

Work History