Steve B.

Key Skills

Software

Don't disclose

Top Subject Matter

LLM/AI training data evaluation

Top Data Types

Text

Top Task Types

Entity (NER) Classification

Freelancer Overview

AI Training Generalist (Workada, Remote). Brings 8+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Don't disclose. Education includes Bachelor of Arts, Rutgers University (2019) and Minor, Rutgers University (2019). AI-training focus includes data types such as Text and labeling workflows including Evaluation, Rating, and Named Entity Recognition.

Labeling Experience

AI Training Generalist (Workada, Remote)

Don't discloseText

Provided AI training and evaluation by reviewing model outputs, assessing response quality, and delivering structured feedback to improve model performance across varied tasks. Followed detailed task guidelines to create high-quality training data by identifying inconsistencies and structuring information for clearer learning signals. Worked independently with rigorous attention to detail, including transparent reasoning and uncertainty reporting in evaluations. • Reviewed AI model outputs for quality and consistency • Produced structured feedback to support model improvement • Created training data aligned to task instructions • Managed up to ~40 hours/week while maintaining output consistency

2025 - Present

AI Training and Data Annotation Specialist (Apple)

Don't discloseTextEntity (NER) Classification

Performed AI training and data annotation by evaluating and reviewing model outputs, user-generated content, and system responses. Identified inconsistencies, quality issues, and logical errors and produced clear, structured feedback that supported product improvements and model refinements. Followed detailed labeling guidelines and maintained high accuracy and quality across large volumes of evaluation tasks while communicating observations and uncertainties in writing. • Evaluated model outputs and system responses • Flagged inconsistencies, logical errors, and quality issues • Delivered structured, actionable written feedback • Maintained high accuracy across high-volume tasks

2019 - 2025

Specialist (Apple)

Don't discloseText

Served as a frontline AI training and evaluation representative, focusing on production model output review. Contributed structured feedback and quality assessments, ensuring clear written communication for stakeholders. Supported ongoing training/evaluation workflows in a production AI development environment. • Reviewed model outputs in production setting • Produced structured feedback for training/evaluation • Performed quality assessment • Communicated findings clearly in writing

2019 - 2019

Education

Work History