Brandon I.

Key Skills

Software

Data Annotation Tech

Appen

Clickworker

Mindrift

OneForma

Toloka

Telus

Top Subject Matter

Technology - Artificial Intelligence and Language Models

Information Technology - Data Quality Assurance and Labeling Verification

Consumer Tech - Conversational AI and User Experience Optimization

Top Data Types

Text

Image

Document

Top Task Types

Evaluation/Rating

RLHF

Classification

Prompt + Response Writing (SFT)

Question Answering

Object Detection

Data Collection

Text Generation

Text Summarization

Red Teaming

Freelancer Overview

I operate as an independent data annotator and project coordinator with practical platform experience handling complex text annotation and a strong background in structural analysis and systematic database organization. I am a fast learner who specializes in picking up new evaluation frameworks quickly, navigating platform calibration tests, and applying rigorous quality control standards to diverse datasets. I have basic exposure to JSON and verifying structured formatting rules, focusing on identifying logical inconsistencies and ensuring that data aligns perfectly with required parameters before submission. My experience spans across technical prompt evaluation and coordinating independent research projects where I compile empirical resources and design structural frameworks for information management. I bring a meticulous, highly disciplined approach to data quality, prioritizing systematic verification over assumptions. I am looking to apply this active platform literacy to dedicated quality control and dataset auditing workflows.

Labeling Experience

High-Context Text Alignment & Model Evaluation

TextEvaluation/Rating

Executed deep-dive evaluations of high-volume text strings, comparative model outputs, and user prompts to verify adherence to strict logic and factual guidelines. The primary task involved parsing response strings to identify subtle logical contradictions, factual hallucination, and constraint failures, followed by applying complex multi-layered rating scales to grade performance. Also, managed and processed a continuous stream of hundreds of high-fidelity text-based tokens and conversational data sequences on a weekly basis, maintaining high throughput under rigorous platform time constraints along with passing baseline calibration teats to ensure optimal human-in-the-loop training data quality.

2026 - Present

Education

Work History