Andrew D.

Key Skills

Software

Other

Top Subject Matter

AI Content Evaluation & Annotation

Academic Writing & Rhetoric Research

Top Data Types

Text

Top Task Types

RLHF

Freelancer Overview

AI Content Evaluation & Annotation — Academic/Self-directed. Core strengths include Other. Education includes Associate of Arts, Los Medanos College (2023). AI-training focus includes data types such as Text and labeling workflows including Evaluation, Rating, and RLHF.

Labeling Experience

Academic Writing & Rhetoric Research — Los Medanos College

OtherTextRLHF

Contributed to the analysis of language, bias, and persuasive techniques in text for bias detection and reinforcement learning from human feedback (RLHF). Authored analytical essays to support understanding of how language can influence AI outcomes. Developed a foundation in semiotics and discourse analysis relevant to AI training datasets. • Wrote essays and conducted research on language bias in the context of AI. • Applied critical insight to the examination of model outputs and feedback loops. • Leveraged rhetorical analysis skills for RLHF dataset creation and validation. • Explored discourse analysis to inform responsible AI annotation practices.

2022 - Present

AI Content Evaluation & Annotation — Academic/Self-directed

OtherText

Engaged in AI content evaluation and data annotation as part of academic and self-directed projects. Tasks involved prompt engineering, business verification, and industry categorization to simulate real-world data annotation workflows. Developed systems for rating AI-generated text outputs for clarity, accuracy, and alignment with intent. • Systematically performed prompt-based evaluations using various large language models. • Annotated and categorized textual data for business verification and industry mapping. • Created frameworks for consistent quality assessment of AI-generated responses. • Applied best practices in data labeling and ethical evaluation of AI text outputs.

2022 - Present

Education

Work History