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J
John S.

John S.

AI Training Contributor with Marketing, Sales, and Operational Background

USA flagN/A, Usa

Key Skills

Software

Don't disclose

Top Subject Matter

Biology Educational Background
Derivatives Trading and Finance
Business Operations and Marketing

Top Data Types

TextText
VideoVideo
DocumentDocument

Top Task Types

Prompt + Response Writing (SFT)Prompt + Response Writing (SFT)

Freelancer Overview

AI Training Contributor | Handshake. Brings 16+ years of professional experience across legal operations, contract review, compliance, and structured analysis. Core strengths include Don't disclose, Claude (Pro, and Projects. Education includes Master of Science, Florida International University (2015) and Bachelor of Arts, Nova Southeastern University (2009). AI-training focus includes data types such as Text and labeling workflows including Evaluation, Rating, and Prompt + Response Writing (SFT).

Labeling Experience

AI Training Contributor | Handshake

Don't discloseTextText

Evaluated large language model responses across business writing, marketing, sales communication, general knowledge, and life sciences using rubric-based scoring for factual accuracy, instruction-following, helpfulness, and safety. Performed side-by-side output comparisons to support reinforcement learning from human feedback (RLHF) workflows and selected preferred responses. Identified and flagged hallucinations, factual errors, unsupported claims, and subtle instruction-adherence failures. • Rubric-based factuality grading and helpfulness evaluation • Side-by-side model comparison for RLHF preference judgments • Hallucination detection and safety/instruction adherence checks • Written rationales documenting ranking decisions and edge cases

2025 - Present

Applied AI / Prompt Engineering (Independent Practice)

TextTextPrompt + Response Writing (SFT)Prompt + Response Writing (SFT)

Built and maintained a portfolio of Claude Projects with custom system prompts and instruction sets for business strategy, marketing copy, operational documentation, and structured analytical work. Iterated prompt designs across Claude model versions (Sonnet, Opus, Haiku) to compare reasoning quality, instruction adherence, and factual reliability. Applied LLM-driven workflows to real production decisions in marketing, financial modeling, and customer communications. • Custom system prompts and instruction sets for Claude • Prompt iteration to evaluate instruction adherence and factual reliability • Structured analytical/prompted outputs for business workflows • Applied LLM workflows to production marketing and customer communications

2023 - Present

Education

F

Florida International University

Master of Science, Marketing

Master of Science
2013 - 2015
N

Nova Southeastern University

Bachelor of Arts, Pre-Medicine / Biology

Bachelor of Arts
2005 - 2009

Work History

H

Handshake

AI Training Contributor

N/A
2025 - 2025
B

BroTrade

Head of Marketing & Growth Operations

N/A
2024 - 2025