Gad B.

Key Skills

Software

Remotasks

Other

Top Subject Matter

LLM response evaluation

RLHF annotation

and reasoning quality assessment

Top Data Types

Text

Document

Top Task Types

RLHF

Prompt + Response Writing (SFT)

Freelancer Overview

AI Trainer, RLHF Annotator & Reasoning Evaluator (Freelance). Brings 6+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Remotasks and Other. Education includes Bachelor of Science, New York Institute of Technology (NYIT) (2019) and Google Data Analytics Certificate, Google (2022). AI-training focus includes data types such as Text and labeling workflows including RLHF, Prompt + Response Writing (SFT), and Evaluation.

Labeling Experience

AI Trainer, RLHF Annotator & Reasoning Evaluator (Freelance)

RemotasksTextRLHF

Reviewed and rated 5,000+ AI-generated responses for accuracy, reasoning quality, helpfulness, and safety using structured multi-criteria rubrics to support RLHF workflows. Performed comparative preference ranking and side-by-side evaluation to produce training signals for reward model improvement cycles. Engineered adversarial and boundary-testing prompts and documented findings in structured reports for evaluation leads. • Preference ranking and comparative rating of model outputs • Safety, helpfulness, and correctness evaluation against rubrics • Reward-model feedback contribution based on side-by-side comparisons • Adversarial/boundary testing to surface reasoning and safety gaps

2022 - Present

Data Structuring & Analytical Content Specialist (Freelance)

OtherTextPrompt + Response Writing (SFT)

Transformed raw, unstructured datasets into clean, annotated, training-ready formats for AI pipelines to reduce downstream validation failures. Produced 50+ structured analytical outputs requiring multi-step reasoning across data processing and statistical analysis domains. Translated complex technical findings into precise documentation that supports clear problem statements and verified solution write-ups. • Data structuring and annotation for model training pipelines • Generation of structured multi-step analytical outputs • Documentation writing aligned with verified solution formats • Preparing gold-standard training materials for AI workflows

2021 - 2022

Content Review & Data Validation Analyst (Remote Platform)

OtherText

Reviewed 100+ data items per day for quality, consistency, and policy compliance to support high-volume distributed review workflows. Built structured review guidelines to standardize classification decisions and improve inter-rater consistency across annotation teams. Developed quality-assessment habits that transfer directly to AI output evaluation tasks. • Daily review/assessment of data items for policy compliance • Classification consistency via structured guidelines • High-volume distributed workflow quality monitoring • QA-focused evaluation aligned with annotation rubrics

2019 - 2021

Education

Work History