Motaze C.

Key Skills

Software

Scale AI

Other

Top Subject Matter

Supply chain

Logistics Domain Expertise

Law

Top Data Types

Text

Document

Top Task Types

Prompt + Response Writing (SFT)

Freelancer Overview

AI Domain Expert — Supply Chain & Logistics (Outlier AI / Scale AI). Brings 8+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Scale AI and Other. Education includes Bachelor of Arts, University of Calgary (2025) and Bachelor of Science, Access Higher Institute (2022). 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 — Business & Supply Chain (Handshake AI)

OtherTextPrompt + Response Writing (SFT)

Contributed to domain-specific AI training projects requiring professional judgment for business administration and supply chain/ERP workflow contexts. Evaluated and annotated model outputs for business logic integrity, completeness, and applicability to real procurement and freight scenarios. Produced structured, citation-backed written analyses and labeling decisions consistent with project annotation guidelines. • Business logic integrity and completeness checks • Applicability labeling for procurement and freight scenarios • Structured, citation-backed written analysis and annotation decisions • Alignment with provided project labeling guidelines

2025 - Present

AI Domain Expert — Supply Chain & Logistics (Outlier AI / Scale AI)

Scale AIText

Provided structured LLM evaluation of AI responses for supply chain, procurement, and logistics use cases using a multi-criteria rubric. Rated responses on accuracy, reasoning quality, instruction following, and real-world applicability while supporting decisions with clear, citation-supported written analysis. Flagged ambiguous, inconsistent, or out-of-scope outputs and documented justifications to ensure reproducible review across batches. • Instruction following, truthfulness, verbosity, prompt correctness, and writing style rubric categories • Reviewed diverse prompt scenarios including clinical, NGO, and logistics contexts • Produced clear written justifications and citation-backed evaluations • Assessed operational realism of procurement recommendations, freight documentation, and workflows beyond surface accuracy

2025 - Present

Education

Work History