Asseel Amro

Key Skills

Software

Mercor

Top Subject Matter

Large Language Models (LLMs)

Multimodal AI (audio, image, video)

Legal Services & Contract Review

Top Data Types

Text

Audio

Image

Document

Top Task Types

Prompt Response Writing SFT

Classification

Text Generation

Question Answering

Object Detection

Fine Tuning

Freelancer Overview

AI Training Data Specialist (Contract). Brings 3+ years of professional experience across legal operations, contract review, compliance, and structured analysis. Core strengths include Mercor. Education includes Bachelor of Science, University of Huddersfield (2025). AI-training focus includes data types such as Text and Audio and labeling workflows including Evaluation, Rating, and Prompt + Response Writing (SFT).

Labeling Experience

AI Training Data Specialist (Contract)

MercorText

As an AI Training Data Specialist, I designed structured prompts and evaluation rubrics to assess large language model outputs. I analyzed responses for reasoning errors, hallucinations, and inconsistencies, while contributing to evaluation dataset creation. My work emphasized high-throughput task management and strict quality standards. • Developed schemas for identifying factual inconsistencies in responses. • Created evaluation frameworks for systematic model grading. • Worked collaboratively in remote, fast-paced environments. • Drove improvements in model reliability and reasoning.

As an AI Training Data Specialist, I designed structured prompts and evaluation rubrics to assess large language model outputs. I analyzed responses for reasoning errors, hallucinations, and inconsistencies, while contributing to evaluation dataset creation. My work emphasized high-throughput task management and strict quality standards. • Developed schemas for identifying factual inconsistencies in responses. • Created evaluation frameworks for systematic model grading. • Worked collaboratively in remote, fast-paced environments. • Drove improvements in model reliability and reasoning.

2026 - Present

AI Training Data Specialist (Contract)

MercorTextPrompt Response Writing SFT

I contributed to prompt-response dataset generation, training and evaluating LLM reasoning abilities. Responsibilities included reviewing submissions, providing quality feedback, and ensuring dataset consistency. My high performance led to a promotion from writer to reviewer within weeks. • Wrote original prompts and responses for model training. • Conducted reviews and quality assurance for peer submissions. • Improved dataset coherence through active feedback loops. • Maintained rigorous delivery schedules under tight deadlines.

I contributed to prompt-response dataset generation, training and evaluating LLM reasoning abilities. Responsibilities included reviewing submissions, providing quality feedback, and ensuring dataset consistency. My high performance led to a promotion from writer to reviewer within weeks. • Wrote original prompts and responses for model training. • Conducted reviews and quality assurance for peer submissions. • Improved dataset coherence through active feedback loops. • Maintained rigorous delivery schedules under tight deadlines.

2026 - 2026

Digital Annotation Expert (Contract)

MercorAudioClassification

Served as a Digital Annotation Expert, evaluating and annotating outputs from multimodal AI systems. Tasks included selecting the most natural and accurate audio, image, and video responses. Adhered to high standards while handling substantial annotation volumes. • Compared AI-generated multimedia responses for supervised learning. • Annotated audio, image, and video data for machine learning workflows. • Ensured annotation consistency and quality control. • Delivered under strict project timelines and quality benchmarks.

Served as a Digital Annotation Expert, evaluating and annotating outputs from multimodal AI systems. Tasks included selecting the most natural and accurate audio, image, and video responses. Adhered to high standards while handling substantial annotation volumes. • Compared AI-generated multimedia responses for supervised learning. • Annotated audio, image, and video data for machine learning workflows. • Ensured annotation consistency and quality control. • Delivered under strict project timelines and quality benchmarks.

2025 - 2026

Education

Work History