Usman S.

Key Skills

Software

Don't disclose

Other

Clickworker

Toloka

Remotasks

OneForma

Google Cloud Vertex AI

Data Annotation Tech

Humanatic

Mercor

Mindrift

Top Subject Matter

Conversational AI response evaluation and LLM training data quality

Digital operations support and QA-oriented troubleshooting

Top Data Types

Text

Video

Audio

Top Task Types

Question Answering

Bounding Box

Transcription

Data Collection

Prompt + Response Writing (SFT)

Freelancer Overview

Freelance AI Training & Content Evaluation Specialist (Remote). Brings 5+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Don't disclose and Other. Education includes Undergraduate Studies, N/A. AI-training focus includes data types such as Text and labeling workflows including Evaluation, Rating, and Question Answering.

Labeling Experience

Freelance AI Training & Content Evaluation Specialist (Remote)

Don't discloseText

Evaluated and reviewed AI-generated responses for clarity, relevance, factual consistency, and instruction adherence across multiple conversational scenarios. Identified weak outputs, contextual inaccuracies, and tone inconsistencies to improve overall conversational quality. Conducted prompt analysis and comparative response assessments to check alignment with task instructions and expected outcomes. • Assessed instruction-following and contextual reasoning quality in AI responses • Verified factual consistency using online research and information checks • Compared outputs across scenarios to identify failure patterns and improvement opportunities • Maintained organized remote workflows to meet project deadlines and guidelines

2024 - Present

Customer Support & Digital Operations Assistant (Freelance / Remote)

OtherTextQuestion Answering

Provided client-facing digital support while handling account-related troubleshooting and online communications in a remote setting. While not formally described as AI labeling, the role included maintaining accurate records and professional communication that supports operational quality review workflows. This experience demonstrates consistent attention to detail and structured documentation practices that complement AI training and evaluation tasks. • Assisted clients with troubleshooting and online communication • Managed digital tasks requiring careful organization and accuracy • Maintained records while handling multiple responsibilities remotely • Supported timely responses through remote collaboration and communication

2023 - 2024

Education

Work History