Key Skills

Software

Label Studio

Other

Data Annotation Tech

Top Subject Matter

AI/LLM Training Data

AI/ML Data Annotation and Validation

CX AI Chatbot Data Generation

Top Data Types

Video

Audio

Image

Text

Document

Top Task Types

Data Collection

Text Generation

Polygon

Bounding Box

Classification

Question Answering

Object Detection

Transcription

Fine-tuning

Prompt + Response Writing (SFT)

Text Summarization

Segmentation

Freelancer Overview

English Data Annotator | CNTXT LOC AI, UAE. Brings 2+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Label Studio, Internal, and Proprietary Tooling. Education includes Bachelor of Information Technology, Superior University (2020) and Intermediate of Science, PGC (2015). AI-training focus includes data types such as Video, Audio, and Image and labeling workflows including Data Collection, Evaluation, and Rating.

Labeling Experience

English Data Annotator | CNTXT LOC AI, UAE

Label StudioVideoData Collection

Collected and annotated video, audio, image, and text data for AI and LLM training in 12+ research-based projects. Ensured high-quality and validated data for use in model development and aligned annotation work with model requirements. Provided quality assurance and review support for a team of 5, contributing to efficient process documentation. • Supported AI/LLM projects requiring diverse data inputs. • Validated and cleaned datasets for consistency and accuracy. • Used Label Studio and test data for QA and annotation. • Enhanced annotation guidelines for workflow efficiency.

Collected and annotated video, audio, image, and text data for AI and LLM training in 12+ research-based projects. Ensured high-quality and validated data for use in model development and aligned annotation work with model requirements. Provided quality assurance and review support for a team of 5, contributing to efficient process documentation. • Supported AI/LLM projects requiring diverse data inputs. • Validated and cleaned datasets for consistency and accuracy. • Used Label Studio and test data for QA and annotation. • Enhanced annotation guidelines for workflow efficiency.

2024 - Present

Data Annotator | ABS Labs, Motive Inc. USA

Text

Participated in data annotation, QA, and analytics processes for multiple AI-based products across several projects. Developed and maintained documentation and dashboards to support labeling efforts and project management activities. Executed ETL processes and QA review, optimizing the delivery and quality of annotated data. • Conducted ongoing evaluation of annotated data for AI use. • Provided documentation for annotation processes and standards. • Facilitated onboarding and best practices for annotation team members. • Led scrum and workflow process enhancements for consistency.

Participated in data annotation, QA, and analytics processes for multiple AI-based products across several projects. Developed and maintained documentation and dashboards to support labeling efforts and project management activities. Executed ETL processes and QA review, optimizing the delivery and quality of annotated data. • Conducted ongoing evaluation of annotated data for AI use. • Provided documentation for annotation processes and standards. • Facilitated onboarding and best practices for annotation team members. • Led scrum and workflow process enhancements for consistency.

2021 - 2024

AI Chatbot Content Creator (Internship) | WIZ AI (Singapore)

OtherTextText Generation

Created chat and dialogue feeds for customer experience AI chatbot development in a product support capacity. Assisted with process workflow, QA documentation, and user feedback integration as part of a content generation team. Utilized Adobe Audition for audio editing related to chatbot content production. • Generated chatbot training data for CX AI applications. • Integrated Q&A and feedback follow-through for training loops. • Contributed to product documentation for annotation support. • Supported workflow optimization for content review.

Created chat and dialogue feeds for customer experience AI chatbot development in a product support capacity. Assisted with process workflow, QA documentation, and user feedback integration as part of a content generation team. Utilized Adobe Audition for audio editing related to chatbot content production. • Generated chatbot training data for CX AI applications. • Integrated Q&A and feedback follow-through for training loops. • Contributed to product documentation for annotation support. • Supported workflow optimization for content review.

2023 - 2023

Education

Work History