Ruby Bugtai

Key Skills

Software

Other

Clickworker

Top Subject Matter

AI innovation

computer vision

Multimodal AI data labeling

Top Data Types

Image

Text

Document

Top Task Types

Classification

Freelancer Overview

Freelance Data Annotator. Brings 5+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Other and Clickworker. Education includes Bachelor of Science, National University of Manila (2024) and Senior High School Diploma, International Peace Leadership of College (2020). AI-training focus includes data types such as Image and Text and labeling workflows including Classification.

Labeling Experience

Freelance Data Annotator

OtherImageClassification

In this freelance data annotation role, I was responsible for annotating and validating image and video datasets while adhering to strict guidelines. I maintained accuracy and consistency across labeling tasks and conducted thorough quality assurance checks. I identified and corrected annotation errors and contributed to improving data quality standards. • Labeled images and videos for AI model development • Performed detailed error review on labeled data • Collaborated with the team remotely to share best practices • Ensured productivity and performance metrics were met

In this freelance data annotation role, I was responsible for annotating and validating image and video datasets while adhering to strict guidelines. I maintained accuracy and consistency across labeling tasks and conducted thorough quality assurance checks. I identified and corrected annotation errors and contributed to improving data quality standards. • Labeled images and videos for AI model development • Performed detailed error review on labeled data • Collaborated with the team remotely to share best practices • Ensured productivity and performance metrics were met

2025 - 2026

Data Annotator & Click Worker

ClickworkerTextClassification

As a data annotator and click worker, I accurately labeled text, image, audio, and video data to support machine learning initiatives. My responsibilities included categorizing and reviewing diverse multimodal data in accordance with detailed task instructions. I maintained high standards of quality while meeting project deadlines. • Labeled data across multiple formats for training AI models • Followed task-specific annotation requirements • Managed workflow efficiently from a remote setting • Ensured output quality with routine self-checks

As a data annotator and click worker, I accurately labeled text, image, audio, and video data to support machine learning initiatives. My responsibilities included categorizing and reviewing diverse multimodal data in accordance with detailed task instructions. I maintained high standards of quality while meeting project deadlines. • Labeled data across multiple formats for training AI models • Followed task-specific annotation requirements • Managed workflow efficiently from a remote setting • Ensured output quality with routine self-checks

2023 - 2023

Freelance Annotator

OtherTextClassification

As a freelance annotator, I ensured the accuracy of labeled data by reviewing and editing for errors in textual and image datasets. I was responsible for identifying, correcting, and documenting annotation errors to enhance dataset quality. My work contributed to the overall reliability and effectiveness of the training data used in various software development contexts. • Validated and corrected errors in labeled data • Documented annotation issues to improve team performance • Coordinated remotely via online platforms • Supported software development projects with high-quality annotation

As a freelance annotator, I ensured the accuracy of labeled data by reviewing and editing for errors in textual and image datasets. I was responsible for identifying, correcting, and documenting annotation errors to enhance dataset quality. My work contributed to the overall reliability and effectiveness of the training data used in various software development contexts. • Validated and corrected errors in labeled data • Documented annotation issues to improve team performance • Coordinated remotely via online platforms • Supported software development projects with high-quality annotation

2021 - 2022

Education

Work History