Ruqaiyya Fatma

Key Skills

Software

Other

Toloka

Top Subject Matter

Educational Content

General Knowledge

Education Domain Expertise

Top Data Types

Text

Top Task Types

No task types listed

Freelancer Overview

AI Trainer (Freelancing) - Outlier AI. Brings 8+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Other and Toloka. Education includes Doctor of Philosophy, Aligarh Muslim University (2022) and Master of Science, Jamia Millia Islamia (2014). AI-training focus includes data types such as Text and labeling workflows including Evaluation and Rating.

Labeling Experience

AI Trainer and Data Annotator (Freelancing) - Mindrift (Toloka AI)

TolokaText

My role at Mindrift (Toloka AI) as an AI trainer and Data Annotator involves detailed annotation and quality assessment of AI learning data. I work with various data types for diverse AI tasks, focusing on education-related content. The position demands accuracy, consistency, and subject-matter knowledge to enhance AI performance. • Annotate and evaluate AI-generated educational texts and responses. • Contribute domain knowledge to refine labeling criteria. • Utilize collaborative tools provided by Toloka. • Report on annotation trends to support model improvement.

My role at Mindrift (Toloka AI) as an AI trainer and Data Annotator involves detailed annotation and quality assessment of AI learning data. I work with various data types for diverse AI tasks, focusing on education-related content. The position demands accuracy, consistency, and subject-matter knowledge to enhance AI performance. • Annotate and evaluate AI-generated educational texts and responses. • Contribute domain knowledge to refine labeling criteria. • Utilize collaborative tools provided by Toloka. • Report on annotation trends to support model improvement.

2025 - Present

AI Trainer (Freelancing) - Alignerr

OtherText

At Alignerr, I serve as an AI trainer tasked with the assessment, rating, and analysis of machine-generated text. My daily responsibilities include evaluating the factualness and pedagogical value of AI outputs. The focus is on enhancing models for educational and general-purpose conversational contexts. • Conduct comprehensive evaluations of AI-generated responses. • Identify content gaps and recommend refinements. • Maintain detailed documentation of quality issues. • Apply mathematical and teaching expertise to contextualize feedback.

At Alignerr, I serve as an AI trainer tasked with the assessment, rating, and analysis of machine-generated text. My daily responsibilities include evaluating the factualness and pedagogical value of AI outputs. The focus is on enhancing models for educational and general-purpose conversational contexts. • Conduct comprehensive evaluations of AI-generated responses. • Identify content gaps and recommend refinements. • Maintain detailed documentation of quality issues. • Apply mathematical and teaching expertise to contextualize feedback.

2025 - Present

AI Trainer (Freelancing) - Outlier AI

OtherText

As an AI trainer (Freelancing) at Outlier AI, I evaluate and rate AI-generated responses for quality and accuracy. My work involves reviewing large sets of text-based interactions and providing structured feedback for model improvement. I use my subject expertise and judgment to shape and enhance AI language models. • Critically assess AI outputs and generate improvement reports. • Ensure content aligns with varied linguistic and educational standards. • Work independently with adherence to project targets and timelines. • Collaborate remotely with an international team of annotators and trainers.

As an AI trainer (Freelancing) at Outlier AI, I evaluate and rate AI-generated responses for quality and accuracy. My work involves reviewing large sets of text-based interactions and providing structured feedback for model improvement. I use my subject expertise and judgment to shape and enhance AI language models. • Critically assess AI outputs and generate improvement reports. • Ensure content aligns with varied linguistic and educational standards. • Work independently with adherence to project targets and timelines. • Collaborate remotely with an international team of annotators and trainers.

2025 - Present

Senior Associate (AI Trainer and Data Annotator) - Innodata

OtherText

During my tenure at Innodata, I served as a senior associate (AI Trainer and Data Annotator) on a contractual basis. My primary work centered on evaluating and annotating large volumes of text for machine learning applications. I followed strict guidelines to ensure data quality and relevance for AI training projects. • Review and annotation of text content focused on education and general language tasks. • Data quality assurance through systematic sample checks. • Feedback loop participation for continuous process improvement. • Time-efficient handling of high annotation task volumes.

During my tenure at Innodata, I served as a senior associate (AI Trainer and Data Annotator) on a contractual basis. My primary work centered on evaluating and annotating large volumes of text for machine learning applications. I followed strict guidelines to ensure data quality and relevance for AI training projects. • Review and annotation of text content focused on education and general language tasks. • Data quality assurance through systematic sample checks. • Feedback loop participation for continuous process improvement. • Time-efficient handling of high annotation task volumes.

2024 - 2024

Education

Work History