Cynthia Rukwaro

Key Skills

Software

Appen

Top Subject Matter

Language AI

Social Media

Content Moderation

Top Data Types

Text

Audio

Document

Top Task Types

Classification

Freelancer Overview

Freelance AI Language Specialist / Data Annotator. Brings 3+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Appen. Education includes Master of Science, Massachusetts Institute of Technology (2023) and Bachelor of Science, Kenyatta University (2022). AI-training focus includes data types such as Text and labeling workflows including Evaluation, Rating, and Classification.

Labeling Experience

Social Media Content Reviewer / Annotator

AppenTextClassification

As a Social Media Content Reviewer / Annotator, I labeled and classified social media posts into primary categories such as misinformation, hate speech, and spam. I ensured consistent application of annotation guidelines and flagged ambiguous cases for further review. This role required precise attention to the integrity and safety of platform data. • Contributed to quality calibration sessions with the team • Managed high-volume datasets efficiently • Flagged and escalated edge cases • Maintained alignment with annotation guidelines

As a Social Media Content Reviewer / Annotator, I labeled and classified social media posts into primary categories such as misinformation, hate speech, and spam. I ensured consistent application of annotation guidelines and flagged ambiguous cases for further review. This role required precise attention to the integrity and safety of platform data. • Contributed to quality calibration sessions with the team • Managed high-volume datasets efficiently • Flagged and escalated edge cases • Maintained alignment with annotation guidelines

2021 - Present

Freelance AI Language Specialist / Data Annotator

AppenText

As a Freelance AI Language Specialist / Data Annotator, I reviewed and corrected machine-generated Swahili and English text for use in AI training datasets. I performed audio transcription tasks with attention to linguistic diversity and regional dialects. In this role, I also evaluated AI-generated responses for cultural appropriateness and coherence. • Annotated and categorized social media content for sentiment, intent, and policy compliance • Maintained consistent labeling standards aligned with rubrics • Ensured high transcription accuracy in multiple languages • Contributed to overall data quality review and AI model evaluation

As a Freelance AI Language Specialist / Data Annotator, I reviewed and corrected machine-generated Swahili and English text for use in AI training datasets. I performed audio transcription tasks with attention to linguistic diversity and regional dialects. In this role, I also evaluated AI-generated responses for cultural appropriateness and coherence. • Annotated and categorized social media content for sentiment, intent, and policy compliance • Maintained consistent labeling standards aligned with rubrics • Ensured high transcription accuracy in multiple languages • Contributed to overall data quality review and AI model evaluation

2017 - Present

Education

Work History