Francisca

Key Skills

Software

Other

Appen

Top Subject Matter

AI model safety

content truthfulness

and bias mitigation

Top Data Types

Text

Top Task Types

Classification

Object Detection

Entity Ner Classification

Question Answering

Evaluation Rating

Freelancer Overview

AI Trainer. Brings 12+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Other and Appen. Education includes Bachelor of Science, University of Lagos (2010). AI-training focus includes data types such as Text and labeling workflows including Evaluation, Rating, and Classification.

Labeling Experience

AI Trainer

OtherText

As an AI Trainer at Outlier, I evaluated the relevance and factual accuracy of AI-generated content snippets. I contributed to improving the truthfulness and safety of the AI models through systematic review tasks. I was responsible for identifying sensitive content, bias, and misinformation. • Evaluated and rated AI-generated text for relevance, factual accuracy, and adherence to guidelines. • Flagged and documented problematic or sensitive material to enhance model safety. • Verified factual claims as part of the truthfulness metric in training loops. • Worked remotely under strict project parameters and confidentiality standards.

As an AI Trainer at Outlier, I evaluated the relevance and factual accuracy of AI-generated content snippets. I contributed to improving the truthfulness and safety of the AI models through systematic review tasks. I was responsible for identifying sensitive content, bias, and misinformation. • Evaluated and rated AI-generated text for relevance, factual accuracy, and adherence to guidelines. • Flagged and documented problematic or sensitive material to enhance model safety. • Verified factual claims as part of the truthfulness metric in training loops. • Worked remotely under strict project parameters and confidentiality standards.

2025 - 2026

Content Reviewer

AppenTextClassification

As a Content Reviewer at Appen, I reviewed text, images, and videos to ensure compliance with established guidelines. I flagged, classified, or removed inappropriate or harmful content from the platform. I consistently met review targets while improving content quality and user experience. • Classified and categorized user-generated content for policy compliance. • Flagged, removed, or documented offensive or sensitive material as per guidelines. • Maintained high standards of detail and accuracy throughout tasks. • Provided feedback and suggestions to optimize review processes.

As a Content Reviewer at Appen, I reviewed text, images, and videos to ensure compliance with established guidelines. I flagged, classified, or removed inappropriate or harmful content from the platform. I consistently met review targets while improving content quality and user experience. • Classified and categorized user-generated content for policy compliance. • Flagged, removed, or documented offensive or sensitive material as per guidelines. • Maintained high standards of detail and accuracy throughout tasks. • Provided feedback and suggestions to optimize review processes.

2018 - 2022

Education

Work History