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How can I audit the algorithms behind everyday social media filters?

Social media platforms increasingly rely on AI-powered filters and recommendation systems that shape how people see themselves and others. In this lesson, students learn a systematic, five-step process for conducting an algorithm audit by examining TikTok’s AI Manga filter. Using a curated database of inputs and outputs, students form hypotheses, collect and analyze data, and evaluate how algorithmic behaviors may reflect bias or unintended impacts. The lesson emphasizes evidence-based reasoning and helps students see how everyday users can meaningfully question and assess AI systems.

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Teacher Reviews for this resource: How can I audit the algorithms behind everyday social media filters?

“Fabulous resource!”
Jessica,High School Chemistry Teacher
“Social media is designed to be personalized, and this will empower students to understand and explain bias on a personal level through a platform (TikTok) that is extremely relevant to them”
Jessica,High School Chemistry Teacher
“Very engaging and hands on”
Rasheeda Henderson,Literacy Academic Coach, 6-8 ELA, Pittsburgh Public Schools