Recommendation Systems and Filter Bubbles
CONCEPTUALHow recommendation systems work: YouTube, Netflix, and shop websites track what you click and find patterns; filter bubbles; the difference between helpful suggestions and manipulation
Mastery Evidence
- Explain how YouTube or Netflix decides what to suggest next
- Describe what a 'filter bubble' is (only seeing things similar to what you already like)
- Give one benefit and one risk of recommendation systems
Assessment Prompt
“Does [child] understand why YouTube keeps suggesting similar videos to ones they've watched, and could they explain how the recommendation system works?”
Prerequisites2
- Data and Information for ComputershardAges 7—9
- Patterns and ClassificationsoftAges 7—9
Show full prerequisite tree
- Data and Information for Computers hard
Must understand data before grasping how recommendation systems track clicks
- Step-by-Step Instructions soft
Understanding algorithms helps grasp how voice assistants process commands
- Computers in Everyday Life hard
Must know computers exist before understanding they follow exact instructions
- Smart Versus Not-Smart Devices hard
Must understand smart devices before exploring voice assistants as a specific smart device
- Computers in Everyday Life hard
Must know what computers are before sorting smart vs not-smart things
- Smart Versus Not-Smart Devices hard
Must understand smart things before spotting AI all around daily life
- Computers in Everyday Life hard
Must know what computers are before sorting smart vs not-smart things
- Step-by-Step Instructions hard
Must understand that computers follow instructions before learning about data as their input
- Computers in Everyday Life hard
Must know computers exist before understanding they follow exact instructions
- Data and Information for Computers hard
Must understand data before learning how computers find patterns in it
- Step-by-Step Instructions soft
Understanding algorithms helps grasp how voice assistants process commands
- Computers in Everyday Life hard
Must know computers exist before understanding they follow exact instructions
- Smart Versus Not-Smart Devices hard
Must understand smart devices before exploring voice assistants as a specific smart device
- Computers in Everyday Life hard
Must know what computers are before sorting smart vs not-smart things
- Smart Versus Not-Smart Devices hard
Must understand smart things before spotting AI all around daily life
- Computers in Everyday Life hard
Must know what computers are before sorting smart vs not-smart things
- Step-by-Step Instructions hard
Must understand that computers follow instructions before learning about data as their input
- Computers in Everyday Life hard
Must know computers exist before understanding they follow exact instructions
Unlocks1
- AI Data Collection and PrivacyhardAges 9—11