AI and Fairness in Decisions
CONCEPTUALWhether AI should make important decisions about people: jobs, loans, justice; who is responsible when AI makes unfair decisions; introduction to algorithmic fairness
Mastery Evidence
- Give an example of an important decision that AI might help make (hiring, medical diagnosis, loan approval)
- Explain why letting AI make decisions about people can be risky if the system is biased
- Suggest who should be responsible if an AI system makes an unfair decision
Assessment Prompt
“If [child] learned that a computer program was deciding who gets a job interview, could they explain why that might be unfair and who should be responsible?”
Prerequisites2
- Bias in AI SystemshardAges 9—11
- Humans Versus MachinessoftAges 7—9
Show full prerequisite tree
- Machine Learning Basics hard
Must understand how training works before understanding why it can go wrong
- 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
- Patterns and Classification hard
Must understand patterns and sorting before grasping the training process
- 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
- Machine Learning Basics hard
Must understand training process before grasping how biased data creates biased AI
- 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
- Patterns and Classification hard
Must understand patterns and sorting before grasping the training process
- 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
- Humans Versus Machines soft
Human vs machine comparison provides context for when AI should/shouldn't decide
- Computers in Everyday Life hard
Must know what computers are before understanding robots as programmable machines
- Machine Learning Basics hard
Must understand how machines learn before meaningfully comparing human vs machine capabilities
- 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
- Patterns and Classification hard
Must understand patterns and sorting before grasping the training process
- 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
- Designing Fair AI RuleshardAges 9—11