AP CSP 3.16 Exercise 2: Audit for Bias

Big Idea 3 · Topic 3.16 · Exercise 2

Audit for Bias

25 minutes - 5 simulations - find what was left out and how it biases the result

Back to the Topic 3.16 lessonAll CSP topics

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The same cases as your handout, in the same order.

Scenario 1 · Foundational

A car company simulates a new bumper in 10,000 virtual crashes at different speeds before building a single physical prototype, to decide which shapes to test for real.

Is a simulation the right tool here? (impractical because...):

One real-world element the model EXCLUDES:

Enrichment - how that same cut is both reasonable and a bias risk:

Scenario 2 · Core

A city simulates evacuation traffic using data collected only on ordinary weekday mornings, then uses it to plan for a hurricane evacuation.

Is a simulation the right tool here? (impractical because...):

One real-world element the model EXCLUDES:

Enrichment - how that same cut is both reasonable and a bias risk:

Scenario 3 · Core

A team decides whether a pocket coin is fair by writing a program that flips a simulated RANDOM coin a million times and reports the fraction of heads.

Is a simulation the right tool here? (impractical because...):

One real-world element the model EXCLUDES:

Enrichment - how that same cut is both reasonable and a bias risk:

Scenario 4 · Challenge

A health agency simulates how a new disease spreads to decide on school closures, using a model based only on how the disease spread in a single dense downtown neighborhood.

Is a simulation the right tool here? (impractical because...):

One real-world element the model EXCLUDES:

Enrichment - how that same cut is both reasonable and a bias risk:

Scenario 5 · Challenge

A streaming app simulates which new shows to greenlight by modeling viewer behavior using only the watch histories of its current subscribers.

Is a simulation the right tool here? (impractical because...):

One real-world element the model EXCLUDES:

Enrichment - how that same cut is both reasonable and a bias risk:

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