A Problem-Based Learning Activity
Four friends, one beach house, and no obvious way to split the costs fairly.
Joint Ownership Inc. is a startup piloting an app that lets groups of friends co-own high-value assets they couldn’t afford alone. The app tracks usage, logs expenses, and allocates costs based on customized ownership structures and agreements.
Your team is helping pilot the app with a beach house jointly owned by four friends. Each owner uses the house differently, pays for different things, and has made unequal financial contributions.
The app must allocate costs fairly. But what does “fair” mean?
Type each expense the class calls out. Press Enter to add another row.
Don’t overthink it — first instinct is fine. We’ll test these next.
Click “Get AI Suggestions” to have the AI select its preferred method for each cost. Hover over any AI-filled cell to see the reasoning behind its choice.
For each expense, the class must commit to a single method. Be ready to defend each choice.
Use the chosen cost driver to allocate each expense among the four owners. Enter the amount each owner owes, then grade.
Discussion
Bias Reflection
Which of these shaped your choices?
Automation Bias
Did you tend to assume the AI is more intelligent than you?
Confirmation Bias
Did you readily accept AI suggestions that agreed with your initial cost driver choice?
Recap · The Terminology
You’ve already been using these terms. Here they are.
Anything for which you want a separate cost.
A measurable factor used to assign costs to a cost object.
A grouping of indirect costs allocated together based on a shared cost driver.
Can be traced directly to a cost object.
Must be allocated; can’t be traced directly.
Assigning indirect costs using a consistent, logical method.