Access to the System

Limited Access

Different Versions for Different Persons

Different Treatments for Different Predictions

Data-driven Price Differentiation

Behavior Modification to Make Predictions True

Cautionary Tales: Censoring Search and Face Recognition

Google Search in China

Access to Face Recognition Software

Governance

Set up an Ethical Oversight Committee
Establish a policy
Implement the policy

Unintended Consequences

Data Science Model Behaving Differently than Intended

Impact on Humans Is Unintended: Job Loss(?)

Summary