Ethics Quiz 12

Rights of the data subject

Right to access their data

Right to be forgotten

Right to be informed

Right to explainability (shaky)

How do we honor rights?

Comply with legal restrictions, anonymize data, follow guidelines based on governing body, and access control.

Anonymize data

Minimization, pseudonymization, suppression, etc.

Achieve anonymity (k-anonymity, l-diversity)

Guidelines based on governing body

HIPAA breach rules, GDPR, US patchwork

Acess control

Principle of least privilege, scoped access, IAS

What if we want to build something?

Decide software licensing

Desing data collection and storage to comply with guidelines (Github minimization, protecting keys)

Humans vs AI in creating things

Access

Production team: who has it and what should be protected or differ by team

Client side: how do we structure this from an organizational standpoint, who are the clients

Final output

How explainable is that model and how explainable should it be?

Tradeoffs between function and explainability (speed vs security vs explanation)

what happens when something goes wrong

Forensic audit, lawsuit, model registration,

Explainability vs. usability

lawsuits, company audits

When is a simple model better

When a more complex model would take too much time, if the complex model doesn’t provide additional accuracy.

Assignment categories