NCA-GENL Question 213
Select 3You are working on a generative AI project that involves training a language model using customer feedback data. To comply with ethical standards and regulations, how should you balance data privacy with the need for data consent?
- A
Ensure that customer feedback data is only used after obtaining explicit consent from the users.
- B
Anonymize the data to remove any personally identifiable information (PII) before using it for training.
- C
Assume that data provided publicly (e.g., online reviews) does not require consent for training purposes.
- D
Establish a clear and transparent data usage policy that informs users about how their data will be used.
- E
Collect and store all available data first, then seek retroactive consent from the users before using it.
Show answer and explanation
Correct answers: A, B, D
Explanation
Balancing data privacy and data consent involves ensuring that users' personal information is protected and that they have explicitly agreed to how their data will be utilized. This is achieved through explicit consent, anonymization, and transparency in data usage policies. Taking these steps ensures compliance with legal and ethical standards while fostering trust with data providers.
- A. Correct.
Obtaining explicit consent ensures that the users are aware of and approve how their data is being used, which is essential for ethical and legal compliance.
- B. Correct.
Anonymizing data is a critical step in protecting user privacy, as it prevents personal information from being linked back to individual users.
- C. Incorrect.
Assuming consent for public data is risky and could lead to ethical and legal violations, as users may not have intended their data for use in AI training.
- D. Correct.
A transparent data usage policy builds trust and ensures that users are fully aware of the purposes and methods of data usage.
- E. Incorrect.
Collecting data before obtaining consent violates ethical guidelines and many data privacy regulations, such as GDPR, which require consent to be obtained beforehand.