NCA-GENM Question 217
Single answerA company is developing a generative AI model that processes multimodal data, including text, images, and audio. The team wants to train the model using a dataset obtained from users of their platform. However, they are concerned about balancing data privacy with obtaining proper user consent. What is the best approach for the organization to ensure ethical and compliant use of user data?
- A
Collect user data without explicit consent but anonymize it before use in training the model.
- B
Obtain explicit user consent by clearly explaining how their data will be used and allow them to opt out.
- C
Use publicly available datasets instead of user data to avoid privacy concerns entirely.
- D
Encrypt the user data during training to ensure privacy, even if consent is not obtained.
Show answer and explanation
Correct answer: B
Explanation
To ensure ethical and compliant use of user data in generative AI, organizations must prioritize obtaining explicit user consent. This involves being transparent about how the data will be used, providing users with the option to opt out, and complying with data privacy laws. While anonymization, encryption, or using public datasets are useful practices, they do not replace the necessity of obtaining user consent.
- A. Incorrect.
Anonymizing data is an important step but does not address the ethical and legal requirement of obtaining explicit user consent. Using data without consent violates privacy regulations in many jurisdictions.
- B. Correct.
Obtaining explicit user consent with transparency on how the data will be used is the correct approach. It balances the need for data privacy with ethical AI practices and legal compliance.
- C. Incorrect.
Using publicly available datasets can avoid privacy concerns, but it may not always provide the specific data needed for the AI model. This approach also does not address the scenario where user data is already collected.
- D. Incorrect.
Encrypting user data is a good practice for data security but does not replace the legal and ethical obligation to obtain user consent before using their data.