NCA-GENM Question 215
Select 3A company is developing a multimodal generative AI model and plans to collect user data to enhance the model's performance. Which actions best demonstrate a balance between ensuring data privacy and obtaining user consent?
- A
Implementing anonymization techniques to remove personally identifiable information (PII) from the collected data.
- B
Providing users with a clear and detailed explanation of how their data will be used and requesting explicit consent.
- C
Requiring all users to share their data without offering an opt-out option in order to improve the model's accuracy.
- D
Storing data in a secure environment and regularly auditing access to ensure compliance with data protection regulations.
- E
Disabling all user tracking and data collection to fully guarantee privacy but limiting the ability to improve the AI model.
Show answer and explanation
Correct answers: A, B, D
Explanation
Balancing data privacy with the importance of data consent requires a combination of transparency, user control, and robust data protection measures. Anonymizing data, obtaining explicit consent, and securing the data environment are best practices that allow for model improvement while respecting user rights. Forcing data collection or ceasing it entirely are extreme approaches that fail to maintain this balance.
- A. Correct.
Anonymizing data is a key step in protecting user privacy while allowing the data to be used for model training and improvement.
- B. Correct.
Providing transparency and obtaining explicit consent ensures users are fully informed about data usage, aligning with ethical AI practices.
- C. Incorrect.
Requiring mandatory data sharing without an opt-out option violates principles of user consent and privacy, making this an inappropriate action.
- D. Correct.
Storing data securely and auditing access are essential for maintaining privacy and ensuring compliance with legal and ethical standards.
- E. Incorrect.
Disabling all data collection guarantees privacy but completely hinders the ability to improve the AI model, which is not a balanced approach.