The answer is obtaining explicit patient consent and anonymizing data for training, as this practice directly addresses the core ethical principles of autonomy and privacy in healthcare AI. When a healthcare organization uses Salesforce to manage patient records and deploys an AI system to predict readmission risk, consent ensures patients have control over their sensitive data, while anonymization removes personally identifiable information, preventing re-identification and complying with regulations like HIPAA. On the Salesforce AI Associate exam, this question tests your understanding that ethical data use in healthcare AI prioritizes patient rights over model performance or convenience. A common trap is choosing an option focused solely on prediction accuracy, but accuracy does not guarantee fairness or privacy. Another trap is assuming third-party tools automatically comply with healthcare laws, which is risky. Remember the mnemonic "C.A.R.E.": Consent, Anonymize, Respect, and Ethics—always put patient rights first.
AI Associate Ethical Considerations of AI Practice Question
This AI Associate practice question tests your understanding of ethical considerations of ai. Read the scenario carefully and evaluate each option against the stated constraints before committing to an answer. After answering, compare your reasoning against the explanation and wrong-answer breakdown below. Once you have made your selection, read the full explanation to reinforce the concept and understand why each distractor is designed to mislead on exam day.
A healthcare organization uses Salesforce to manage patient records. They want to deploy an AI system that predicts patient readmission risk. Which practice BEST ensures ethical use of patient data?
Clue words in this question
Noticing these words before you look at the options changes how you read each choice.
Clue: "best"
Why it matters: Signals that multiple options may be partially correct. Choose the option that most directly solves the exact problem described, not the one that sounds most complete.
Answer the question above first, then reveal the full breakdown to understand why each option is right or wrong.
Correct answer & explanation
✓
Obtain explicit patient consent and anonymize data for training
Option B is correct because patient consent and data anonymization are key to ethical AI in healthcare. Option A is wrong because predictions may still lead to discrimination. Option C is wrong because accuracy alone doesn't guarantee ethical use. Option D is wrong as third-party tools may not respect privacy laws.
Key principle: NAT direction and interface roles matter as much as the IP address mapping. Inside/outside designation controls which traffic is translated.
Answer analysis
Option-by-option breakdown
For each option: why learners choose it and why it is or isn't the right answer here.
✗
Use the model to deny high-risk patients coverage
Why it's wrong here
This could lead to discrimination and violates ethical principles.
✗
Focus solely on model accuracy regardless of data source
Why it's wrong here
Accuracy without ethical data handling is insufficient.
✓
Obtain explicit patient consent and anonymize data for training
Why this is correct
Consent and anonymization protect patient privacy and comply with regulations.
Clue confirmation
The clue word "best" in the question point toward this answer.
Related concept
Static NAT maps one inside address to one outside address.
✗
Deploy a third-party AI tool without reviewing its data practices
Why it's wrong here
Third-party tools may not adhere to the organization's ethical standards.
Common exam traps
Common exam trap: NAT rules depend on direction and matching traffic
NAT is not only about the public address. The inside/outside interface roles and the ACL or rule that matches traffic are just as important.
Detailed technical explanation
How to think about this question
NAT questions usually test address translation, overload/PAT behaviour, static mappings and whether the right traffic is being translated. Read the interface direction and address terms carefully.
KKey Concepts to Remember
Static NAT maps one inside address to one outside address.
PAT allows many inside hosts to share one public address using ports.
Inside local and inside global describe the private and translated addresses.
NAT ACLs identify traffic for translation, not always security filtering.
TExam Day Tips
→Identify inside and outside interfaces first.
→Check whether the scenario needs static NAT, dynamic NAT or PAT.
→Do not confuse NAT matching ACLs with normal packet-filtering intent.
Key takeaway
NAT direction and interface roles matter as much as the IP address mapping. Inside/outside designation controls which traffic is translated.
Real-world example
How this comes up in practice
A small business has 20 workstations on the 192.168.1.0/24 network and one public IP from its ISP. The router uses PAT (NAT overload) so all 20 devices share one public address using different source ports. NAT questions test whether you understand the four address terms and which direction each translation applies.
What to study next
Got this wrong? Here's your next step.
Review the four NAT address types (inside local, inside global, outside local, outside global), PAT port overload, and static vs dynamic NAT use cases. Then practise related AI Associate NAT questions on configuration and troubleshooting.
Ethical Considerations of AI — This question tests Ethical Considerations of AI — Static NAT maps one inside address to one outside address..
What is the correct answer to this question?
The correct answer is: Obtain explicit patient consent and anonymize data for training — Option B is correct because patient consent and data anonymization are key to ethical AI in healthcare. Option A is wrong because predictions may still lead to discrimination. Option C is wrong because accuracy alone doesn't guarantee ethical use. Option D is wrong as third-party tools may not respect privacy laws.
What should I do if I get this AI Associate question wrong?
Review the four NAT address types (inside local, inside global, outside local, outside global), PAT port overload, and static vs dynamic NAT use cases. Then practise related AI Associate NAT questions on configuration and troubleshooting.
Are there clue words in this question I should notice?
Yes — watch for: "best". Signals that multiple options may be partially correct. Choose the option that most directly solves the exact problem described, not the one that sounds most complete.
What is the key concept behind this question?
Static NAT maps one inside address to one outside address.
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