AI Associate Ethical Considerations of AI Practice Question
This AI Associate practice question tests your understanding of ethical considerations of ai. Match the stated requirement to the specific cloud service, access model, or configuration option — many options are valid in isolation but not for this scenario. 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 retail company uses Salesforce Einstein Vision to analyze customer images for product recommendations. The AI team notices that the model performs poorly on images of customers with darker skin tones, leading to fewer recommendations for that demographic. The team has access to a dataset of diverse skin tones but the company's data privacy policy prohibits using demographic data in training. What should the team do?
Answer the question above first, then reveal the full breakdown to understand why each option is right or wrong.
Correct answer & explanation
✓
Document the bias, escalate to the ethics board, and seek guidance on using diverse data while maintaining privacy.
Option D is correct because it addresses the bias through proper channels while respecting privacy policies. Option A is wrong because removing labels may still encode bias and could violate the spirit of privacy. Option B is wrong because ignoring performance disparities is unethical. Option C is wrong because violating privacy regulations is not acceptable.
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.
✗
Retrain the model on the diverse dataset without considering privacy regulations.
Why it's wrong here
Violating privacy regulations is not acceptable.
✗
Ignore the performance disparity as it is a result of natural data distribution.
Why it's wrong here
Ignoring performance disparities is unethical.
✓
Document the bias, escalate to the ethics board, and seek guidance on using diverse data while maintaining privacy.
Why this is correct
This addresses the bias through proper channels while respecting privacy policies.
Related concept
Static NAT maps one inside address to one outside address.
✗
Use the diverse dataset but remove skin tone labels to avoid privacy issues.
Why it's wrong here
Removing labels may still encode bias and could violate the spirit of privacy.
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: Document the bias, escalate to the ethics board, and seek guidance on using diverse data while maintaining privacy. — Option D is correct because it addresses the bias through proper channels while respecting privacy policies. Option A is wrong because removing labels may still encode bias and could violate the spirit of privacy. Option B is wrong because ignoring performance disparities is unethical. Option C is wrong because violating privacy regulations is not acceptable.
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.
What is the key concept behind this question?
Static NAT maps one inside address to one outside address.
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Question Discussion
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