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Exam Code: Generative AI Leader

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Google Generative AI Leader Practice Test 78

Question 770

The business case is: A company releases AI-written customer advice without revealing automated generation. Which TWO options together provide a suitable intervention and an independent acceptance check? (Select TWO.)

  1. Minimize personal data sent to models and apply suitable anonymization or pseudonymization while retaining needed utility and access controls.
  2. Disclose relevant AI assistance and communicate known limitations, uncertainty and escalation channels to affected users.
  3. An incident rehearsal traces the output to authorized sources, model versions, review decisions and an accountable owner.
  4. A user study verifies clear disclosure, correction paths and appropriate escalation for uncertain high-impact output.
  5. Evaluate disparate outcomes and data quality for relevant groups and document appropriate review and mitigation of harmful bias.

Explanation

Correct Answers

B:

The intervention for the stated situation A company releases AI-written customer advice without revealing automated generation is: Disclose relevant AI assistance and communicate known limitations, uncertainty and escalation channels to affected users. It directly mitigates: Users may mistake automated content for verified professional judgment if AI involvement and limitations are hidden.

D:

A separate outcome check for the situation A company releases AI-written customer advice without revealing automated generation is: A user study verifies clear disclosure, correction paths and appropriate escalation for uncertain high-impact output. It measures the effect of the selected intervention rather than relying on the existence of a proposal.

Incorrect Answers

A:

This choice addresses privacy minimization and de-identification; its main associated risk is: Removing a visible name alone may not prevent re-identification or unauthorized secondary processing. However, the situation A company releases AI-written customer advice without revealing automated generation is primarily about responsible ai transparency and user understanding. The targeted decision is: Disclose relevant AI assistance and communicate known limitations, uncertainty and escalation channels to affected users.

C:

This choice addresses accountability, explainability and human oversight; its main associated risk is: An opaque automated verdict with no accountable reviewer or challenge path can be unsafe and impossible to audit. However, the situation A company releases AI-written customer advice without revealing automated generation is primarily about responsible ai transparency and user understanding. The targeted decision is: Disclose relevant AI assistance and communicate known limitations, uncertainty and escalation channels to affected users.

E:

This choice addresses fairness, representation and data quality in business; its main associated risk is: Overall accuracy can hide biased outputs that systematically disadvantage smaller or underrepresented groups. However, the situation A company releases AI-written customer advice without revealing automated generation is primarily about responsible ai transparency and user understanding. The targeted decision is: Disclose relevant AI assistance and communicate known limitations, uncertainty and escalation channels to affected users.

Question 771

A business team evaluating generative AI encounters this situation: An internal summary contains an uncertain claim but displays it as a verified signed policy. It must choose a solution that is useful, secure, properly sourced, and appropriate for its constraints. What should the initiative prioritize to address the primary issue?

  1. Evaluate disparate outcomes and data quality for relevant groups and document appropriate review and mitigation of harmful bias.
  2. Assign a named business decision owner, preserve source evidence and provide appropriate explanation and appeal channels for impactful AI outcomes.
  3. Minimize personal data sent to models and apply suitable anonymization or pseudonymization while retaining needed utility and access controls.
  4. Disclose relevant AI assistance and communicate known limitations, uncertainty and escalation channels to affected users.

Explanation

Correct Answer

D:

The decisive detail is: An internal summary contains an uncertain claim but displays it as a verified signed policy. The appropriate business or technical decision is: Disclose relevant AI assistance and communicate known limitations, uncertainty and escalation channels to affected users. The risk avoided is that users may mistake automated content for verified professional judgment if AI involvement and limitations are hidden. Confirm the outcome through: A user study verifies clear disclosure, correction paths and appropriate escalation for uncertain high-impact output.

Incorrect Answers

A:

This choice addresses fairness, representation and data quality in business; its main associated risk is: Overall accuracy can hide biased outputs that systematically disadvantage smaller or underrepresented groups. However, the situation An internal summary contains an uncertain claim but displays it as a verified signed policy is primarily about responsible ai transparency and user understanding. The targeted decision is: Disclose relevant AI assistance and communicate known limitations, uncertainty and escalation channels to affected users.

B:

This choice addresses accountability, explainability and human oversight; its main associated risk is: An opaque automated verdict with no accountable reviewer or challenge path can be unsafe and impossible to audit. However, the situation An internal summary contains an uncertain claim but displays it as a verified signed policy is primarily about responsible ai transparency and user understanding. The targeted decision is: Disclose relevant AI assistance and communicate known limitations, uncertainty and escalation channels to affected users.

C:

This choice addresses privacy minimization and de-identification; its main associated risk is: Removing a visible name alone may not prevent re-identification or unauthorized secondary processing. However, the situation An internal summary contains an uncertain claim but displays it as a verified signed policy is primarily about responsible ai transparency and user understanding. The targeted decision is: Disclose relevant AI assistance and communicate known limitations, uncertainty and escalation channels to affected users.

Question 772

A business case reports: An internal summary contains an uncertain claim but displays it as a verified signed policy. What is the strongest reason the current assumption is unsafe?

  1. Overall accuracy can hide biased outputs that systematically disadvantage smaller or underrepresented groups.
  2. Removing a visible name alone may not prevent re-identification or unauthorized secondary processing.
  3. Users may mistake automated content for verified professional judgment if AI involvement and limitations are hidden.
  4. An opaque automated verdict with no accountable reviewer or challenge path can be unsafe and impossible to audit.

Explanation

Correct Answer

C:

This case exposes a specific failure mode: Users may mistake automated content for verified professional judgment if AI involvement and limitations are hidden. In the situation An internal summary contains an uncertain claim but displays it as a verified signed policy, the recommended response is: Disclose relevant AI assistance and communicate known limitations, uncertainty and escalation channels to affected users. Independent evidence would be: A user study verifies clear disclosure, correction paths and appropriate escalation for uncertain high-impact output.

Incorrect Answers

A:

This choice addresses fairness, representation and data quality in business; its main associated risk is: Overall accuracy can hide biased outputs that systematically disadvantage smaller or underrepresented groups. However, the situation An internal summary contains an uncertain claim but displays it as a verified signed policy is primarily about responsible ai transparency and user understanding. The targeted decision is: Disclose relevant AI assistance and communicate known limitations, uncertainty and escalation channels to affected users.

B:

This choice addresses privacy minimization and de-identification; its main associated risk is: Removing a visible name alone may not prevent re-identification or unauthorized secondary processing. However, the situation An internal summary contains an uncertain claim but displays it as a verified signed policy is primarily about responsible ai transparency and user understanding. The targeted decision is: Disclose relevant AI assistance and communicate known limitations, uncertainty and escalation channels to affected users.

D:

This choice addresses accountability, explainability and human oversight; its main associated risk is: An opaque automated verdict with no accountable reviewer or challenge path can be unsafe and impossible to audit. However, the situation An internal summary contains an uncertain claim but displays it as a verified signed policy is primarily about responsible ai transparency and user understanding. The targeted decision is: Disclose relevant AI assistance and communicate known limitations, uncertainty and escalation channels to affected users.

Question 773

A business team evaluating generative AI encounters this situation: A support portal needs a clear way to report a misleading AI response. It must choose a solution that is useful, secure, properly sourced, and appropriate for its constraints. Which approach is most defensible under these requirements?

  1. Disclose relevant AI assistance and communicate known limitations, uncertainty and escalation channels to affected users.
  2. Assign a named business decision owner, preserve source evidence and provide appropriate explanation and appeal channels for impactful AI outcomes.
  3. Minimize personal data sent to models and apply suitable anonymization or pseudonymization while retaining needed utility and access controls.
  4. Evaluate disparate outcomes and data quality for relevant groups and document appropriate review and mitigation of harmful bias.

Explanation

Correct Answer

A:

The decisive detail is: A support portal needs a clear way to report a misleading AI response. The appropriate business or technical decision is: Disclose relevant AI assistance and communicate known limitations, uncertainty and escalation channels to affected users. The risk avoided is that users may mistake automated content for verified professional judgment if AI involvement and limitations are hidden. Confirm the outcome through: A user study verifies clear disclosure, correction paths and appropriate escalation for uncertain high-impact output.

Incorrect Answers

B:

This choice addresses accountability, explainability and human oversight; its main associated risk is: An opaque automated verdict with no accountable reviewer or challenge path can be unsafe and impossible to audit. However, the situation A support portal needs a clear way to report a misleading AI response is primarily about responsible ai transparency and user understanding. The targeted decision is: Disclose relevant AI assistance and communicate known limitations, uncertainty and escalation channels to affected users.

C:

This choice addresses privacy minimization and de-identification; its main associated risk is: Removing a visible name alone may not prevent re-identification or unauthorized secondary processing. However, the situation A support portal needs a clear way to report a misleading AI response is primarily about responsible ai transparency and user understanding. The targeted decision is: Disclose relevant AI assistance and communicate known limitations, uncertainty and escalation channels to affected users.

D:

This choice addresses fairness, representation and data quality in business; its main associated risk is: Overall accuracy can hide biased outputs that systematically disadvantage smaller or underrepresented groups. However, the situation A support portal needs a clear way to report a misleading AI response is primarily about responsible ai transparency and user understanding. The targeted decision is: Disclose relevant AI assistance and communicate known limitations, uncertainty and escalation channels to affected users.

Question 774

A gen AI initiative reports: A support portal needs a clear way to report a misleading AI response. What independent evidence would best confirm the solution worked?

  1. A user study verifies clear disclosure, correction paths and appropriate escalation for uncertain high-impact output.
  2. A privacy assessment tests whether the data shared is necessary, suitably protected and resistant to reasonable re-identification.
  3. An incident rehearsal traces the output to authorized sources, model versions, review decisions and an accountable owner.
  4. A representative evaluation reports relevant subgroup errors and documents action when inequitable impacts emerge.

Explanation

Correct Answer

A:

The key acceptance evidence for A support portal needs a clear way to report a misleading AI response is: A user study verifies clear disclosure, correction paths and appropriate escalation for uncertain high-impact output. It checks whether the team actually implemented: Disclose relevant AI assistance and communicate known limitations, uncertainty and escalation channels to affected users. A product configuration, demo, or persuasive response alone is not proof.

Incorrect Answers

B:

This choice addresses privacy minimization and de-identification; its main associated risk is: Removing a visible name alone may not prevent re-identification or unauthorized secondary processing. However, the situation A support portal needs a clear way to report a misleading AI response is primarily about responsible ai transparency and user understanding. The targeted decision is: Disclose relevant AI assistance and communicate known limitations, uncertainty and escalation channels to affected users.

C:

This choice addresses accountability, explainability and human oversight; its main associated risk is: An opaque automated verdict with no accountable reviewer or challenge path can be unsafe and impossible to audit. However, the situation A support portal needs a clear way to report a misleading AI response is primarily about responsible ai transparency and user understanding. The targeted decision is: Disclose relevant AI assistance and communicate known limitations, uncertainty and escalation channels to affected users.

D:

This choice addresses fairness, representation and data quality in business; its main associated risk is: Overall accuracy can hide biased outputs that systematically disadvantage smaller or underrepresented groups. However, the situation A support portal needs a clear way to report a misleading AI response is primarily about responsible ai transparency and user understanding. The targeted decision is: Disclose relevant AI assistance and communicate known limitations, uncertainty and escalation channels to affected users.

Question 775

A business team evaluating generative AI encounters this situation: A marketing image campaign needs truthful disclosure of synthetic media where required. It must choose a solution that is useful, secure, properly sourced, and appropriate for its constraints. Which first change most directly addresses the observed failure?

  1. Evaluate disparate outcomes and data quality for relevant groups and document appropriate review and mitigation of harmful bias.
  2. Minimize personal data sent to models and apply suitable anonymization or pseudonymization while retaining needed utility and access controls.
  3. Assign a named business decision owner, preserve source evidence and provide appropriate explanation and appeal channels for impactful AI outcomes.
  4. Disclose relevant AI assistance and communicate known limitations, uncertainty and escalation channels to affected users.

Explanation

Correct Answer

D:

The decisive detail is: A marketing image campaign needs truthful disclosure of synthetic media where required. The appropriate business or technical decision is: Disclose relevant AI assistance and communicate known limitations, uncertainty and escalation channels to affected users. The risk avoided is that users may mistake automated content for verified professional judgment if AI involvement and limitations are hidden. Confirm the outcome through: A user study verifies clear disclosure, correction paths and appropriate escalation for uncertain high-impact output.

Incorrect Answers

A:

This choice addresses fairness, representation and data quality in business; its main associated risk is: Overall accuracy can hide biased outputs that systematically disadvantage smaller or underrepresented groups. However, the situation A marketing image campaign needs truthful disclosure of synthetic media where required is primarily about responsible ai transparency and user understanding. The targeted decision is: Disclose relevant AI assistance and communicate known limitations, uncertainty and escalation channels to affected users.

B:

This choice addresses privacy minimization and de-identification; its main associated risk is: Removing a visible name alone may not prevent re-identification or unauthorized secondary processing. However, the situation A marketing image campaign needs truthful disclosure of synthetic media where required is primarily about responsible ai transparency and user understanding. The targeted decision is: Disclose relevant AI assistance and communicate known limitations, uncertainty and escalation channels to affected users.

C:

This choice addresses accountability, explainability and human oversight; its main associated risk is: An opaque automated verdict with no accountable reviewer or challenge path can be unsafe and impossible to audit. However, the situation A marketing image campaign needs truthful disclosure of synthetic media where required is primarily about responsible ai transparency and user understanding. The targeted decision is: Disclose relevant AI assistance and communicate known limitations, uncertainty and escalation channels to affected users.

Question 776

A business case reports: A marketing image campaign needs truthful disclosure of synthetic media where required. What is the strongest reason the current assumption is unsafe?

  1. Users may mistake automated content for verified professional judgment if AI involvement and limitations are hidden.
  2. Removing a visible name alone may not prevent re-identification or unauthorized secondary processing.
  3. Overall accuracy can hide biased outputs that systematically disadvantage smaller or underrepresented groups.
  4. An opaque automated verdict with no accountable reviewer or challenge path can be unsafe and impossible to audit.

Explanation

Correct Answer

A:

This case exposes a specific failure mode: Users may mistake automated content for verified professional judgment if AI involvement and limitations are hidden. In the situation A marketing image campaign needs truthful disclosure of synthetic media where required, the recommended response is: Disclose relevant AI assistance and communicate known limitations, uncertainty and escalation channels to affected users. Independent evidence would be: A user study verifies clear disclosure, correction paths and appropriate escalation for uncertain high-impact output.

Incorrect Answers

B:

This choice addresses privacy minimization and de-identification; its main associated risk is: Removing a visible name alone may not prevent re-identification or unauthorized secondary processing. However, the situation A marketing image campaign needs truthful disclosure of synthetic media where required is primarily about responsible ai transparency and user understanding. The targeted decision is: Disclose relevant AI assistance and communicate known limitations, uncertainty and escalation channels to affected users.

C:

This choice addresses fairness, representation and data quality in business; its main associated risk is: Overall accuracy can hide biased outputs that systematically disadvantage smaller or underrepresented groups. However, the situation A marketing image campaign needs truthful disclosure of synthetic media where required is primarily about responsible ai transparency and user understanding. The targeted decision is: Disclose relevant AI assistance and communicate known limitations, uncertainty and escalation channels to affected users.

D:

This choice addresses accountability, explainability and human oversight; its main associated risk is: An opaque automated verdict with no accountable reviewer or challenge path can be unsafe and impossible to audit. However, the situation A marketing image campaign needs truthful disclosure of synthetic media where required is primarily about responsible ai transparency and user understanding. The targeted decision is: Disclose relevant AI assistance and communicate known limitations, uncertainty and escalation channels to affected users.

Question 777

A business team evaluating generative AI encounters this situation: A training dataset includes customer contact details not needed for product sentiment analysis. It must choose a solution that is useful, secure, properly sourced, and appropriate for its constraints. Which response best meets the business need and its stated limits?

  1. Assign a named business decision owner, preserve source evidence and provide appropriate explanation and appeal channels for impactful AI outcomes.
  2. Minimize personal data sent to models and apply suitable anonymization or pseudonymization while retaining needed utility and access controls.
  3. Evaluate disparate outcomes and data quality for relevant groups and document appropriate review and mitigation of harmful bias.
  4. Disclose relevant AI assistance and communicate known limitations, uncertainty and escalation channels to affected users.

Explanation

Correct Answer

B:

The decisive detail is: A training dataset includes customer contact details not needed for product sentiment analysis. The appropriate business or technical decision is: Minimize personal data sent to models and apply suitable anonymization or pseudonymization while retaining needed utility and access controls. The risk avoided is that removing a visible name alone may not prevent re-identification or unauthorized secondary processing. Confirm the outcome through: A privacy assessment tests whether the data shared is necessary, suitably protected and resistant to reasonable re-identification.

Incorrect Answers

A:

This choice addresses accountability, explainability and human oversight; its main associated risk is: An opaque automated verdict with no accountable reviewer or challenge path can be unsafe and impossible to audit. However, the situation A training dataset includes customer contact details not needed for product sentiment analysis is primarily about privacy minimization and de-identification. The targeted decision is: Minimize personal data sent to models and apply suitable anonymization or pseudonymization while retaining needed utility and access controls.

C:

This choice addresses fairness, representation and data quality in business; its main associated risk is: Overall accuracy can hide biased outputs that systematically disadvantage smaller or underrepresented groups. However, the situation A training dataset includes customer contact details not needed for product sentiment analysis is primarily about privacy minimization and de-identification. The targeted decision is: Minimize personal data sent to models and apply suitable anonymization or pseudonymization while retaining needed utility and access controls.

D:

This choice addresses responsible ai transparency and user understanding; its main associated risk is: Users may mistake automated content for verified professional judgment if AI involvement and limitations are hidden. However, the situation A training dataset includes customer contact details not needed for product sentiment analysis is primarily about privacy minimization and de-identification. The targeted decision is: Minimize personal data sent to models and apply suitable anonymization or pseudonymization while retaining needed utility and access controls.

Question 778

A gen AI initiative reports: A training dataset includes customer contact details not needed for product sentiment analysis. Which acceptance test most directly validates the correction?

  1. A privacy assessment tests whether the data shared is necessary, suitably protected and resistant to reasonable re-identification.
  2. A user study verifies clear disclosure, correction paths and appropriate escalation for uncertain high-impact output.
  3. A representative evaluation reports relevant subgroup errors and documents action when inequitable impacts emerge.
  4. An incident rehearsal traces the output to authorized sources, model versions, review decisions and an accountable owner.

Explanation

Correct Answer

A:

The key acceptance evidence for A training dataset includes customer contact details not needed for product sentiment analysis is: A privacy assessment tests whether the data shared is necessary, suitably protected and resistant to reasonable re-identification. It checks whether the team actually implemented: Minimize personal data sent to models and apply suitable anonymization or pseudonymization while retaining needed utility and access controls. A product configuration, demo, or persuasive response alone is not proof.

Incorrect Answers

B:

This choice addresses responsible ai transparency and user understanding; its main associated risk is: Users may mistake automated content for verified professional judgment if AI involvement and limitations are hidden. However, the situation A training dataset includes customer contact details not needed for product sentiment analysis is primarily about privacy minimization and de-identification. The targeted decision is: Minimize personal data sent to models and apply suitable anonymization or pseudonymization while retaining needed utility and access controls.

C:

This choice addresses fairness, representation and data quality in business; its main associated risk is: Overall accuracy can hide biased outputs that systematically disadvantage smaller or underrepresented groups. However, the situation A training dataset includes customer contact details not needed for product sentiment analysis is primarily about privacy minimization and de-identification. The targeted decision is: Minimize personal data sent to models and apply suitable anonymization or pseudonymization while retaining needed utility and access controls.

D:

This choice addresses accountability, explainability and human oversight; its main associated risk is: An opaque automated verdict with no accountable reviewer or challenge path can be unsafe and impossible to audit. However, the situation A training dataset includes customer contact details not needed for product sentiment analysis is primarily about privacy minimization and de-identification. The targeted decision is: Minimize personal data sent to models and apply suitable anonymization or pseudonymization while retaining needed utility and access controls.

Question 779

A business team evaluating generative AI encounters this situation: A research team removes names but keeps unique identifiers that can reveal the same individuals. It must choose a solution that is useful, secure, properly sourced, and appropriate for its constraints. What should the initiative prioritize to address the primary issue?

  1. Evaluate disparate outcomes and data quality for relevant groups and document appropriate review and mitigation of harmful bias.
  2. Disclose relevant AI assistance and communicate known limitations, uncertainty and escalation channels to affected users.
  3. Assign a named business decision owner, preserve source evidence and provide appropriate explanation and appeal channels for impactful AI outcomes.
  4. Minimize personal data sent to models and apply suitable anonymization or pseudonymization while retaining needed utility and access controls.

Explanation

Correct Answer

D:

The decisive detail is: A research team removes names but keeps unique identifiers that can reveal the same individuals. The appropriate business or technical decision is: Minimize personal data sent to models and apply suitable anonymization or pseudonymization while retaining needed utility and access controls. The risk avoided is that removing a visible name alone may not prevent re-identification or unauthorized secondary processing. Confirm the outcome through: A privacy assessment tests whether the data shared is necessary, suitably protected and resistant to reasonable re-identification.

Incorrect Answers

A:

This choice addresses fairness, representation and data quality in business; its main associated risk is: Overall accuracy can hide biased outputs that systematically disadvantage smaller or underrepresented groups. However, the situation A research team removes names but keeps unique identifiers that can reveal the same individuals is primarily about privacy minimization and de-identification. The targeted decision is: Minimize personal data sent to models and apply suitable anonymization or pseudonymization while retaining needed utility and access controls.

B:

This choice addresses responsible ai transparency and user understanding; its main associated risk is: Users may mistake automated content for verified professional judgment if AI involvement and limitations are hidden. However, the situation A research team removes names but keeps unique identifiers that can reveal the same individuals is primarily about privacy minimization and de-identification. The targeted decision is: Minimize personal data sent to models and apply suitable anonymization or pseudonymization while retaining needed utility and access controls.

C:

This choice addresses accountability, explainability and human oversight; its main associated risk is: An opaque automated verdict with no accountable reviewer or challenge path can be unsafe and impossible to audit. However, the situation A research team removes names but keeps unique identifiers that can reveal the same individuals is primarily about privacy minimization and de-identification. The targeted decision is: Minimize personal data sent to models and apply suitable anonymization or pseudonymization while retaining needed utility and access controls.

Question 780

The business case is: A research team removes names but keeps unique identifiers that can reveal the same individuals. Select TWO: the appropriate design decision and convincing validation evidence. (Select TWO.)

  1. A representative evaluation reports relevant subgroup errors and documents action when inequitable impacts emerge.
  2. Minimize personal data sent to models and apply suitable anonymization or pseudonymization while retaining needed utility and access controls.
  3. Assign a named business decision owner, preserve source evidence and provide appropriate explanation and appeal channels for impactful AI outcomes.
  4. Disclose relevant AI assistance and communicate known limitations, uncertainty and escalation channels to affected users.
  5. A privacy assessment tests whether the data shared is necessary, suitably protected and resistant to reasonable re-identification.

Explanation

Correct Answers

B:

The intervention for the stated situation A research team removes names but keeps unique identifiers that can reveal the same individuals is: Minimize personal data sent to models and apply suitable anonymization or pseudonymization while retaining needed utility and access controls. It directly mitigates: Removing a visible name alone may not prevent re-identification or unauthorized secondary processing.

E:

A separate outcome check for the situation A research team removes names but keeps unique identifiers that can reveal the same individuals is: A privacy assessment tests whether the data shared is necessary, suitably protected and resistant to reasonable re-identification. It measures the effect of the selected intervention rather than relying on the existence of a proposal.

Incorrect Answers

A:

This choice addresses fairness, representation and data quality in business; its main associated risk is: Overall accuracy can hide biased outputs that systematically disadvantage smaller or underrepresented groups. However, the situation A research team removes names but keeps unique identifiers that can reveal the same individuals is primarily about privacy minimization and de-identification. The targeted decision is: Minimize personal data sent to models and apply suitable anonymization or pseudonymization while retaining needed utility and access controls.

C:

This choice addresses accountability, explainability and human oversight; its main associated risk is: An opaque automated verdict with no accountable reviewer or challenge path can be unsafe and impossible to audit. However, the situation A research team removes names but keeps unique identifiers that can reveal the same individuals is primarily about privacy minimization and de-identification. The targeted decision is: Minimize personal data sent to models and apply suitable anonymization or pseudonymization while retaining needed utility and access controls.

D:

This choice addresses responsible ai transparency and user understanding; its main associated risk is: Users may mistake automated content for verified professional judgment if AI involvement and limitations are hidden. However, the situation A research team removes names but keeps unique identifiers that can reveal the same individuals is primarily about privacy minimization and de-identification. The targeted decision is: Minimize personal data sent to models and apply suitable anonymization or pseudonymization while retaining needed utility and access controls.