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Google Generative AI Leader Practice Test 70

Question 690

Following a proposed change in a cross-team productivity initiative at Dunhill Commerce, the business transformation team reports that it addressed the following need under an upcoming readiness review: A pilot uses internal employee communications without checking collection purpose or permitted use. Which observation provides the STRONGEST evidence that the change worked?

  1. An incident exercise identifies a real owner and documented correction path.
  2. A privacy assessment documents approved purposes, retention, and any required consents.
  3. A sample review reconstructs the sources and responsible approver for each recommendation.
  4. Privacy testing confirms unnecessary direct identifiers are absent from the workflow.

Explanation

Correct Answer

B:

A privacy assessment documents approved purposes, retention, and any required consents. This is the direct observable test of the intended response: Verify lawful basis, consent where applicable, notices, and access permissions for intended data use. In the context of Dunhill Commerce's a cross-team productivity initiative, it checks an actual outcome instead of treating completion of a project ticket or an untested assertion as evidence.

Incorrect Answers

A:

An incident exercise identifies a real owner and documented correction path. This would instead validate the different situation: An AI initiative has no named party responsible when the output harms a customer. It would ordinarily follow the action: Assign accountable ownership for model selection, monitoring, decisions, and remediation. It does not establish that Dunhill Commerce solved the need specified in this scenario; the relevant check is: A privacy assessment documents approved purposes, retention, and any required consents.

C:

A sample review reconstructs the sources and responsible approver for each recommendation. This would instead validate the different situation: A lending team cannot explain what evidence informed an AI recommendation to reviewers. It would ordinarily follow the action: Maintain traceable input evidence, explainable decision support, and accountable human review. It does not establish that Dunhill Commerce solved the need specified in this scenario; the relevant check is: A privacy assessment documents approved purposes, retention, and any required consents.

D:

Privacy testing confirms unnecessary direct identifiers are absent from the workflow. This would instead validate the different situation: A marketing assistant ingests customer contact details that are not needed to generate a generic campaign. It would ordinarily follow the action: Use data minimization and appropriate anonymization or pseudonymization before model processing. It does not establish that Dunhill Commerce solved the need specified in this scenario; the relevant check is: A privacy assessment documents approved purposes, retention, and any required consents.

Question 691

At Evergreen Agriculture, the risk management office is preparing a knowledge modernization effort. During its quality review, with ongoing operational monitoring, the team records this requirement or issue: A pilot uses internal employee communications without checking collection purpose or permitted use. Which action BEST addresses the specific need?

  1. Assign accountable ownership for model selection, monitoring, decisions, and remediation.
  2. Use data minimization and appropriate anonymization or pseudonymization before model processing.
  3. Verify lawful basis, consent where applicable, notices, and access permissions for intended data use.
  4. Maintain traceable input evidence, explainable decision support, and accountable human review.

Explanation

Correct Answer

C:

Verify lawful basis, consent where applicable, notices, and access permissions for intended data use. This choice targets the documented need in Evergreen Agriculture's risk management office rather than a neighboring AI concept. The review must confirm a concrete result: A privacy assessment documents approved purposes, retention, and any required consents. This is a scoped recommendation, not a guarantee that all AI risks disappear.

Incorrect Answers

A:

Assign accountable ownership for model selection, monitoring, decisions, and remediation. That response fits a different condition: An AI initiative has no named party responsible when the output harms a customer. It does not directly resolve the stated need in Evergreen Agriculture's a knowledge modernization effort; the relevant acceptance check here is: A privacy assessment documents approved purposes, retention, and any required consents.

B:

Use data minimization and appropriate anonymization or pseudonymization before model processing. That response fits a different condition: A marketing assistant ingests customer contact details that are not needed to generate a generic campaign. It does not directly resolve the stated need in Evergreen Agriculture's a knowledge modernization effort; the relevant acceptance check here is: A privacy assessment documents approved purposes, retention, and any required consents.

D:

Maintain traceable input evidence, explainable decision support, and accountable human review. That response fits a different condition: A lending team cannot explain what evidence informed an AI recommendation to reviewers. It does not directly resolve the stated need in Evergreen Agriculture's a knowledge modernization effort; the relevant acceptance check here is: A privacy assessment documents approved purposes, retention, and any required consents.

Question 692

Following a proposed change in a knowledge modernization effort at Evergreen Agriculture, the risk management office reports that it addressed the following need under ongoing operational monitoring: A pilot uses internal employee communications without checking collection purpose or permitted use. Which observation provides the STRONGEST evidence that the change worked?

  1. A privacy assessment documents approved purposes, retention, and any required consents.
  2. Privacy testing confirms unnecessary direct identifiers are absent from the workflow.
  3. An incident exercise identifies a real owner and documented correction path.
  4. A sample review reconstructs the sources and responsible approver for each recommendation.

Explanation

Correct Answer

A:

A privacy assessment documents approved purposes, retention, and any required consents. This is the direct observable test of the intended response: Verify lawful basis, consent where applicable, notices, and access permissions for intended data use. In the context of Evergreen Agriculture's a knowledge modernization effort, it checks an actual outcome instead of treating completion of a project ticket or an untested assertion as evidence.

Incorrect Answers

B:

Privacy testing confirms unnecessary direct identifiers are absent from the workflow. This would instead validate the different situation: A marketing assistant ingests customer contact details that are not needed to generate a generic campaign. It would ordinarily follow the action: Use data minimization and appropriate anonymization or pseudonymization before model processing. It does not establish that Evergreen Agriculture solved the need specified in this scenario; the relevant check is: A privacy assessment documents approved purposes, retention, and any required consents.

C:

An incident exercise identifies a real owner and documented correction path. This would instead validate the different situation: An AI initiative has no named party responsible when the output harms a customer. It would ordinarily follow the action: Assign accountable ownership for model selection, monitoring, decisions, and remediation. It does not establish that Evergreen Agriculture solved the need specified in this scenario; the relevant check is: A privacy assessment documents approved purposes, retention, and any required consents.

D:

A sample review reconstructs the sources and responsible approver for each recommendation. This would instead validate the different situation: A lending team cannot explain what evidence informed an AI recommendation to reviewers. It would ordinarily follow the action: Maintain traceable input evidence, explainable decision support, and accountable human review. It does not establish that Evergreen Agriculture solved the need specified in this scenario; the relevant check is: A privacy assessment documents approved purposes, retention, and any required consents.

Question 693

At Fairmont Software, the innovation group is preparing an enterprise service redesign. During its architecture review, with a defined quality acceptance baseline, the team records this requirement or issue: An AI initiative has no named party responsible when the output harms a customer. Which action BEST addresses the specific need?

  1. Provide clear AI-use disclosures, capability limits, and accessible escalation.
  2. Maintain traceable input evidence, explainable decision support, and accountable human review.
  3. Assign accountable ownership for model selection, monitoring, decisions, and remediation.
  4. Conduct fairness evaluations on representative slices and correct unjustified disparities before use.

Explanation

Correct Answer

C:

Assign accountable ownership for model selection, monitoring, decisions, and remediation. This choice targets the documented need in Fairmont Software's innovation group rather than a neighboring AI concept. The review must confirm a concrete result: An incident exercise identifies a real owner and documented correction path. This is a scoped recommendation, not a guarantee that all AI risks disappear.

Incorrect Answers

A:

Provide clear AI-use disclosures, capability limits, and accessible escalation. That response fits a different condition: Customers cannot tell whether a chatbot is automated or how to request a human agent. It does not directly resolve the stated need in Fairmont Software's an enterprise service redesign; the relevant acceptance check here is: An incident exercise identifies a real owner and documented correction path.

B:

Maintain traceable input evidence, explainable decision support, and accountable human review. That response fits a different condition: A lending team cannot explain what evidence informed an AI recommendation to reviewers. It does not directly resolve the stated need in Fairmont Software's an enterprise service redesign; the relevant acceptance check here is: An incident exercise identifies a real owner and documented correction path.

D:

Conduct fairness evaluations on representative slices and correct unjustified disparities before use. That response fits a different condition: An employee-screening assistant has unequal error rates across relevant groups. It does not directly resolve the stated need in Fairmont Software's an enterprise service redesign; the relevant acceptance check here is: An incident exercise identifies a real owner and documented correction path.

Question 694

Following a proposed change in an enterprise service redesign at Fairmont Software, the innovation group reports that it addressed the following need under a defined quality acceptance baseline: An AI initiative has no named party responsible when the output harms a customer. Which observation provides the STRONGEST evidence that the change worked?

  1. An incident exercise identifies a real owner and documented correction path.
  2. Test users can identify automation and successfully reach a human when needed.
  3. Independent monitoring reports group-level metrics and the disposition of observed disparities.
  4. A sample review reconstructs the sources and responsible approver for each recommendation.

Explanation

Correct Answer

A:

An incident exercise identifies a real owner and documented correction path. This is the direct observable test of the intended response: Assign accountable ownership for model selection, monitoring, decisions, and remediation. In the context of Fairmont Software's an enterprise service redesign, it checks an actual outcome instead of treating completion of a project ticket or an untested assertion as evidence.

Incorrect Answers

B:

Test users can identify automation and successfully reach a human when needed. This would instead validate the different situation: Customers cannot tell whether a chatbot is automated or how to request a human agent. It would ordinarily follow the action: Provide clear AI-use disclosures, capability limits, and accessible escalation. It does not establish that Fairmont Software solved the need specified in this scenario; the relevant check is: An incident exercise identifies a real owner and documented correction path.

C:

Independent monitoring reports group-level metrics and the disposition of observed disparities. This would instead validate the different situation: An employee-screening assistant has unequal error rates across relevant groups. It would ordinarily follow the action: Conduct fairness evaluations on representative slices and correct unjustified disparities before use. It does not establish that Fairmont Software solved the need specified in this scenario; the relevant check is: An incident exercise identifies a real owner and documented correction path.

D:

A sample review reconstructs the sources and responsible approver for each recommendation. This would instead validate the different situation: A lending team cannot explain what evidence informed an AI recommendation to reviewers. It would ordinarily follow the action: Maintain traceable input evidence, explainable decision support, and accountable human review. It does not establish that Fairmont Software solved the need specified in this scenario; the relevant check is: An incident exercise identifies a real owner and documented correction path.

Question 695

At Glenwood Telecom, the service design team is preparing a business process automation pilot. During its pilot review, with a fixed pilot budget, the team records this requirement or issue: An AI initiative has no named party responsible when the output harms a customer. Which action BEST addresses the specific need?

  1. Conduct fairness evaluations on representative slices and correct unjustified disparities before use.
  2. Assign accountable ownership for model selection, monitoring, decisions, and remediation.
  3. Maintain traceable input evidence, explainable decision support, and accountable human review.
  4. Provide clear AI-use disclosures, capability limits, and accessible escalation.

Explanation

Correct Answer

B:

Assign accountable ownership for model selection, monitoring, decisions, and remediation. This choice targets the documented need in Glenwood Telecom's service design team rather than a neighboring AI concept. The review must confirm a concrete result: An incident exercise identifies a real owner and documented correction path. This is a scoped recommendation, not a guarantee that all AI risks disappear.

Incorrect Answers

A:

Conduct fairness evaluations on representative slices and correct unjustified disparities before use. That response fits a different condition: An employee-screening assistant has unequal error rates across relevant groups. It does not directly resolve the stated need in Glenwood Telecom's a business process automation pilot; the relevant acceptance check here is: An incident exercise identifies a real owner and documented correction path.

C:

Maintain traceable input evidence, explainable decision support, and accountable human review. That response fits a different condition: A lending team cannot explain what evidence informed an AI recommendation to reviewers. It does not directly resolve the stated need in Glenwood Telecom's a business process automation pilot; the relevant acceptance check here is: An incident exercise identifies a real owner and documented correction path.

D:

Provide clear AI-use disclosures, capability limits, and accessible escalation. That response fits a different condition: Customers cannot tell whether a chatbot is automated or how to request a human agent. It does not directly resolve the stated need in Glenwood Telecom's a business process automation pilot; the relevant acceptance check here is: An incident exercise identifies a real owner and documented correction path.

Question 696

Following a proposed change in a business process automation pilot at Glenwood Telecom, the service design team reports that it addressed the following need under a fixed pilot budget: An AI initiative has no named party responsible when the output harms a customer. Which observation provides the STRONGEST evidence that the change worked?

  1. A sample review reconstructs the sources and responsible approver for each recommendation.
  2. Independent monitoring reports group-level metrics and the disposition of observed disparities.
  3. Test users can identify automation and successfully reach a human when needed.
  4. An incident exercise identifies a real owner and documented correction path.

Explanation

Correct Answer

D:

An incident exercise identifies a real owner and documented correction path. This is the direct observable test of the intended response: Assign accountable ownership for model selection, monitoring, decisions, and remediation. In the context of Glenwood Telecom's a business process automation pilot, it checks an actual outcome instead of treating completion of a project ticket or an untested assertion as evidence.

Incorrect Answers

A:

A sample review reconstructs the sources and responsible approver for each recommendation. This would instead validate the different situation: A lending team cannot explain what evidence informed an AI recommendation to reviewers. It would ordinarily follow the action: Maintain traceable input evidence, explainable decision support, and accountable human review. It does not establish that Glenwood Telecom solved the need specified in this scenario; the relevant check is: An incident exercise identifies a real owner and documented correction path.

B:

Independent monitoring reports group-level metrics and the disposition of observed disparities. This would instead validate the different situation: An employee-screening assistant has unequal error rates across relevant groups. It would ordinarily follow the action: Conduct fairness evaluations on representative slices and correct unjustified disparities before use. It does not establish that Glenwood Telecom solved the need specified in this scenario; the relevant check is: An incident exercise identifies a real owner and documented correction path.

C:

Test users can identify automation and successfully reach a human when needed. This would instead validate the different situation: Customers cannot tell whether a chatbot is automated or how to request a human agent. It would ordinarily follow the action: Provide clear AI-use disclosures, capability limits, and accessible escalation. It does not establish that Glenwood Telecom solved the need specified in this scenario; the relevant check is: An incident exercise identifies a real owner and documented correction path.

Question 697

At Highland Housing, the information governance team is preparing a customer-facing support experience. During its vendor-selection review, with limited engineering capacity, the team records this requirement or issue: An automated decision system gives impacted users no way to challenge an inaccurate result. Which action BEST addresses the specific need?

  1. Maintain traceable input evidence, explainable decision support, and accountable human review.
  2. Use data minimization and appropriate anonymization or pseudonymization before model processing.
  3. Provide feedback, dispute, and human-appeal mechanisms appropriate to decision impact.
  4. Assign accountable ownership for model selection, monitoring, decisions, and remediation.

Explanation

Correct Answer

C:

Provide feedback, dispute, and human-appeal mechanisms appropriate to decision impact. This choice targets the documented need in Highland Housing's information governance team rather than a neighboring AI concept. The review must confirm a concrete result: Test cases show corrections and appeals are captured, investigated, and resolved. This is a scoped recommendation, not a guarantee that all AI risks disappear.

Incorrect Answers

A:

Maintain traceable input evidence, explainable decision support, and accountable human review. That response fits a different condition: A lending team cannot explain what evidence informed an AI recommendation to reviewers. It does not directly resolve the stated need in Highland Housing's a customer-facing support experience; the relevant acceptance check here is: Test cases show corrections and appeals are captured, investigated, and resolved.

B:

Use data minimization and appropriate anonymization or pseudonymization before model processing. That response fits a different condition: A marketing assistant ingests customer contact details that are not needed to generate a generic campaign. It does not directly resolve the stated need in Highland Housing's a customer-facing support experience; the relevant acceptance check here is: Test cases show corrections and appeals are captured, investigated, and resolved.

D:

Assign accountable ownership for model selection, monitoring, decisions, and remediation. That response fits a different condition: An AI initiative has no named party responsible when the output harms a customer. It does not directly resolve the stated need in Highland Housing's a customer-facing support experience; the relevant acceptance check here is: Test cases show corrections and appeals are captured, investigated, and resolved.

Question 698

Following a proposed change in a customer-facing support experience at Highland Housing, the information governance team reports that it addressed the following need under limited engineering capacity: An automated decision system gives impacted users no way to challenge an inaccurate result. Which observation provides the STRONGEST evidence that the change worked?

  1. Test cases show corrections and appeals are captured, investigated, and resolved.
  2. A sample review reconstructs the sources and responsible approver for each recommendation.
  3. Privacy testing confirms unnecessary direct identifiers are absent from the workflow.
  4. An incident exercise identifies a real owner and documented correction path.

Explanation

Correct Answer

A:

Test cases show corrections and appeals are captured, investigated, and resolved. This is the direct observable test of the intended response: Provide feedback, dispute, and human-appeal mechanisms appropriate to decision impact. In the context of Highland Housing's a customer-facing support experience, it checks an actual outcome instead of treating completion of a project ticket or an untested assertion as evidence.

Incorrect Answers

B:

A sample review reconstructs the sources and responsible approver for each recommendation. This would instead validate the different situation: A lending team cannot explain what evidence informed an AI recommendation to reviewers. It would ordinarily follow the action: Maintain traceable input evidence, explainable decision support, and accountable human review. It does not establish that Highland Housing solved the need specified in this scenario; the relevant check is: Test cases show corrections and appeals are captured, investigated, and resolved.

C:

Privacy testing confirms unnecessary direct identifiers are absent from the workflow. This would instead validate the different situation: A marketing assistant ingests customer contact details that are not needed to generate a generic campaign. It would ordinarily follow the action: Use data minimization and appropriate anonymization or pseudonymization before model processing. It does not establish that Highland Housing solved the need specified in this scenario; the relevant check is: Test cases show corrections and appeals are captured, investigated, and resolved.

D:

An incident exercise identifies a real owner and documented correction path. This would instead validate the different situation: An AI initiative has no named party responsible when the output harms a customer. It would ordinarily follow the action: Assign accountable ownership for model selection, monitoring, decisions, and remediation. It does not establish that Highland Housing solved the need specified in this scenario; the relevant check is: Test cases show corrections and appeals are captured, investigated, and resolved.

Question 699

At Ironwood Travel, the support enablement team is preparing a decision-support initiative. During its architecture review, with restricted source access, the team records this requirement or issue: An automated decision system gives impacted users no way to challenge an inaccurate result. Which action BEST addresses the specific need?

  1. Assign accountable ownership for model selection, monitoring, decisions, and remediation.
  2. Provide feedback, dispute, and human-appeal mechanisms appropriate to decision impact.
  3. Maintain traceable input evidence, explainable decision support, and accountable human review.
  4. Use data minimization and appropriate anonymization or pseudonymization before model processing.

Explanation

Correct Answer

B:

Provide feedback, dispute, and human-appeal mechanisms appropriate to decision impact. This choice targets the documented need in Ironwood Travel's support enablement team rather than a neighboring AI concept. The review must confirm a concrete result: Test cases show corrections and appeals are captured, investigated, and resolved. This is a scoped recommendation, not a guarantee that all AI risks disappear.

Incorrect Answers

A:

Assign accountable ownership for model selection, monitoring, decisions, and remediation. That response fits a different condition: An AI initiative has no named party responsible when the output harms a customer. It does not directly resolve the stated need in Ironwood Travel's a decision-support initiative; the relevant acceptance check here is: Test cases show corrections and appeals are captured, investigated, and resolved.

C:

Maintain traceable input evidence, explainable decision support, and accountable human review. That response fits a different condition: A lending team cannot explain what evidence informed an AI recommendation to reviewers. It does not directly resolve the stated need in Ironwood Travel's a decision-support initiative; the relevant acceptance check here is: Test cases show corrections and appeals are captured, investigated, and resolved.

D:

Use data minimization and appropriate anonymization or pseudonymization before model processing. That response fits a different condition: A marketing assistant ingests customer contact details that are not needed to generate a generic campaign. It does not directly resolve the stated need in Ironwood Travel's a decision-support initiative; the relevant acceptance check here is: Test cases show corrections and appeals are captured, investigated, and resolved.

Question 700

Following a proposed change in a decision-support initiative at Ironwood Travel, the support enablement team reports that it addressed the following need under restricted source access: An automated decision system gives impacted users no way to challenge an inaccurate result. Which observation provides the STRONGEST evidence that the change worked?

  1. Privacy testing confirms unnecessary direct identifiers are absent from the workflow.
  2. A sample review reconstructs the sources and responsible approver for each recommendation.
  3. An incident exercise identifies a real owner and documented correction path.
  4. Test cases show corrections and appeals are captured, investigated, and resolved.

Explanation

Correct Answer

D:

Test cases show corrections and appeals are captured, investigated, and resolved. This is the direct observable test of the intended response: Provide feedback, dispute, and human-appeal mechanisms appropriate to decision impact. In the context of Ironwood Travel's a decision-support initiative, it checks an actual outcome instead of treating completion of a project ticket or an untested assertion as evidence.

Incorrect Answers

A:

Privacy testing confirms unnecessary direct identifiers are absent from the workflow. This would instead validate the different situation: A marketing assistant ingests customer contact details that are not needed to generate a generic campaign. It would ordinarily follow the action: Use data minimization and appropriate anonymization or pseudonymization before model processing. It does not establish that Ironwood Travel solved the need specified in this scenario; the relevant check is: Test cases show corrections and appeals are captured, investigated, and resolved.

B:

A sample review reconstructs the sources and responsible approver for each recommendation. This would instead validate the different situation: A lending team cannot explain what evidence informed an AI recommendation to reviewers. It would ordinarily follow the action: Maintain traceable input evidence, explainable decision support, and accountable human review. It does not establish that Ironwood Travel solved the need specified in this scenario; the relevant check is: Test cases show corrections and appeals are captured, investigated, and resolved.

C:

An incident exercise identifies a real owner and documented correction path. This would instead validate the different situation: An AI initiative has no named party responsible when the output harms a customer. It would ordinarily follow the action: Assign accountable ownership for model selection, monitoring, decisions, and remediation. It does not establish that Ironwood Travel solved the need specified in this scenario; the relevant check is: Test cases show corrections and appeals are captured, investigated, and resolved.