What is the primary purpose of documenting data lineage?

To reduce the storage footprint of data

To track the origin and transformations of data

To increase the speed of data processing

To make data available to more users

A research institute uses a dataset from a public repository. The repository's terms of use require attribution. The institute publishes a paper using the dataset. What should the institute do to comply with the terms?

Include the dataset in the paper's supplementary materials.

Contact the repository to ask for permission to publish the paper.

Anonymize the dataset before using it in the paper.

Cite the dataset and its source in the paper's references.

What is the main purpose of a privacy impact assessment (PIA)?

To measure the accuracy of the data used in the project

To estimate the cost of data storage

To evaluate the potential privacy risks of a data project

To determine the best machine learning algorithm for the data

A retail company uses a cloud data platform for business intelligence. The sales team needs access to sales dashboards, but should not see customer personally identifiable information (PII). The data platform team has set up row-level security (RLS) on the sales tables. What additional step should the team take to ensure the sales team cannot see PII?

Grant the sales team direct access to the underlying tables and train them not to query PII columns.

Encrypt the PII columns so the sales team cannot read them.

Create a separate view or table that excludes PII columns and grant the sales team access only to that view.

Rely on RLS alone because it filters rows, which is sufficient to protect PII.

A software company purchases a dataset of user reviews from a data provider. The license agreement states the data can be used for 'product improvement' but not for 'marketing purposes.' The marketing team wants to use the dataset to create targeted ad campaigns. What should the company do?

Contact the data provider to negotiate a separate license for marketing use.

Use the dataset for marketing because product improvement and marketing are closely related.

Use the dataset for marketing but document the use in the data lineage.

Anonymize the dataset before using it for marketing.

PMICertified Professional in Managing AI (PMI-CPMAI)

Domain 3Objective 6

Check Data Privacy, Compliance, and Access PMI-CPMAI Practice Questions (Page 3)

Part of the Identify Data Needs domain, which accounts for 26% of the PMI-CPMAI exam. PMI does not publish an official question count, but from its 160-minute exam (~65–105 total, ~17–27 in this domain), expect 2–3 from this objective — we provide 29 practice questions to prepare you well beyond it. (estimate)

29questions here

6free pages

6concepts

26%of the exam

Questions 11–15

11foundation · easy
What is the primary purpose of documenting data lineage?
Select an answer first
12application · medium
A research institute uses a dataset from a public repository. The repository's terms of use require attribution. The institute publishes a paper using the dataset. What should the institute do to comply with the terms?
Select an answer first
13foundation · easy
What is the main purpose of a privacy impact assessment (PIA)?
Select an answer first
14application · medium
A retail company uses a cloud data platform for business intelligence. The sales team needs access to sales dashboards, but should not see customer personally identifiable information (PII). The data platform team has set up row-level security (RLS) on the sales tables. What additional step should the team take to ensure the sales team cannot see PII?
Select an answer first
15application · medium
A software company purchases a dataset of user reviews from a data provider. The license agreement states the data can be used for 'product improvement' but not for 'marketing purposes.' The marketing team wants to use the dataset to create targeted ad campaigns. What should the company do?
Select an answer first

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