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CompTIA Data+ Exam Sample Questions (Q97-Q102):

NEW QUESTION # 97
A data analyst receives a new data source that contains employee IDs, job titles, dates of birth, addresses, years of service, and employees' birth months. Which of the following inconsistencies should the analyst identify?

A. Redundancy
B. Parallel
C. Equivalence
D. Duplication

Answer: A

NEW QUESTION # 98
A data analyst needs to join together a table data source and a web API data source using Python. Which of the following is the best way to accomplish this task?

A. Convert the data from the API and database to a string format and convert them to pandas DataFrames that are then merged together.
B. Convert the data from the API and database to a JSON format and convert them to pandas DataFrames that are then merged together.
C. Convert the data from the API and database to a TXT format and convert them to pandas DataFrames that are then merged together.
D. Convert the data from the API and database to a varchar format and convert them to pandas DataFrames that are then merged together.

Answer: B

Explanation:
API data is commonly returned in JSON format, which can be easily converted into pandas DataFrames and merged with database data, making it the most appropriate and efficient approach.

NEW QUESTION # 99
A company's analytics manager wants all reports to be delivered once every seven days. Which of the following is the best delivery method?

A. Custom
B. Ad hoc
C. Recurring
D. Snapshot

Answer: C

Explanation:
This question pertains to theVisualization and Reportingdomain, focusing on report delivery methods. The requirement for delivery every seven days indicates a scheduled, repeating process.
* Recurring (Option A): Recurring delivery schedules reports to be generated and delivered at regular intervals (e.g., weekly), which matches the requirement of every seven days.
* Ad hoc (Option B): Ad hoc reports are one-time, on-demand reports, not suitable for scheduled delivery.
* Custom (Option C): Custom isn't a standard delivery method; it might refer to tailored reports but doesn't imply scheduling.
* Snapshot (Option D): A snapshot captures data at a specific point, not suitable for recurring delivery.
The DA0-002 Visualization and Reporting domain includes "the appropriate visualization in the form of a report" with delivery methods, and recurring delivery is ideal for weekly reports.
Reference: CompTIA Data+ DA0-002 Draft Exam Objectives, Domain 4.0 Visualization and Reporting.

NEW QUESTION # 100
Which of the following best explains the purpose of data lineage?

A. To better understand the granularity of data variable relationships
B. To look up data definitions, ensuring consistent use across business units
C. To track data transformations from acquisition through reporting
D. To see the steps and path of data flow through different systems

Answer: C

Explanation:
Data lineage documents the lifecycle of data, showing how it moves and changes as it passes through systems, processes, and transformations--from initial acquisition to final reporting and consumption. It helps organizations understand where data came from, how it was modified, and whether it can be trusted for decision-making.

NEW QUESTION # 101
An analyst must use the same data to create reports for police patrol supervisors, the city council, and a public website. Which of the following is the best way to differentiate the reports?

A. Persona type
B. Accessibility
C. Detail levels
D. Sensitivity

Answer: A

Explanation:
This question falls under theVisualization and Reportingdomain, focusing on tailoring reports for different audiences. The same data is used for three distinct groups (supervisors, city council, public), requiring differentiation.
* Persona type (Option A): Persona types define the audience's needs and preferences (e.g., supervisors need operational details, the city council needs summaries, the public needs simplified data), making this the best way to differentiate the reports.
* Detail levels (Option B): Detail levels are a result of persona types, not the method of differentiation.
* Accessibility (Option C): Accessibility ensures access for all users (e.g., screen readers), but it's not the primary way to differentiate content.
* Sensitivity (Option D): Sensitivity determines data access (e.g., confidential vs. public), but the scenario implies all reports use the same data, just presented differently.
The DA0-002 Visualization and Reporting domain emphasizes "translating business requirements to form the appropriate visualization," and persona types guide report differentiation for diverse audiences.
Reference: CompTIA Data+ DA0-002 Draft Exam Objectives, Domain 4.0 Visualization and Reporting.

NEW QUESTION # 102
......

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