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| Topic | Details |
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| Topic 1 | - Data Mining: This section of the exam measures skills of a Business Intelligence Analyst and covers how data is collected, cleaned, and prepared for analysis. It explains methods like ETL and ELT for data integration, as well as web scraping, API use, and survey data collection. Candidates are expected to identify issues like missing or duplicated data and apply techniques like filtering, sorting, merging, and normalizing. The section also touches on query optimization strategies to improve data handling efficiency.
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| Topic 2 | - 5.0 Data Governance, Quality, and Controls
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| Topic 3 | - Data Concepts and Environments: This section of the exam measures the skills of a Junior Data Analyst and focuses on understanding core data concepts such as database types, schema structures, and data formats. It highlights differences between structured and unstructured data, compares file types like CSV, JSON, and XML, and introduces key ideas about data dimensions and slowly changing dimensions. Knowing how data is stored and organized helps professionals better prepare for analysis and reporting tasks.
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| Topic 4 | - Visualization: This section of the exam measures skills of a Data Visualisation Specialist and focuses on turning raw data into clear, visual insights. It teaches how to match visual formats like bar charts, heat maps, and line graphs to specific audiences and needs. Candidates must understand how to create dashboards and reports using proper design elements such as labels, layout, branding, and colour schemes. This section also includes best practices for dashboard development and delivery through various platforms and user access levels.
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CompTIA Data+ Exam Sample Questions (Q145-Q150):
NEW QUESTION # 145
A product goes viral on social media, creating high demand. Distribution channels are facing supply chain issues because the testing and training models that are used for sales forecasting have not encountered similar demand. Which of the following best describes this situation?
- A. Data drift
- B. Incorrect sizing
- C. Skewing
- D. Model bias
Answer: A
Explanation:
Data drift occurs when real-world data patterns change from what the model was trained on, such as an unexpected surge in demand that the model has not previously encountered, leading to inaccurate predictions.
NEW QUESTION # 146
Which of the following best describes the purpose of a primary key?
- A. To organize data so that the database has an efficient way to find data in a table
- B. To eliminate the need to join tables
- C. To provide a helper index that allows the database to find subsets of data easily
- D. To create a unique way to identify each row in a table
Answer: D
Explanation:
A primary key uniquely identifies each row in a table. It ensures that every record can be distinguished from all others and prevents duplicate entries for the key field, maintaining data integrity within the table.
NEW QUESTION # 147
A data analyst is creating a pivot table for a large data set for an upcoming board meeting. Which of the following is the purpose of the pivot table?
- A. To retrieve and clean data from several sources
- B. To visualize the data in a dashboard
- C. To organize the data for reporting
- D. To summarize and analyze the data
Answer: D
Explanation:
A pivot table is used to aggregate, summarize, and analyze large data sets, enabling quick insights such as totals, averages, and groupings.
NEW QUESTION # 148
An analyst needs to create a collection of dashboards for multiple teams within their organization. Which of the following should the analyst do first before starting the project?
- A. Evaluate the user persona type for the dashboards.
- B. Evaluate the KPIs for the dashboards.
- C. Determine the number of team members who need to access the dashboards.
- D. Determine the delivery method of the dashboards.
Answer: A
Explanation:
This question pertains to theVisualization and Reportingdomain, focusing on the initial steps in dashboard creation. The analyst is starting a project for multiple teams, so understanding the audience is critical.
* Evaluate the user persona type for the dashboards (Option A): User personas define the needs, roles, and preferences of the audience (e.g., executives vs. analysts), which is the firststep to ensure the dashboards meet user requirements.
* Determine the number of team members who need to access the dashboards (Option B): This is important for access control but not the first step in design.
* Determine the delivery method of the dashboards (Option C): Delivery method (e.g., self-service) is decided later, after understanding user needs.
* Evaluate the KPIs for the dashboards (Option D): KPIs are defined after understanding the user personas and their goals.
The DA0-002 Visualization and Reporting domain emphasizes "translating business requirements to form the appropriate visualization," and evaluating user personas is the first step in this process.
Reference: CompTIA Data+ DA0-002 Draft Exam Objectives, Domain 4.0 Visualization and Reporting.
NEW QUESTION # 149
An analyst is creating a presentation for a corporate meeting. Which of the following is the most important consideration?
- A. Engaging visuals
- B. Level of detail
- C. Knowing the audience
- D. Dynamic storytelling
Answer: C
Explanation:
Knowing the audience is the most important consideration because it determines the appropriate content, level of detail, terminology, visuals, and presentation style. Understanding the audience ensures that the message is communicated effectively and that the presentation meets their needs and expectations.
NEW QUESTION # 150
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