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| Section | Weight | Objectives |
|---|
| Topic 1: Data Governance, Quality, and Controls | 16% | - Security and privacy
- 1. Audit trails and logging
- 2. Foundational AI considerations in data lifecycle
- 3. Data classification and protection
- 4. Access controls and encryption
- Data governance frameworks
- 1. Compliance requirements (GDPR, CCPA, etc.)
- 2. Data stewardship and ownership
- 3. Policies, standards, and procedures
- Data quality management
- 1. Quality dimensions (accuracy, completeness, consistency)
- 2. Quality assessment and monitoring
- 3. Remediation strategies
|
| Topic 2: Data Analysis | 24% | - Descriptive statistics
- 1. Measures of central tendency
- 2. Data distributions
- 3. Measures of dispersion
- Inferential statistics
- 1. Confidence intervals
- 2. Hypothesis testing
- 3. Correlation and regression basics
- Analysis tools and techniques
- 1. Libraries and functions for analysis
- 2. BI platforms and notebooks
- 3. SQL for data analysis
|
| Topic 3: Visualization | 15% | - Storytelling with data
- 1. Executive summaries and key insights
- 2. Audience-appropriate visuals
- 3. Narrative techniques for data communication
- Dashboard and report design
- 1. Chart types and their applications
- 2. Dashboard components and layout
- 3. Visualization best practices
|
| Topic 4: Data Mining | 25% | - Data preparation and cleansing
- 1. Data cleaning techniques
- 2. Handling missing values and duplicates
- 3. Data normalization and transformation
- Data acquisition and collection
- 1. ETL/ELT processes
- 2. Data sources and ingestion methods
- 3. APIs and connectors
- Data enrichment and integration
- 1. Joining and merging datasets
- 2. Data mapping and lineage
- 3. Derived columns and calculated fields
|
| Topic 5: Data Concepts and Environments | 20% | - Data types and metadata
- 1. Metadata and its role in data management
- 2. Data types (string, numeric, Boolean, date)
- Data structures and formats
- 1. Common data formats (JSON, XML, CSV)
- 2. File types and their use cases
- 3. Structured, semi-structured, and unstructured data
- Database fundamentals
- 1. Relational vs. non-relational databases
- 2. Cloud and containerized data environments
- 3. Schemas and data models
|
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CompTIA Data+ Exam Sample Questions (Q84-Q89):
NEW QUESTION # 84
A manager wants a report that contains the days off for each direct report. The manager needs this report to always be up-to-date with the latest data. Which of the following describes the refresh frequency that the manager is requesting?
- A. Ad hoc
- B. Dynamic
- C. Real-time
- D. Snapshot
Answer: C
Explanation:
This question pertains to theVisualization and Reportingdomain, focusing on report refresh frequencies. The manager needs the report to always be up-to-date, implying continuous data updates.
* Real-time (Option A): Real-time refresh frequency ensures the report reflects the latest data as soon as it changes, which matches the requirement to "always be up-to-date."
* Ad hoc (Option B): Ad hoc reports are generated on-demand, not continuously updated.
* Snapshot (Option C): A snapshot captures data at a specific point in time, not suitable for always being up-to-date.
* Dynamic (Option D): Dynamic reports allow interactivity, but the term doesn't specifically imply real- time updates.
The DA0-002 Visualization and Reporting domain includes "the appropriate visualization in the form of a report" with delivery methods, and real-time refresh frequency ensures the report is always current.
Reference: CompTIA Data+ DA0-002 Draft Exam Objectives, Domain 4.0 Visualization and Reporting.
NEW QUESTION # 85
A data analyst is designing a report for the business review team. The team lists the following requirements for the report:
- Specific data points
- Color branding
- Labels and terminology
- Suggested charts and tables
Which of the following components is missing from the requirements?
- A. Report type
- B. Source validation
- C. Design elements
- D. Delivery method
Answer: D
Explanation:
The requirements cover content and design aspects but do not specify how the report will be delivered, such as format, platform, or distribution method, which is essential for completing the report requirements.
NEW QUESTION # 86
Which of the following explains the purpose of UAT?
- A. To review software application crashes, create patches, and deploy to users
- B. To begin the software application development process to enhance user experience
- C. To validate and verify that a software application meets the needs and requirements of users
- D. To ensure all parts of the software application work together after each sprint
Answer: C
Explanation:
User Acceptance Testing (UAT) ensures the application satisfies business requirements and user needs by validating that it works as intended in real-world scenarios before final release.
NEW QUESTION # 87
Given the following data set:

Which of the following is the median?
Answer: D
Explanation:
The test scores are 35, 76, 91, 45, 72, and 83. When sorted, they become 35, 45, 72, 76, 83, 91.
Since there are six values, the median is the average of the two middle values: (72 + 76) ÷ 2 =
74.
NEW QUESTION # 88
Which of the following best describes the method used to combine files, software, and libraries for use on various operating systems and environments?
- A. Virtual machine
- B. Package manager
- C. Containerization
- D. Code repository
Answer: C
Explanation:
Containerization bundles applications with their dependencies, including files, libraries, and runtime components, enabling consistent execution across different operating systems and environments.
NEW QUESTION # 89
......
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