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CompTIA DA0-001 Exam Syllabus Topics:
Topic | Details |
---|---|
Data Concepts and Environments - 15% | |
Identify basic concepts of data schemas and dimensions. | - Databases
- Data mart/data warehousing/data lake
- Schema concepts
- Slowly changing dimensions
|
Compare and contrast different data types. | - Date - Numeric - Alphanumeric - Currency - Text - Discrete vs. continuous - Categorical/dimension - Images - Audio - Video |
Compare and contrast common data structures and file formats. | - Structures
- Data file formats
|
Data Mining - 25% | |
Explain data acquisition concepts. | - Integration
- Data collection methods
|
Identify common reasons for cleansing and profiling datasets. | - Duplicate data - Redundant data - Missing values - Invalid data - Non-parametric data - Data outliers - Specification mismatch - Data type validation |
Given a scenario, execute data manipulation techniques. | - Recoding data
- Derived variables |
Explain common techniques for data manipulation and query optimization. | - Data manipulation
- Query optimization
|
Data Analysis - 23% | |
Given a scenario, apply the appropriate descriptive statistical methods. | - Measures of central tendency Mean Median Mode - Measures of dispersion
- Frequencies/percentages |
Explain the purpose of inferential statistical methods. | - t-tests - Z-score - p-values - Chi-squared - Hypothesis testing
- Simple linear regression |
Summarize types of analysis and key analysis techniques. | - Process to determine type of analysis
- Type of analysis
|
Identify common data analytics tools. | - Structured Query Language (SQL) - Python - Microsoft Excel - R - Rapid mining - IBM Cognos - IBM SPSS Modeler - IBM SPSS - SAS - Tableau - Power BI - Qlik - MicroStrategy - BusinessObjects - Apex - Dataroma - Domo - AWS QuickSight - Stata - Minitab |
Visualization - 23% | |
Given a scenario, translate business requirements to form a report. | - Data content - Filtering - Views - Date range - Frequency - Audience for report
|
Given a scenario, use appropriate design components for reports and dashboards. | - Report cover page
- Design elements
- Documentation elements
|
Given a scenario, use appropriate methods for dashboard development. | - Dashboard considerations
- Development process
Delivery considerations
|
Given a scenario, apply the appropriate type of visualization. | - Line chart - Pie chart - Bubble chart - Scatter plot - Bar chart - Histogram - Waterfall - Heat map - Geographic map - Tree map - Stacked chart - Infographic - Word cloud |
Compare and contrast types of reports. | - Static vs. dynamic reports
- Ad-hoc/one-time report
- Tactical/research report |
Data Governance, Quality, and Controls - 14% | |
Summarize important data governance concepts. | - Access requirements
- Security requirements
- Storage environment requirements
- Use requirements
- Entity relationship requirements
- Data classification
- Jurisdiction requirements
- Data breach reporting
|
Given a scenario, apply data quality control concepts. | - Circumstances to check for quality
- Automated validation
- Data quality dimensions
- Data quality rule and metrics
- Methods to validate quality
|
Explain master data management (MDM) concepts. | - Processes
- Circumstances for MDM
|
Is The CompTIA DA0-001 Exam Worth It
CompTIA Data+ exam is worth it, but only if you are looking for a career in IT. If you are just looking for a career, then it is not worth it. The CompTIA Data+ certification is not about learning how to use the computer, it is about understanding the system and how to use it effectively. It takes many years of training and experience to become proficient at using this type of software.
The CompTIA Data+ exam is designed to screen out candidates who have no concept of what they are doing when they work with computers. It requires that you have some knowledge of what the different parts of a computer do, how they work together and how they interact with each other. It also requires that you have some basic familiarity with networking systems and networks in general as well as knowledge about security issues related to computers and networks in general. CompTIA DA0-001 exam dumps are the key of success.
The CompTIA Data+ certification is an excellent starting point for anyone who wants to learn more about IT but does not have any formal training or education in this area yet. It can serve as a great entry point into the world of technology if you have already been exposed to computers but don't know much about them.
Reference: https://www.comptia.org/training/books/data-da0-001-study-guide
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