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Reference: https://www.comptia.org/training/books/data-da0-001-study-guide
| 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
|
The CompTIA Data+ certification is a great way to show your knowledge and skills in IT. This is because it includes all the necessary topics that you need to know while working in any company. This will also help you in getting a better job and get a higher salary. You can now become a part of the top IT companies in the world by passing this exam.
This exam has been designed by the CompTia foundation, so you don't need to worry about how difficult it will be for you to pass this exam. You should always use their resources and practice exams provided on their website so that you can easily pass this exam without any problem. CompTIA DA0-001 exam dumps are here to help you with that.
You don't need any experience or background to take this exam because it's quite easy and simple. All you need is some basic knowledge about computer networks, operating systems, networking protocols, and software programs etc., which are essential for most of the jobs today.
The techniques report sample for free control structures descriptive hoc translate cleansing schemas common acquisition profiling requirements with the real pdf analytics design scenario.
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Start preparing Now Before You Take CompTIA DA0-001 Exam
Are you looking for a reliable, tested and proven study guide to help you prepare for the CompTIA DA0-001 Exam?
So far we have covered many topics related to CompTIA A+ exams. But now let's talk about the preparation process for CompTIA A+ exams.
Most people go through a lot of pain trying to prepare for CompTIA A+ exams. So they spend a lot of time studying for these exams, but unfortunately, they still fail. The reason why they fail is because they are simply not prepared enough to pass the exam.
If you think that preparing for exams is a piece of cake, then you are wrong. Preparation for exams is not a quick fix. Preparing for exams is like learning a new language. You need to devote a significant amount of time and effort to study for it. CompTIA DA0-001 exam dumps are designed to make your life easier.
CompTIA A+ exams have different levels. The easiest ones require just 8 hours of preparation, while the hardest ones require 40 hours of preparation. In this article, I'm going to explain the preparation process for the CompTIA DA0-001 Exam.
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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Data Concepts and Environments | 15% | - Data structures and file formats - Data concepts and terminology - Data sources and acquisition methods |
| Topic 2: Data Governance, Quality, and Controls | 14% | - Data governance frameworks - Security, privacy, and compliance considerations - Data quality management |
| Topic 3: Data Mining | 25% | - Pattern identification and extraction - Data acquisition and cleaning techniques - Data transformation and profiling |
| Topic 4: Data Analysis | 23% | - Trend and correlation analysis - Statistical methods and calculations - Data interpretation and reporting |
| Topic 5: Visualization | 23% | - Visualization best practices - Tool-based visualization techniques - Chart and dashboard creation |
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