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CompTIA DA0-001, also known as the CompTIA Data+ Certification Exam, is a certification exam designed for professionals who work with data in various capacities. DA0-001 Exam is offered by CompTIA, a leading provider of IT certifications, and is designed to test the knowledge and skills required to manage, analyze, and interpret data.
CompTIA Data+ Certification Exam Sample Questions (Q207-Q212):NEW QUESTION # 207
Given the following athlete workout data (with inconsistent units or formats for time/distance), which of the following best describes the data quality issue?
- A. Data outlier
- B. Data inconsistency
- C. Duplicate data
- D. Invalid data
Answer: B
Explanation:
In typical versions of this question, the athlete workout table shows things like:
* Distances recorded sometimes in miles, sometimes in kilometers, or
* Times recorded in different formats (e.g., 00:35:10 vs 35.1 vs 35min), or
* Mixed conventions that make direct comparison difficult.
This is a classic data inconsistency issue:
* The same field/attribute (e.g., distance, time) does not follow a consistent unit, format, or coding scheme across rows.
* Even if each individual value might be "possible," they are not standardized to the same convention.
Why the other options are less appropriate:
* Duplicate data (A): Would mean repeated identical rows or values; not the case here.
* Data outlier (B): Refers to extreme values that still follow the same measurement and format but are numerically unusual; here the problem is the inconsistent representation, not just extremity.
* Invalid data (D): Would mean values that violate business rules or allowed ranges (e.g., negative distance); here, the focus is on differences in units/format, which aligns more with inconsistency.
Thus, the best description of the issue is Data inconsistency (C).
CompTIA Data+ Reference (concept alignment):
* DA0-001 Objectives - Data quality: consistency as a dimension (same units, formats, and definitions across records).
* Study coverage of inconsistent units and formats as a data quality problem.
NEW QUESTION # 208
Which of the following types of analyses should be used to evaluate the connections and anomalies in a data set when either known patterns are being violated or new patterns are emerging?
- A. Regression
- B. Correlation
- C. Graph
- D. Descriptive
Answer: C
NEW QUESTION # 209
An analyst has been tracking company intranet usage and has been asked to create a chat to show the most-used/most-clicked portions of a homepage that contains more than 30 links. Which of the following visualizations would BEST illustrate this information?
- A. Pie chart
- B. Infographic
- C. Scatter plot
- D. Heat map
Answer: D
Explanation:
Explanation
This is because a heat map is a visualization that uses colors to represent different values or intensities of a variable. A heat map can be used to show the most-used/most-clicked portions of a homepage that contains more than 30 links by assigning different colors to each link based on how frequently they are clicked by the users. For example, a link that is clicked very often can be colored red, while a link that is clicked rarely can be colored blue. A heat map can help the analyst to identify which links are more popular or important than others on the homepage. The other visualizations are not as effective as a heat map for this purpose. Here is why:
A scatter plot is a visualization that uses dots or points to represent the relationship between two variables. A scatter plot cannot show the most-used/most-clicked portions of a homepage that contain more than 30 links because it does not have a clear way of mapping each link to a point on the graph.
A pie chart is a visualization that uses slices or sectors to represent the proportion of each category in a whole.
A pie chart cannot show the most-used/most-clicked portions of a homepage that contains more than 30 links because it does not have enough space to display all the categories clearly and accurately.
An infographic is a visualization that uses images, icons, charts, and text to convey information or tell a story.
An infographic cannot show the most-used/most-clicked portions of a homepage that contain more than 30 links because it does not have a consistent or standardized way of representing each link and its click frequency.
NEW QUESTION # 210
When analyzing the values of two variables, you decide to convert both variables so they are on a scale of 0 to 1.
What term describes this action?
- A. Transposition.
- B. Aggregation.
- C. Filtering.
- D. Normalization.
Answer: D
Explanation:
Explanation
Normalization is the process of reorganizing data in a database so that it meets two basic requirements: There is no redundancy of data, all data is stored in only one place. Data dependencies are logical, all related data items are stored together.
Put simply, data normalization ensures that your data looks, reads, and can be utilized the same way across all of the records in your customer database. This is done by standardizing the formats of specific fields and records within your customer database.
NEW QUESTION # 211
What subset of Structured Query Language (SQL) is used to add, remove, modify, or retrieve the information stored within a relational database?
- A. DDL.
- B. DQL.
- C. DML.
- D. DSL.
Answer: C
Explanation:
Explanation
Correct answer D. DML.
The Data Manipulation Language (DML) is used to work with the data stored in a database. DML includes the SELECT, INSERT, UPDATE, and DELETE commands.
The Data Definition Language (DDL) contains the commands used to create and structure a relational database. It includes the CREATE, ALTER, and DROP commands.
DDL and DML are the only two sublanguages of SQL.
NEW QUESTION # 212
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