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DA0-001 · Question #231

Given the following table: Which of the following explains why this data set needs to be cleansed?

The correct answer is A. Redundant data. Data cleansing is necessary when a dataset contains information that is unnecessarily repeated, leading to inefficiencies and potential inconsistencies.

Data Governance, Quality, and Controls

Question

Given the following table:

Which of the following explains why this data set needs to be cleansed?

Exhibit

DA0-001 question #231 exhibit

Options

  • ARedundant data
  • BInvalid data
  • CDuplicate data
  • DMissing data

How the community answered

(43 responses)
  • A
    86% (37)
  • B
    5% (2)
  • C
    7% (3)
  • D
    2% (1)

Why each option

Data cleansing is necessary when a dataset contains information that is unnecessarily repeated, leading to inefficiencies and potential inconsistencies.

ARedundant dataCorrect

Redundant data means the same information is stored multiple times, which can lead to increased storage, update anomalies, and inconsistencies, making data cleansing essential to remove these repetitions.

BInvalid data

Invalid data refers to data that does not conform to expected formats, types, or value ranges, which is a different issue from mere redundancy.

CDuplicate data

Duplicate data specifically refers to entire records or rows being identical, while redundant data can refer to specific fields or pieces of information repeated across different records.

DMissing data

Missing data refers to absent values in fields where data should exist, which is another distinct data quality issue separate from redundancy.

Concept tested: Reasons for data cleansing - redundancy

Source: https://learn.microsoft.com/en-us/sql/data-quality-services/data-cleansing?view=sql-server-ver16

Topics

#Data cleansing#Redundant data#Data quality

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