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DA0-002 · Question #55

A data analyst receives a new data source that contains employee IDs, job titles, dates of birth, addresses, years of service, and employees' birth months. Which of the following inconsistencies…

The correct answer is A. Redundancy. The data analyst should identify redundancy as an inconsistency because both 'dates of birth' and 'employees' birth months' contain overlapping information for the same entity.

Data Acquisition and Preparation

Question

A data analyst receives a new data source that contains employee IDs, job titles, dates of birth, addresses, years of service, and employees' birth months. Which of the following inconsistencies should the analyst identify?

Options

  • ARedundancy
  • BEquivalence
  • CParallel
  • DDuplication

How the community answered

(45 responses)
  • A
    71% (32)
  • B
    16% (7)
  • C
    9% (4)
  • D
    4% (2)

Why each option

The data analyst should identify redundancy as an inconsistency because both 'dates of birth' and 'employees' birth months' contain overlapping information for the same entity.

ARedundancyCorrect

Redundancy refers to the presence of duplicate data or repeating information within a dataset, which is evident here as 'dates of birth' inherently includes 'employees' birth months.' Storing the birth month separately when the full date is already available creates redundant information.

BEquivalence

Equivalence in data refers to two different pieces of data having the same meaning or representing the same underlying concept, which is not the primary inconsistency here.

CParallel

Parallel data typically refers to data structures that align or correspond in some way, which is not an inconsistency type.

DDuplication

Duplication refers to identical records or entries, whereas redundancy often means storing the same information in different forms or attributes within a single record.

Concept tested: Data quality - Redundancy

Topics

#Data Redundancy#Data Inconsistency#Data Quality

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