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Question

Consider the following two statements :
(A) Data scrubling is a process to upgrade the quality of data, before it is moved into Data warehouse.
(B) Data scrubling is a process of rejecting data from data warehouse to create indexes.
Which one of the following options is correct ?

The correct answer is
(A) is true, (B) is false.

Data Scrubbing Role in Data Warehousing

Data scrubbing is a crucial process in data management, particularly before data is loaded into a data warehouse.

Statement (A) Analysis

Statement (A) claims that data scrubbing upgrades the quality of data before it moves into a data warehouse. This is accurate. Data scrubbing involves identifying and correcting errors, inconsistencies, and inaccuracies in data. Its primary goal is to ensure the data is clean, complete, and reliable, thereby improving its overall quality. This preparation step is essential for effective data warehousing.

  • Data Scrubbing Purpose: Enhance data accuracy and consistency.
  • Timing: Performed before data loading into the data warehouse.
  • Result: Improved data quality.

Therefore, Statement (A) is true.

Statement (B) Analysis

Statement (B) defines data scrubbing as rejecting data from a data warehouse to create indexes. This is incorrect.

  • Data scrubbing focuses on data improvement, not rejection from the warehouse.
  • Rejecting data is typically part of data loading or governance rules, not the definition of scrubbing itself.
  • Creating indexes is a separate database optimization task, unrelated to the core function of data scrubbing.

Therefore, Statement (B) is false.

Conclusion on Statements

Based on the analysis, Statement (A) is true, and Statement (B) is false. This corresponds to the option where (A) is true and (B) is false.

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Important Questions from Data Warehousing and Data Mining

  1. Which of the following terms best describes Git?

  2. Data warehouse contains ______ data that is never found in operational environment.

  3. Data Scrubbing is

  4. Which of the following is not a Clustering method?

  5. Data warehousing has various characteristics including:

    (A) Focuses on modelling and analysis of data relating to a specific area

    (B) Data warehouse is an integration of data from various systems like CRM system, SCM system, etc

    (C) The time variant for a data warehouse has a historical perspective for example, past 10-20 years

    (D) It is stored permanently i.e data once stored can not be updated

    (E) It is stored temporarily i.e data once stored can be updated

    Choose the most appropriate answer from the options given below:

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