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Data Management Fundamentals Questions 121–125 (page: 26)

Updated On: 10-Feb-2026

An organisation that parses its call centre audio files to assess the emotional state of its callers is using:

  1. Voice recognition techniques
  2. Overly invasive monitoring analysis
  3. Predictive analytics
  4. Reactive analytics
  5. Sentiment analysis

Answer(s): E

Explanation:

The organization is using sentiment analysis, which involves analyzing the emotional tone in text or voice data to assess the emotional state of individuals. In this case, parsing call center audio files to evaluate the caller's emotional state is a form of sentiment analysis, typically involving natural language processing and audio analysis techniques.



In its broadest context, the data warehouse includes:

  1. Any data stores or extracts used to support the delivery for BI purposes
  2. Either an Inmon or Kimball approach
  3. Data stores and extracts that can be transformed into star schemas
  4. All the data in the enterprise
  5. An integrated data store, ETL logic, and extensive data cleansing routines

Answer(s): A

Explanation:

In its broadest context, a data warehouse includes any data stores or extracts used to support business intelligence (BI) purposes. This encompasses all data that is collected, processed, and organized for analysis, reporting, and decision-making, regardless of the specific architecture or transformation method used.



Critical to the success of the data warehouse is the ability to explain the data. The DMBoK knowledge area that practices these techniques is:

  1. Data Storage and Operations
  2. Document & Content Management
  3. Metadata Management
  4. Reference and Master Data
  5. Data Architecture

Answer(s): C

Explanation:

Metadata Management is critical to the success of a data warehouse because it provides the context and description for the data, explaining where it comes from, how it is used, and what it represents. By managing metadata effectively, organizations ensure that users can understand, access, and utilize the data correctly, which is essential for successful decision-making and reporting in the data warehouse.



Which of the following is NOT a goal of Data Quality?

  1. Define and implement processes to measure, monitor, and report on data quality levels
  2. Understand and comply with all relevant regulations and policies for privacy, protection, and confidentiality
  3. Define standards, requirements, and specifications for data quality controls as part of the data lifecycle.
  4. Identify and advocate for opportunities to improve the quality of data, through process and system improvements
  5. Develop a governed approach to make data fit for purpose based on data consumers' requirements

Answer(s): B

Explanation:

While compliance with regulations for privacy, protection, and confidentiality is important in data governance and security, it is not specifically a goal of Data Quality. Data quality focuses more on defining, implementing, and monitoring processes to ensure the accuracy, completeness, and consistency of data.



The quality of data will be improved by:

  1. Identifying and deleting all the erroneous data in the organisation
  2. World's best practice software tools
  3. A mindset that helps employees and stakeholders to act while always thinking of the quality of data
  4. Establishing a regime of penalties for poor data quality
  5. Periodic data quality initiatives that leave the data better than they found it

Answer(s): C

Explanation:

Improving data quality is primarily driven by a culture or mindset that emphasizes the importance of data quality at all levels of the organization. This mindset encourages employees and stakeholders to actively consider data quality in their decisions and actions, ensuring that data is accurate, complete, and consistently maintained.
While software tools and initiatives can help, it is the ongoing commitment to data quality that truly sustains improvements.



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