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Data Management Fundamentals Questions 136–140 (page: 29)

Updated On: 10-Feb-2026

How does the DMBOK refer to an organization that values data as an asset and manages data through all phases of its lifecycle?

  1. A Data-centric organization
  2. A Data management organization
  3. A Data driven organization
  4. A Data support organization
  5. A Data integration organization

Answer(s): A

Explanation:

The DMBOK (Data Management Body of Knowledge) refers to an organization that values data as an asset and manages data through all phases of its lifecycle as a Data-centric organization. In such organizations, data is considered a key resource, and data management practices are embedded throughout the business processes to maximize its value and utility.



Multiple data warehouses, lakes, and swamps are an indicator that the organization values:

  1. Data quality over master data management
  2. Data modelling over data architecture
  3. Security over enterprise data management
  4. Processes over a single golden record
  5. Technology acquisition over a single point of truth

Answer(s): E

Explanation:

Multiple data warehouses, lakes, and swamps often indicate that the organization values technology acquisition over a single point of truth. This scenario suggests that different technologies or data storage solutions have been adopted without a cohesive strategy or centralized approach, leading to fragmented and potentially inconsistent data sources rather than a unified, trusted source of truth.



All the systems in the enterprise, apart from a website, are showing updated pricing information. This may be due to:

  1. The pricing information is not updated in the reference data repository
  2. The slowly changing dimension has both form and to dates
  3. The website software not integrating with the reference data repository
  4. The website software is not using standard XML schemas
  5. The reference data strategy has not been approved by the executive

Answer(s): C

Explanation:

If all systems except the website are showing updated pricing information, it is likely that the website software is not integrating with the reference data repository. This could mean that the website is not pulling the latest pricing data from the central repository, leading to discrepancies between the website and other systems that are correctly updated.



The seven Vs of Big Data are:

  1. Volume, Vector, Variety, Vocabulary, Viscosity, Volatility, Veracity
  2. Volume, Velocity, Variety, Variability, Viscosity, Volatility, Veracity
  3. Volume, Vector, Variety, Vocabulary, Viscosity, Voiced, Veracity
  4. Volume, Velocity, Variety, Vocabulary, Viscosity, Volatility, Veracity
  5. Volume, Vector, Variety, Vocabulary, Viscosity, Vexation, Veracity

Answer(s): B

Explanation:

The seven Vs of Big Data refer to key characteristics that define big data challenges:
Volume: The amount of data generated.

Velocity: The speed at which data is created, processed, and analyzed.

Variety: The different types and formats of data.

Variability: The inconsistency of data, often caused by changes in the data over time.

Viscosity: The complexity and difficulty of handling and integrating big data.

Volatility: The rate at which data changes over time.

Veracity: The trustworthiness and quality of the data.

These seven Vs help to describe the challenges organizations face when working with large, fast, and complex data sets.



Data masking is a practice where only correct submitted data:

  1. Can be used in further analysis
  2. Will appear in security reports
  3. Will unlock further processes
  4. Will be recorded in the database
  5. Will unlock the value of the masked data

Answer(s): A

Explanation:

Data masking is the practice of obfuscating sensitive information in a way that it remains usable for processes like testing or analysis, while protecting the actual sensitive data. Only the correct submitted data will be used in further analysis, ensuring that masked or anonymized data is handled securely and appropriately.



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