Given a Customer Scenario, Recommend a Data Governance Model in Terms of Roles and Responsibilities, Processes for Establishing Data Standards, Metrics and KPIs, Classification of Attributes by Usage, Identifying and Prioritizing Attributes to Be Used in Match and Merge, Setting Attribute Scores and Weights. DATA-ARCHITECT Practice Questions (Page 3)

Questions 11–15

1. 11expert · hard

   A retail company is implementing a data governance program. They want to measure the effectiveness of their data quality initiatives, but they have limited resources for tracking metrics. They need a KPI that is both meaningful and easy to measure. Which KPI is most appropriate?

   • APercentage of critical data fields that are complete and accurate, measured through automated data quality reports.
   • BNumber of data governance meetings held per month.
   • CNumber of data quality issues reported by users through a ticketing system.
   • DTime spent by data stewards on manual data cleanup activities.
   Reveal Solution Discussion Select an answer first
2. 12foundation · easy

   Which metric is most appropriate for measuring the effectiveness of data governance in terms of data quality?

   • ATotal storage cost of the data warehouse
   • BNumber of data governance meetings held per quarter
   • CPercentage of records with complete required fields
   • DNumber of data governance roles defined
   Reveal Solution Discussion Select an answer first
4. 13foundation · easy

   In a data governance context, which attribute classification is most appropriate for a field that is used in daily operational reports and is required for routine business processes?

   • AAnalytical attribute
   • BCritical attribute
   • COperational attribute
   • DSensitive attribute
   Reveal Solution Discussion Select an answer first
5. 14foundation · easy

   In a match and merge algorithm, what is the purpose of assigning a higher weight to an attribute?

   • ATo indicate that the attribute is more important and reliable for determining a match
   • BTo reduce the number of duplicate records in the database
   • CTo ensure the attribute is always populated in the merged record
   • DTo make the attribute visible in the user interface
   Reveal Solution Discussion Select an answer first
6. 15application · medium

   A logistics company is creating a data standard for shipment tracking numbers. They want to ensure the standard is followed across all regional offices. Which enforcement mechanism is most effective?

   • APublish the standard on the company intranet and rely on employees to read it.
   • BConduct quarterly data quality audits and correct errors manually.
   • CImplement validation rules in Salesforce that enforce the format at the point of entry.
   • DSend a monthly email reminder about the standard to all regional managers.
   Reveal Solution Discussion Select an answer first