Given a Customer Scenario, Recommend Appropriate Techniques and Tools to Monitor Data Quality on an Ongoing Basis (e.g., KPIs, Data Quality Reports, Dashboards, Metrics, Third-Party Solutions). DATA-ARCHITECT Practice Questions (Page 5)

Questions 21–25

1. 21foundation · easy

   Which data quality metric measures whether data values conform to a defined format or set of allowed values?

   • AConsistency
   • BValidity
   • CUniqueness
   • DCompleteness
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2. 22application · medium

   A telecom company wants to monitor data quality of customer accounts. They have defined a data quality scorecard that includes completeness, validity, and uniqueness. They want to track these KPIs over time and identify trends. What should a data architect recommend?

   • ACreate a dashboard with trend charts for each KPI, using reports that calculate the metrics over time.
   • BCreate a custom object to store KPI values and build a report from it.
   • CUse a third-party tool to generate a one-time data quality assessment.
   • DCreate a single report with all KPIs as columns and review it monthly.
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4. 23expert · hard

   A data architect is designing a data quality monitoring solution for a government agency. The agency has strict data governance requirements and needs to monitor data quality across multiple departments. They want to have a centralized dashboard that shows data quality metrics for each department, and they need to be able to drill down into specific records. The agency has a moderate budget and is open to third-party tools if they provide clear value. What should the data architect recommend?

   • AUse native Salesforce dashboards with filters for department, and reports with drill-down capabilities.
   • BUse Salesforce CRM Analytics to build a centralized dashboard.
   • CCreate a custom object to store data quality metrics and build a dashboard from it.
   • DImplement a third-party data quality tool that provides a centralized scorecard and drill-down.
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5. 24foundation · easy

   A customer wants to monitor data quality on an ongoing basis with minimal cost and using only native Salesforce features. Which approach should a data architect recommend?

   • AExport data to an external database for analysis
   • BUse Salesforce reports and dashboards
   • CImplement a third-party data quality tool
   • DBuild a custom data quality application
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6. 25application · medium

   A global company wants to monitor data quality across different regions. They have a data quality scorecard that includes completeness, accuracy, and timeliness. The regional managers want to see their own region's performance, but the executive team wants a global view. What should a data architect recommend?

   • ACreate a report for each region and email them to the respective managers.
   • BUse a third-party data quality tool to generate region-specific scorecards.
   • CCreate separate dashboards for each region and one for the global view.
   • DCreate a single dashboard with filters for region, and share it with all stakeholders.
   Reveal Solution Discussion Select an answer first