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| Section | Weight | Objectives |
|---|---|---|
| Datasets and Data Views | 10% | - View configuration and sharing - Dataset creation and management - Filtering and segmentation |
| Data Mapping and Modeling | 5% | - Dimensions and measures - Source of truth configuration - Data structure and relationships |
| Data Quality and Cleansing | 7% | - Error handling and correction - Validation rules - Duplicate management |
| Performance and Troubleshooting | 5% | - Monitoring and optimization - Common issues and fixes |
| Data Integration and Ingestion | 12% | - API and file-based import - Refresh schedules and data flow - Data streams and connectors |
| General Functionalities | 13% | - Navigation and interface - Basic concepts and terminology - Core platform capabilities |
| Data Permissions and Governance | 5% | - Data update controls - User access and roles - Parent-child data setups |
| Calculated Fields and Functions | 5% | - VLOOKUP and FUZZYVLOOKUP - Custom calculations - Extract and transformation formulas |
| Data Harmonization | 3% | - Pros and cons of harmonization approaches - Cross-source alignment - Standardization methods |
| Dashboards and Visualization | 15% | - Chart types and usage - Dashboard design and layout - KPI and metric display |
| Reporting and Analytics | 12% | - Insight generation and interpretation - Attribution models - Report creation and scheduling |
| Overarching Entities | 3% | - Use cases and application scenarios - Structure and configuration |
| Automation and Workflow | 5% | - Workflow setup - Automated distribution |
1. A technical architect is provided with the logic and Opportunity file shown below:
The opportunity status logic is as follows:
For the opportunity stages "Interest", "Confirmed Interest" and "Registered", the status should be "Open".
For the opportunity stage "Closed", the opportunity status should be closed Otherwise, return null for the opportunity status
Given the above file and logic and assuming that the file is mapped in a GENERIC data stream type with the following mapping:
"Day" - Standard "Day" field
"Opportunity Key" > Main Generic Entity Key
"Opportunity Stage" - Main Generic Entity Attribute
"Opportunity Count" - Generic Custom Metric
A pivot table was created to present the count of opportunities in each stage. The pivot table is filtered on Jan 11th. What is the number of opportunities in the Interest stage?
A) 1
B) 2
C) 3
D) 0
2. An implementation engineer is requested to extract the first three-letter segment of the Campaign Name values.
For example:
Campaign Name: AFD@Mulop-1290
Desired outcome: AFD
Other examples:
Which formula will return the desired values?
A) LEFT(EXTRACT(csv[campaign_name'}/-',1),3)
B) LEFT(EXTRACT(csy['campaign_name]],~',0),3)
C) EXTRACT(csv[campaign_name'],-,0)
D) EXTRACT(EXTRACT(csv['campaign_name]]/@',1),-,0)
E) EXTRACT(csv[campaign_name!;@',1)
3. A client's data consists of three data streams as follows:
Data Stream A:
* The data streams should be linked together through a parent-child relationship.
* Out of the three data streams, Data Stream C is considered the source of truth for both the dimensions and measurements.
How should the "Override Media Buy Hierarchies" checkbox be set in order to meet the client's requirements?
A) It should not be checked in any of the three Data Streams.
B) It should be checked in Data Stream B
C) It should be checked in Data Stream A
D) It should be checked in Data Stream C
4. A client's data consists of three data streams as follows:
Data Stream A:
A) Inherit Attributes and Hierarchies
B) It doesn't matter. As long as Data stream A is set as a Parent', the rest of the Data Updates Permissions are irrelevant.
C) Update Attributes
D) Update Attributes and Hierarchies
5. An implementation engineer is requested to apply the following logic:
To apply the above logic, the engineer used only the Harmonization Center, without any mapping manipulations. What is the minimum amount of Patterns creating both 'Platform' and 'Line of Business'?"
A) 2
B) 4
C) 3
D) 5
Solutions:
| Question # 1 Answer: D | Question # 2 Answer: E | Question # 3 Answer: D | Question # 4 Answer: A | Question # 5 Answer: C |
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