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Qlik QSDA2022 is the latest certification exam for Qlik Sense Data Architect. QSDA2022 exam is designed to test the knowledge and skills of data architects who work with Qlik Sense. QSDA2022 exam covers a wide range of topics related to data architecture, including data modeling, data integration, data transformation, and data governance. Passing this certification exam demonstrates a strong understanding of Qlik Sense data architecture and the ability to design and implement scalable data solutions.
NEW QUESTION # 15 
Refer to the exhibits.
An app is built to analyze salesperson performance by department. Departments are unique within the Departments table, but Salespeople often move between departments. A strict business rule states that a salesperson must be associated with ONLY one department at all times.
The data architect creates a summary of department performance and notices the values are incorrect. The total sales KPI shows the correct result.
How should the data architect modify the data model to correct this issue?
- A. Join the Transactions and Salespeople tables to resolve the many-to-many relationship
- B. Join theDepartments and Salespeople tables to resolve the many-to-many relationship
- C. Create a bridge table between the Departments and Salespeople tables to resolve the many-to-many relationship
- D. Create a bridge table between the Transactions and Salespeople tables to resolve the many-to-many relationship
Answer: C
NEW QUESTION # 16
Refer to the exhibits.
Some business users created an app by using the Add data functionality and loading two Excel files Orders and Customers.
The app is used to analyze the number of orders by customer. When the users create a bar chart to review the figures, the data shown is incorrect.
What should the data architect do to resolve this issue?
- A. Open the data manager, split the Customers table, and associate both tables on CustomerlD field
- B. Open the data manager, split the Customers table, and JOIN Orders and Customers on the CustomerlD field
- C. Open the data load editor and use JOIN instead of concatenate to combine Orders and Customers by CustomerlD
- D. Open the data load editor and apply a NOCONCATENATE function in the LOAD statement on the Orders table
Answer: C
NEW QUESTION # 17 
A Human Resources Director needs an app to analyze organizational structure. The Directory is particularly interested in the longest levels of line management.
Two table loads are required. Both use the same basic structure.
Which two table load prefixes are needed?
- A. * HierarchyBelongsTo(ManagerlD, Manager, ManagerlD, ManagerlD, Manager Level)
* Hierarchy(EmployeelD, ManagerlD, Name. Manager Name, Structure '/' Depth) - B. *HierarchyLevel(EmployeelD, ManagerlD Name Level, '/', Structure)
*HierarchyBelongsTo(EmployeelD, ManagerlD, Name ManagerlD,Manager, Depth) - C. * Hierarchy(EmployeelD. ManagerlD Name, Manager Name, Structure V,Depth)
* HierarchyLevelEmployeelD, ManagerlD, Name, Manager, Name, Structure, Depth '/') - D. * HierarchyBelongs.To(EmployeeID, ManagerlD, Name ManagerlD, Manager, Depth)
Answer: D
NEW QUESTION # 18
Refer to the exhibit.
A data architect is working with an app and creates some visualizations to check the data. Some visualizations showissues in the data set.
* The Sales by Country table shows a total OrderValue of 18,300 sales while the KPI shows a total OrderValue of 20,600.
* The Sales monthly trend bar chart does not work with the Month field.
Which two data issues should the data architect fix in the app? (Select two.)
- A. The OrderDate field values in the Calendar table do not match with the values in the OrderDate field from the Orders table
- B. In the Orders table, some values in the CustomerlD field do not exist in the Customers table.
- C. The Month field does not exist in the Orders table and needs to be incorporated in the table using he Calendar table.
- D. In the Orders table, some CustomerlD values are null because there are orders with no customer.
and needs to be incorporated in the table using the Calendar table, null because there are orders with no customer
Answer: A,B
NEW QUESTION # 19
A data architect is building a model to show trends in visualizations across seven date fields. The seven date fields reside in different tables. The data architect must efficiently build this data model.
Requirements:
* A single date selector
* Show all dates, even those with NO activity
* Minimize the impact on server resources and p
Which two solutions should the data architect use? (Select two.)
- A. Canonical calendar
- B. Link table
- C. Data island
- D. Generic load
- E. Multiple calendars
Answer: A,B
Explanation:
Explanation
A canonical calendar should be used to create a single date selector that can be used to show all dates, even those with no activity. A link table should be used to join the seven date fields from different tables, which willminimize the impact on server resources and performance.Source: Qlik
NEW QUESTION # 20
Refer to the exhibit.
While performing a data load from the source shown, the data architect notices it is NOT appropriate for the required analysis.
The data architect runs the following script to resolve this issue:
- A. 0
- B. 1
- C. 2
- D. 3
Answer: C
NEW QUESTION # 21
A data architect needs to revise an existing app.
The number of data rows has grown rapidly recently. While the app is in production, users are becoming increasingly unhappy about the response times when they make selections Which two methods should be used toimprove performance? (Select two.)
- A. Create master items for all complex expressions
- B. Use dynamic script generation with variables
- C. Use flags in the data model to simplify set analysis
- D. Denormalize the schema
- E. Make sure any Ul variables are preceded by '='
Answer: B,C
NEW QUESTION # 22
A data architect needs to build an Order Fulfillment app. The business requires front-end performance is optimized.
The OrderDate and ShipmentDate are located in different tables.
The user needs to identify thedata type and must be able to:
* Show trends for orders and shipments
* Use a single filter for both date fields
* Analyze data over fiscal periods
Which steps should the data architect take to build the data model?
- A. 1. Create a master calendar andjoin into the Shipments and Orders table
2. Create a single filter using fields from the Shipments table - B. 1. Create a master calendar table as a data island
2. Create a single filter using fields from the master calendar - C. 1. Load the Shipments and Orders table via the data manager
2. Create a single filter using fields from the Orders table - D. 1. Create a link table with master calendar fields
2. Create a single filter using fields from the master calendar
Answer: D
NEW QUESTION # 23
A data architect needs to add the UnitCost field from the ProductCost table in the Dim_Products Table.
Which script code should the data architect use?
- A.
- B.
- C.
- D.
Answer: B
NEW QUESTION # 24
Refer to the exhibit.
A data architect must classify each product into a price group. The price groups must be the same width by default and allow users to dynamically change the width of the bucket duringanalysis.
Which feature should the data architect use to meet these requirements?
- A. Class function in the script and use variables
- B. Class function in a calculated dimension
- C. IntervalMatch and use variables
- D. Nested IFs in a calculated dimension
Answer: B
NEW QUESTION # 25
Refer to the exhibit.
A data architect is loading two tables into a data model from a SQL database These tables are related on key fields CustomerlD and CustomerKey.
Which script is valid to load the tables and maintain the correct association?
A)
B)
C)
D)
- A. Option D
- B. Option C
- C. Option A
- D. Option B
Answer: B
NEW QUESTION # 26
A customer has a dataset that contains latitude and longitude data for service points around the country. The data is retrieved using the following statement:
It must be clear to the end user that this is geographic data. Drag and drop, map-based visualization of this data is required. Which two steps should the data architect take to support this data? (Select two.)
- A. Add GeoKakePoint (Lat, Long} as Point to Location's preceding load
- B. Define Location as a master item, and set the tag to Sgeodata
- C. Add the following to the end of the script:
TAG FIELD LocationName With 'Sgeoname', *@relates_Pt';
TAG FIELD Point With 'Sgeopoint*f 'Srelates Location', '$hidden'; - D. Add GeoProject{' Point' , Lat&Long) AS Point to the preceding load
- E. Add the following to the end of the script:
TAG FIELD LocationName With 'Sgeodata1, 'Srelated'; TAG FIELD Point With 'Sgeodata', 'Srelated1;
Answer: C,D
NEW QUESTION # 27
Refer to the exhibit.
This table contains information about the number of admissions and discharges of patients in a hospital. The values can be positive or negative. The data architect needs to create an extra column that contains the number of patients that are currently in the hospital.
Which script should the data architect use ?
A)
B)
C)
D)
- A. Option D
- B. Option B
- C. Option A
- D. Option C
Answer: C
NEW QUESTION # 28
A data architect needs to efficiently prepare a data model for a meeting in an hour.
The data source to be used contains five date fields The app needs to display sales trends and compare the current year to date (CYTD) to last year to date (LYTD) The appis NOT going to be published It will only be used for this meeting and a single user's ad-hoc analysis.
What should the data architect do to meet these requirements?
- A. Create a canonical calendar
- B. Load a calendar island
- C. Create five master calendars
- D. Use the data manager
Answer: A
NEW QUESTION # 29
Refer to the exhibit.
Refer to the exhibits.
While using an app, the users report that some Sales Reps do NOT have personal details, like Division or Address Number A data architect has been called in to investigate.
The data architect uses the data model viewer to determine the relationship between the SalesRepMaster and CustomerMaster tables.
What is the cause of the issue?
- A. 59.3% of the Sales Rep have CustomerMaster information
- B. 40.7% of the Sales Rep have CustomerMaster information
- C. Density is 100% while Total Distinct and Present Distinct are NOT the same
- D. 26 values for Sales Rep are null in CustomerMaster
Answer: C
Explanation:
Explanation
When using the data model viewer to investigate the relationship between the SalesRepMaster and CustomerMaster tables, the data architect would look at the density of the relationship. Density is a measure of how well the key fields of a table match the key fields of another table. A density of 100% means that all key fields in one table have a match in the other table.
When the density is 100% but the total distinct and present distinct values for the key fields of the related tables do not match, it means that some of the key fields in one table do not have a match in the other table, this is the cause of the issue.
NEW QUESTION # 30
A table is generated resulting from the following script
When the data architect selects a date, some, but NOT all, orders for that date are shown How should the data architect modify the script to show all orders for the selected date?
A)
B)
C)
D)
- A. Option D
- B. Option C
- C. Option A
- D. Option B
Answer: B
NEW QUESTION # 31 
Refer io the exhibit.
A data architect needs to modify the script to ONLY load rows from Table_B when Field_1 and Field_2 are the same as in Table_A. (For example, only the row containing A, 1, 456 should be loaded from Table_B.) Which script should the data architect use?
A)
B)
C)
D)
- A. Option D
- B. Option B
- C. Option A
- D. Option C
Answer: B
NEW QUESTION # 32
Refer to the exhibits.
A business analyst needs to see the currency conversion provided by a third party process, and only contains a record when the rate changes in a chart. The currency conversion rate data is An existing master calendar exists in the data model that contains a full set of dates.
Which technique should the data architect use to meet this requirement?
- A. Utilize INTERVALMATCH to load the currency conversion rate between dates theconversation changed INNER JOIN the resultant table back into the master calendar
- B. Use ITERNO and AUTOGENERATE to create a new calendar from max and min dates of the currency conversion table
- C. OUTER JOIN the calendar with the currency conversion table
ORDER BY the date and use the PEEK function to fill in blank values - D. Leverage a FOR loop between the start date and end date of the master calendar Use the MATCH function to add the currency conversion rates to the master calendar
Answer: C
NEW QUESTION # 33
Refer to the exhibit.
A data architect builds a simple data model to show the relationship between students and exams. The data is loaded. Every StudentID in the Exams table should be found in the Students table. Some students have NOT taken an exam.
The data architect selects the field "StudentID" from the Students table and sees the following:
A data architect needs to fix this anomaly.
What should the data architect do to ensure data integrity?
- A. In the LOAD script, add DISTINCT before the Students and Exams tables
- B. Update the Exams table and add 33.4% of the missing records
- C. Remove records from the Exams table where StudentID is null
- D. Update the Students table and add 16.7% of the missing records
Answer: A
NEW QUESTION # 34 
Refer to the exhibit
A data architect is working on an app that contains orders, invoices, and shipping data. There are three different date fields within the data:
* OrderDate
* InvoiceDate
* ShippingDate
The business analyst needs to replicate the chart above to show Order and Shipping amounts on the same Month axis.
What should the data architect do?
- A. Create a Month field for each of the three dates in the fact table and use that in the chart
- B. Left Join the three date fields onto one bridge table using the key field containing KeyField and Date
- C. Load the key field and the three date fields into a concatenated bridge table that contains KeyField and Date
Answer: C
NEW QUESTION # 35 
A data architect is creating an app using three tables. After executing thescript, a warning displays Which two steps should the data architect do to resolve this warning? (Select two.)
- A. Move the preceding Load statement in line 10 between table name (line 23) and Load statement (line
24). - B. Remove the rename statement (line 24) in the ProductPriceList table leaving the Product field name as is.
- C. insert "Join (ProductDetails)" in front of the Load statement in line 24 to combineProductPriceList with ProductDetails
- D. Rename the Category field in theProductPriceLis table to PnceCategory (line 24).
Answer: D
NEW QUESTION # 36 
The Section Access security table for an app is shown. User ABC\PPP opens a Qlik Sense app with a table using the field called LEVEL on one of the table columns.
What is the result?
- A. The table is displayed without the LEVELcolumn.
- B. The table is removed from the user interface.
- C. The user gets a "Field not found" error.
- D. The user gets an "incomplete visualization" error
Answer: D
NEW QUESTION # 37
Refer to the exhibit.
A customer needs to load forecast data from an Excel file.
Which preceding load statement should the data architect use to load the data?
- A.
- B.
- C.
- D.
Answer: A
NEW QUESTION # 38
A data architect needs to arrange data to create an app with a map where multiple location points consolidate into hexagonal areas based on postal codes The areas will be color coded based on the number of vendors in thelocation.
Which GeoAnalytics operation should the data architect use?
- A. Simplify
- B. AddressLookup
- C. Intersect
- D. Binning
Answer: D
Explanation:
Explanation
Binning is a GeoAnalytics operation that can be used to arrange data into hexagonal areas based on postal codes. The areascan then be color coded based on the number of vendors in the location.Source: Qlik Binning is a GeoAnalytics operation that allows data points to be grouped into hexagonal areas based on a geographic field, such as postal codes. The data architect can use binning to group the location points by postal code and then color code the resulting hexagonal areas based on the number of vendors in each location.
This operation is useful for visualizing spatial data and identifying patterns or trends in the data.
NEW QUESTION # 39
......
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