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Latest CRM Analytics and Einstein Discovery Consultant Exam Questions and Answers, 2025 Update | SPOTO

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Question #1
A consultant created an Einstein Analytics dashboard in a sandbox. Now, the dashboard needs to be migrated into production. To complete the migration, what are the consultant’s three options? (Choose three.)
A. Ant Migration Tool
B. Change sets
C. Analytics External Data API
D. Analytics REST API
E. Analytics dashboard connector
View answer
Correct Answer: ABD
Question #2
Universal Containers (UC) is a multinational company that utilizes Salesforce and has a variety of internal systems. UC uses Einstein Analytics for their data analysis platform and they want to automate their weekly manual process to create a dataset from their on-premise data warehouse. Which solution should a consultant recommend to meet this requirement?
A. Utilize a Salesforce weekly export feature
B. Utilize Analytics Connector
C. Utilize middleware with Analytics External Data API
D. Utilize a dataflow
View answer
Correct Answer: C
Question #3
Mosaic recently hired a new development coordinator, Zoe. First, Danielle grants Zoe the Einstein Analytics Platform license, but Zoe reports that she still can't access Einstein Analytics. What could be the problem?
A. An admin hasn't run a dataflow
B. Danielle still needs to grant Zoe a permission set containing the Manage Analytics permission
C. Danielle didn't share the Mosaic app with Zoe in Einstein Analytics
D. Danielle still needs to grant Zoe a permission set containing the Use Analytics permission
View answer
Correct Answer: D
Question #4
Which statement best describes how to ensure Einstein Analytics dashboards are easily used across both desktop and mobile devices?
A. Create multiple layouts, and reorder all the widgets so that they fit nicely within the new default width
B. Create a single layout and allow Einstein Analytics to automatically organize dashboard contents to be optimal for the device type
C. Create a single layout and reorder all the widgets so that they fit nicely when viewing on either device
D. Create multiple layouts, ensure the layout selectors match the device, and resize/hide widgets as necessary to ensure the content is appropriate for the device screen size
View answer
Correct Answer: D
Question #5
The model quality metrics of an Einstein Discovery story indicate that the GINI coefficient in the four folds are 0.82, 0.83, 0.84, and 0.75, respectively.Which two actions should a consultant take? Choose 2 answers
A. Deploy the story, because the variation in the metrics is within the normal range
B. Confirm that the overall GINI coefficient is good prior to deploying the story
C. Research and check the dataset for outliers in the target field and the main predictors that are shown on top of the story
D. Do not deploy the story immediately, and research why one fold is performing worse than the others
View answer
Correct Answer: BD
Question #6
What can you do on the Edit Field Attributes page when uploading a CSV file to Analytics?
A. Change a field's format
B. All of the above
C. Change a field's type
D. Change a field's name
View answer
Correct Answer: B
Question #7
What kind of org should you use for checking challenges when you do Trailhead modules about Analytics?
A. An enterprise org, because that type of org is typically used by large companies
B. A trial org, because you don't need to save anything
C. A Developer Edition org, because it's a free, safe environment where you can try things out
D. A higher education org, because analytics requires advanced math
View answer
Correct Answer: C
Question #8
In a dataset, there are multiple boolean fields. When displayed on any dashboard, the boolean fields should all be displayed in the same way: a value of true should result in the display of the word "Yes" in green; a value of false should result in the display of the word "No" in red.In which two ways can this be accomplished? Choose 2 answers
A. Download the XMD for the dataset and change the values and color for the fields and then upload to the dataset
B. In the explorer, select the boolean fields and use the "edit values" option on the fields to change values and colors
C. Create an XMD node in the dataflow to change the label and color of the values in the fields
D. In the explorer, select the boolean fields, then create a derived dimension that references the boolean fields, and then modify the values and colors of the derived dimension
View answer
Correct Answer: AB
Question #9
What permissions are necessary for someone to edit the XMD?
A. Manage Analytics Templated Apps
B. Upload External Data to Analytics
C. Edit Analytics Dataflows
D. Edit Dataset Recipes
View answer
Correct Answer: BC
Question #10
A dataset for building the Einstein Discovery story contains 72 fields that are potentially relevant predictors.Which approach is considered best practice to assess the top predictors in order to get to a meaningful and robust model?
A. This dataset is too big and cannot be used in Einstein Discovery
B. Build the story with all the predictors and indicate that Einstein Discovery should show the top predictors
C. Go back to the data preparation and reduce the number of fields to less than 30 in order to produce a story
D. Build a story with a first set of predictors and assess which predictors are important to the story
View answer
Correct Answer: D
Question #11
The Universal Containers company used Einstein Analytics to create two datasets:Dataset A: contains a list of activities with an "activitylD" dimension and a "userlD" dimension Dataset B: contains a list of users with a "userlD" dimensionThe team wants to delete from Dataset A all activities related to users in Dataset B.How can an Einstein Consultant help them achieve this?
A. Use the dataflow transformation "delete" and set "userlD" as the deletion ID
B. Use a combination of dataflow transformations: "augment" and "filter
C. Use an external ETL tool to extract both datasets and delete records
D. Use the recipe operation "delete" and set "userlD" as the deletion ID
View answer
Correct Answer: B
Question #12
Concurrent queries per user?
A. 20
B. 50
C. 10
D. 25
View answer
Correct Answer: C
Question #13
A dashboard dataset is growing and the Einstein Analytics consultant notices an impact on performance. The consultant needs to make a few adjustments.Which three actions can the consultant take to improve dashboard performance? Choose 3 answers
A. Reorganize the dashboard widgets
B. Distribute steps among separate pages
C. Use SAQL code to join datasets at runtime
D. Replace separate step filters with a global filter
E. Move calculations to a dataflow
View answer
Correct Answer: BDE
Question #14
An Einstein Analytics consultant has been asked to refactor a dashboard so that it loads more quickly. After some analysis, the consultant found that most of the dashboard steps run in less than five seconds; however, the Opportunities Table takes 30 seconds to run.How can the consultant improve the performance of this dashboard?
A. Create a second page on the dashboard and move the table to this new page
B. Create a link to download the list of opportunities as an Excel file
C. Create a Visualforce page and display a list view of the opportunities on this new page
D. Create a second dashboard and move the table to this new dashboard
View answer
Correct Answer: A
Question #15
The client asks an Einstein Consultant to build a dashboard with a chart that shows revenue and quantity of units sold. Which type of Combo Chart can the consultant use?
A. Line over Scatter Plot
B. Grid over Bar
C. Line over Bar
D. Line over Stacked Bar
View answer
Correct Answer: C
Question #16
An Einstein consultant created a dashboard that went through review. Some few charts were added and removed in the process. The dashboard is now approved for production. Which best practice should be done before releasing the dashboard?
A. Modify the XMD so all labels and values are user-friendly
B. Rename all the steps to correspond with the defined naming convention
C. Remove the redundant steps to ensure dashboard performance
D. Apply conditional formatting on the new charts
View answer
Correct Answer: C
Question #17
A client has a dashboard for Sales Managers. They want to have a list filter that shows the name of the month. However, based on the "CloseDate_Month" field, the list filter shows numbers instead of names.How can an Einstein Consultant use the Dataflow nodes to generate the name of month as a new dimension in the dataset?
A. flatten
B. compute Relative
C. compute Expression
D. append
View answer
Correct Answer: C
Question #18
When you assign any Analytics permission set to users in your org, Salesforce auto-assigns the Analytics Platform permission set license to that user.
A. True
B. False
View answer
Correct Answer: A
Question #19
In a Compare Table formula, you can refer to other columns with: A. Their names
B. Numbers (1
C. Letters (A
D. All of the above
View answer
Correct Answer: C
Question #20
Which considerations should be made when configuring Security Predicates in CRM Analytics? (Choose two)
A. Ensure predicates use fields available in the dataset
B. Predicates should be universally accessible
C. Avoid using fields with restricted access
D. Apply predicates only to custom fields
View answer
Correct Answer: AC
Question #21
At Universal Containers, a dashboard is built to track sales metrics. The Opportunity amount field has conditional formatting added - it turns green for closed won and red for closed lost. How should a CRM Analytics consultant enhance the dashboard design to become more accessible to users with color vision challenges?
A. Position Alt Texts next to the KPIs to make itmore understandable
B. Add up and down arrow next to the KPIs to make it more understandable
C. Make the numbers bold to emphasize whether it is won or lost
View answer
Correct Answer: B
Question #22
What are predictive insights good for?
A. Predicting outcomes that you don't actually have the right data for
B. Exploring your existing data to see what already happened
C. Drilling down into the underlying reasons behind a prediction
D. Choosing between all possible outcomes for a single variable
View answer
Correct Answer: C
Question #23
Which Einstein Analytics asset or assets are created when using an App Template to create an app?
A. The app, dataflows and datasets, dashboards, and permission sets
B. The app, dataflows and datasets, and dashboards
C. The app, dataflows and datasets, and users
D. An empty app
View answer
Correct Answer: B
Question #24
When Analytics runs a dataflow that accesses Salesforce objects, which user does it use?
A. The current user
B. The system administrator
C. The Integration User
D. The record owner
View answer
Correct Answer: C
Question #25
Max number of dataflow definitions (with data sync enabled)
A. 35
B. 55
C. 25
D. 15
View answer
Correct Answer: A
Question #26
After loading data to Einstein Discovery and creating a story, the client asks the Einstein Consultant to explain the "Unexplained Bar" in the "Why it Happened" chart.Which explanation is correct?
A. It should always be 0 or the model should not be used
B. It shows the difference between the predicted outcome and the observed outcome
C. It displays the difference between the analyzed data and the data not reviewed
D. It only appears for outcomes that do not have an explanation
View answer
Correct Answer: B
Question #27
Why is it important to select the right root object when you use the dataset builder?
A. The root object determines who can see the dataset
B. Only data from the root object can be included in the dataset
C. The root object determines what related objects you can add to the dataset
D. The root object determines what app the dataset is saved in
View answer
Correct Answer: C
Question #28
The edgemart transformation gives the dataflow access to an existing, registered dataset that can contain Salesforce data, external data, or a combination of both.Where is an edgemart transformation specified?
A. Dataflow Editor
B. Recipes Editor
C. Step Editor
D. Settings
View answer
Correct Answer: A
Question #29
A consultant wants to optimize data loads by extracting Salesforce objects using independent Einstein Analytics dataflows ahead of time. Which construct should be used to accomplish this?
A. Augment
B. Dataflow
C. Clone
D. Data Sync (Replication)
View answer
Correct Answer: D
Question #30
A client has two datasets that are used across seven different dashboards. Three of these dashboards are used by marketing and four are used by sales. The client requires that only marketing can access the marketing dashboards and only sales can access the sales dashboards.What solution should be recommended?
A. Create two custom apps: one for marketing dashboards with marketing as "viewer" and one for sales dashboards with sales as "viewer
B. Create three custom apps: one for marketing dashboards with marketing as "viewer," one for sales dashboards with sales as "viewer," and one for datasets where marketing and sales are "viewer
C. Create one custom app for the datasets and share it with marketing and sales as "viewer
D. Duplicate the datasets and create two custom apps: one for marketing dashboards and datasets with marketing as "editor" and one for sales dashboards and datasets with sales as "editor
View answer
Correct Answer: B

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