Model tab > Statistical Tests - Test for Means

Data Fields

• Category Field

Dropdown w/Expression

Represents non-numeric groupings (eg, product type, customer segment) used to compare differences across multiple samples.

• Value Field

Dropdown w/Expression

Contains the numerical data being tested (eg, average sales, customer ratings) to determine if the sample mean is significantly different from a given value.

• Preview Model Data

Button

Opens a dialog to view the data that will be used by the model. See Model > Model tab.

Model Configuration

• Is the Average Different From

Number Field

The benchmark value against which the sample mean is compared, to identify significant deviations.

• Confidence Score

Number Field

95

Represents the range in which the true prediction is expected to fall, based on a chosen confidence level. For example, a 95% confidence level means there’s a 95% chance the actual value lies within that range. Users can adjust the confidence level (eg, 90 to 99), with higher levels widening the interval to reflect greater certainty.

• Report Insight By

Dropdown

Lower Bound

Defines how insights are generated based on key statistical measures:

• Lower Bound - the minimum expected value in the analysis, helping identify underperformance.

• Upper Bound - the maximum expected value, highlighting high-performing data points.

• Mean - the average value, providing a baseline comparison for evaluating trends and differences.

Rules for Adding to Insights Feed Page from Scheduler

Radio-buttons

This section allows the user to select if the Quick Insight will be added to the Insights Feed page when generated from a Scheduled Task. See Model > Model tab.

Data Fields

• Category Field

Dropdown w/Expression

Represents non-numeric groupings (eg, product type, customer segment) used to compare differences across multiple samples.

• Value Fields

Dropdown w/Expression

Contains the numerical data being tested (eg, revenue, customer satisfaction scores) to compare the means of two distinct groups.

• Preview Model Data

Button

Opens a dialog to view the data that will be used by the model. See Model > Model tab.

Model Configuration

• Values for Comparison

Repeater Section

Defines the two data sets being analyzed to determine if there is a statistically significant difference between their mean values.

• Value 1

Dropdown

• Value 2

Dropdown

• Confidence Score

Number Field

95

Represents the range in which the true prediction is expected to fall, based on a chosen confidence level. For example, a 95% confidence level means there’s a 95% chance the actual value lies within that range. Users can adjust the confidence level (eg, 90 to 99), with higher levels widening the interval to reflect greater certainty.

• Report Insight By

Dropdown

Lower Bound

Defines how insights are generated based on key statistical measures:

• Lower Bound - the minimum expected value in the analysis, helping identify underperformance.

• Upper Bound - the maximum expected value, highlighting high-performing data points.

• Mean - the average value, providing a baseline comparison for evaluating trends and differences.

Rules for Adding to Insights Feed Page from Scheduler

Radio-buttons

This section allows the user to select if the Quick Insight will be added to the Insights Feed page when generated from a Scheduled Task. See Model > Model tab.

Data Fields

• Category Field

Dropdown w/Expression

Represents non-numeric groupings (eg, product type, customer segment) used to compare differences across multiple samples.

• Value Field

Dropdown w/Expression

Contains the numerical data being tested (eg, average sales, customer ratings) to determine if the sample mean is significantly different from a given value.

• Group By Field

Dropdown w/Expression

• Show Top/Bottom N Records

ON/OFF Toggle

OFF

Enable to show only the Top or Bottom N number of Records.

• Max No. of Records

Number Field

Select the number of records to show if Show Top/Bottom N Records is enabled.

• Show TopN Plus Other

ON/OFF Toggle

OFF

Enable to also show the Other category as a sum of remaining records if Show Top/Bottom N Records is enabled.

• Preview Model Data

Button

Opens a dialog to view the data that will be used by the model. See Model > Model tab.

Model Configuration

• Series

Checkboxes

All selected

• Type of Data

Dropdown

Data is Normal

Select the Type of Data from either of the following options:

• Data is Normal - data is expected to have a normal value distribution.

• Data has Outliers - data is expected to have a distribution with some outliers.

• Confidence Score

Number Field

95

Represents the range in which the true prediction is expected to fall, based on a chosen confidence level. For example, a 95% confidence level means there’s a 95% chance the actual value lies within that range. Users can adjust the confidence level (eg, 90 to 99), with higher levels widening the interval to reflect greater certainty.

• Report Insight By

Dropdown

Lower Bound

Defines how insights are generated based on key statistical measures:

• Lower Bound - the minimum expected value in the analysis, helping identify underperformance.

• Upper Bound - the maximum expected value, highlighting high-performing data points.

• Mean - the average value, providing a baseline comparison for evaluating trends and differences.

• Report Insight For

  • Top N Percentages

  • Bottom N Percentages

Checkboxes

2

This setting allows users to focus on the Top N or Bottom N categories based on their proportions.

Top N - highlights the categories with the highest proportions (eg, top-performing products or highest conversion rates).

Bottom N - identifies the categories with the lowest proportions (eg, underperforming regions or lowest customer engagement).

Rules for Adding to Insights Feed Page from Scheduler

Radio-buttons

This section allows the user to select if the Quick Insight will be added to the Insights Feed page when generated from a Scheduled Task. See Model > Model tab.

Data Fields

• Category Field

Dropdown w/Expression

Represents non-numeric groupings (eg, product type, customer segment) used to compare differences across multiple samples.

• Value Field

Dropdown w/Expression

Contains the numerical data being tested (eg, average sales, customer ratings) to determine if the sample mean is significantly different from a given value.

• Preview Model Data

Button

Opens a dialog to view the data that will be used by the model. See Model > Model tab.

Model Configuration

Add Groups

Repeater Section

Allows users to define specific data segments (eg, customer segments, product categories) for separate analysis, helping compare mean values across different groups.

• Group Name

Text Field

• Group Fields

Tags

Select Groups to Compare

Repeater Section

Enables users to choose which predefined groups should be statistically compared, determining whether their mean values are significantly different from each other.

• Group 1

Dropdown

• Group 2

Dropdown

• Confidence Score

Number Field

95

Represents the range in which the true prediction is expected to fall, based on a chosen confidence level. For example, a 95% confidence level means there’s a 95% chance the actual value lies within that range. Users can adjust the confidence level (eg, 90 to 99), with higher levels widening the interval to reflect greater certainty.

• Report Insight By

Dropdown

Lower Bound

Defines how insights are generated based on key statistical measures:

• Lower Bound - the minimum expected value in the analysis, helping identify underperformance.

• Upper Bound - the maximum expected value, highlighting high-performing data points.

• Mean - the average value, providing a baseline comparison for evaluating trends and differences.

Rules for Adding to Insights Feed Page from Scheduler

Radio-buttons

This section allows the user to select if the Quick Insight will be added to the Insights Feed page when generated from a Scheduled Task. See Model > Model tab.