Model tab > Statistical Tests - Test for Proportions

Intended audience: END-USERS DEVELOPERS

AO Platform: 4.3

Test for Proportions

The Model tab generally includes one or more of the following sections:

Data Fields - these are the data field configuration properties mandatory for the model to execute.
Model Specific Configurations - configuration properties in this section will vary depending on the selected model. If the model does not require additional configuration, the section(s) will not be shown.

Chi-Squared Test (Goodness of Fit)

Properties

Label	UI	Default	Description
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		The numerical data being analyzed (eg, sales, conversion rate) to test whether differences between groups are statistically significant.
Preview Model Data	Button		Opens a dialog to view the data that will be used by the model. See Model > Model tab \| Preview-Model-Data-Dialog.
Model Configuration
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 Insights 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 \| Rules-for-Adding-Insights-Feed-Page-from-Scheduler.

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