Solution Development
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Model tab > Generalized Correlation

Intended audience: end-users developers

AO Platform: 4.5

Generalized Correlation

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.


Configuration

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Properties

Label

UI

Default

Description

Data Fields




  • Entity Field

Dropdown w/Expression


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

  • Insight Type

Radio-buttons

All

Option to select All, or By Pair:

  • All - show repeater list of all Correlation Fields w/Expression. The output will show the Correlation Matrix in the Full Story visualization for all available Correlation Fields.

  • By Pair - show a repeater list of Paired Correlation Fields w/Expression. The output will be changed from a Correlation Matrix to a Forest Plot chart showing the Correlation pairs.

  • Correlation Fields

Dropdown w/Expression


Correlation fields represent numerical data used to measure relationships between variables. At least two numerical fields are required to calculate correlation, helping businesses understand patterns (eg, sales vs. advertising spend). Correlation fields properties support continuous, nominal and ordinal categorical values, and binary values.

  • 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

0.95

Represents the range in which the true prediction is expected to fall, based on a chosen confidence level. For example, a 0.95 value means there’s a 95% chance the actual value lies within that range. Users can adjust the Confidence Score in the range from 0.9 to 0.99, with higher levels widening the interval to reflect greater certainty.

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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