Solution Development
Solution Development
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Model tab > Causal Inference

Intended audience: end-users developers

AO Platform: 4.4

Causal Inference

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




  • Treatment Variable

Dropdown w/Expression


Select a Topic field of Boolean data type that resolves to True. The Treatment Variable (This) will be considered for causing an impact on the Outcome Variable (That), ie, “This” causes “That”.

Note: If no Boolean data type properties are available, the solution developer can create derived properties as Boolean data type with criteria defining true/false values. This is done in the MSO Composer on the Properties page.

The records selected for True values will be used to assess how they impact the Topic field selected for the Outcome Variable.

Note: To ensure that display names are suitable for the output of the Quick Insight, the solution developer can use MSO Composer > Properties > Data Styles to create suitable display names.

  • Outcome Variable

Dropdown w/Expression


Select a Topic field (That) which will be considered to be impacted by the Treatment Variable (This), ie, “That” caused by “This”.

A Topic field can be selected that will be considered for impact by the Treatment Variable. Users can select either a Boolean property or a property with continuous values.

  • Control Variables

Dropdown w/Expression


Repeater section allowing the selection of multiple Control Variables.

  • Use Data Sampling

ON/OFF Toggle

OFF


  • Data Sampling (%)

Number Field

100

The Data Sampling (%) only shows if Use Data Sampling is ON.

  • Sampling Partition Fields

Dropdown w/Expression


The Sampling Partition Fields only show if Use Data Sampling is ON.

  • Sampling Order By Fields

Dropdown w/Expression


The Sampling Order By Fields only shows if Use Data Sampling is ON.

  • Preview Model Data

Button


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

Model Configuration




  • Confidence Interval

Number field

95

Range from 90 to 100.

  • Report Insights By

Dropdown

Lower Threshold

Options are:

  • Upper Threshold

  • Lower Threshold

  • Threshold Range

  • View Insight Values By

Radio-buttons

Top N - 2

Select either Top N or Bottom N. In either case, the default value is 2.

Rules for Adding Insight to Insights Feed Page from Scheduler

Radio-buttons

Always Add

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.






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