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User Defined Models

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User Defined Models

For the Targeting Model, report-generated outputs can be easily applied to a campaign, but users are not limited to the exact variables and combinations identified by the model. Users can also create their own custom JSON file using the same general structure as the model outputs.

This allows users to define variables and combinations based on their own campaign learnings, business rules, historical performance, or optimization goals. For example, a user may already know that a certain geography, publisher, device type, content genre, or day of week is strategically important and can build those values into a custom model.

Score Requirements

Each entry must include a numeric score between -1 and 1.

Supported Fields and Expected Values

The required fields depend on whether the entry is a single variable, a 2-way combination, or a 3-way combination. The following fields can be used in custom Targeting Models:

FieldDescriptionExpected Value
geo_zipZIP code5-character, zero-padded string, such as (“04501” not “4501”)
geo_regionState or regionRegion code in the format used by bid request data, such as “ny” or “tx”
device_typeDevice typeIAB device type enum value as a string:
“1” = Mobile/Tablet
“2” = Personal Computer
“3” = Connected TV
“4” = Phone
“5” = Tablet
“6” = Connected Device
“7” = Set Top Box
publisher_namePublisher nameExact publisher value as represented in bid request data
site_domainSite domainExact domain value, including subdomain when applicable
app_bundleApp bundle or app IDExact bundle value as represented in bid request data
content_channelContent channelExact content channel value as represented in bid request data
content_networkContent networkExact content network value as represented in bid request data
content_genreContent genreExact content genre value as represented in bid request data
content_livestreamLivestream indicatorExact value used in bid request data. Either 1 for live content or 0 for non live content.
content_titleContent titleExact content title value as represented in bid request data
content_seriesContent seriesExact content series value as represented in bid request data
content_idContent IDExact content ID value as represented in bid request data
exchangeExchangeExact exchange value as represented in bid request data: “index”,
“magnite”,
“dvplus”,
“msft”,
“freewheel”,
“triton”,
“adswiz”
dayDay of weekThree-letter day value: “sun”, “mon”, “tue”, “wed”, “thu”, “fri”, or “sat”
hourHour of dayInteger hour from 0 through 23, where 0 represents 12:00 AM and 23 represents 11:00 PM
ipIP addressExact IP value
deal_idDeal IDExact deal identifier represented in bid request data. This can be found in the Bidder > Inventory > Deals/Negotiated Deals tables and the ART > Deals Landscape > Deals table

Values should match the format used in the underlying bid request data.

For example

{
  "feature": "device_type",
  "value": "3",
  "score": 0.80
}

Use “3”, not “Connected TV” or “CTV”.

Single Variable

A single-variable entry must include:

  • feature: The name of the feature.
  • value: The specific value associated with the feature.
  • score: A numeric value between -1 and 1.

Example:

{
  "feature": "geo_zip",
  "value": "10025",
  "score": 0.95
}

This example assigns a score of 0.95 to ZIP Code 10025.

2-Way Combination

A 2-way combination must include:

  • feature1: The name of the first feature.
  • feature2: The name of the second feature.
  • combination: The exact values associated with feature1 and feature2, provided in the same order and separated by ×.
  • score: A numeric value between -1 and 1.

Example 1:

{
  "feature1": "geo_zip",
  "feature2": "device_type",
  "combination": "10025 × 4",
  "score": 0.90
}

This represents ZIP Code 10025 + Device Type 4 with a score of 0.90.

Example 2:

{
  "feature1": "content_genre",
  "feature2": "day",
  "combination": "news/talk radio × thu",
  "score": 0.75
}

This represents Content Genre = news/talk radio + Day = Thursday with a score of 0.75.

The values in combination must match the order of the corresponding feature fields.

3-Way Combination

A 3-way combination must include:

  • feature1: The name of the first feature.
  • feature2: The name of the second feature.
  • feature3: The name of the third feature.
  • combination: The exact values associated with feature1, feature2, and feature3, provided in the same order and separated by ×.
  • score: A numeric value between -1 and 1.

Example:

{
  "feature1": "geo_zip",
  "feature2": "publisher_name",
  "feature3": "device_type",
  "combination": "10025 × iheartmedia × 4",
  "score": 0.85
}

The order of the values in combination must match the order of the corresponding feature fields.

For example:

feature1 = geo_zip
feature2 = publisher_name
feature3 = device_type

must correspond to:

10025 × iheartmedia × 4

Users can include one or multiple single variables, 2-way combinations, and 3-way combinations in a custom JSON file to define the optimization logic they want to apply.

Model-generated metrics such as conversion rate, lift, score, and statistical significance apply only to variables and combinations produced and evaluated by the model. User-created variables or combinations should not be assumed to have the same performance unless they are separately analyzed and validated.

Reach out to your Account Manager or contact us through the Pontiac Help Center for assistance creating and implementing a custom JSON model.

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