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Confidence Scores and Report Results

Most devices in the Device Graph share a "connection" with another device. The data linking groups of devices together is called a connected component. Connected component data comprises a household score (H) and an individual score (I). Collectively, these values are known as confidence scores.

Confidence scores define the strength of the relationship between each device. When you raise or lower the value using the Confidence Score slider, this action increases or decreases the results returned by that feature.

Note

Confidence scores and connected components are abstractions representing data points, not physical links between devices.

How confidence scores work

To help you understand how these scores affect your results, let's take a look at a few examples using the Households and Individuals tile on the dashboard. The following diagrams represent connected devices in the Device Graph. In the graph, a circle represents a device and the lines between each device represent the household or individual connection between them.

Example A: confidence score 1 results

In the first example, let's set the confidence score ≥ 1. In the graph, all of the connected components match or exceed this value. As a result, the graph considers all 6 devices in a single "household" and "individual" group for this score and audience.

Confidence score greater than/equal to 1

With this confidence score, the Households and Individuals tile returns a count of 1 household and 1 individual group.

Households tile showing results with score 1

Example B: confidence score 3 results

Next, let's set the confidence score to ≥ 3. In the graph, the selected value is greater than the scores set on the connected component between devices C and D. The dashed line indicates the relationship between these devices is no longer valid at this confidence score. As a result, we now have 2 household and 2 individual groups for this score and audience.

Confidence score greater than/equal to 3

When clicked, the Households and Individuals tile returns a count of 2 households and 2 individual groups.

Households tile showing results with score 3

Example C: confidence score 5 results

As you raise the confidence score and exceed the values set on each connected component, the number of households and/or individual groups increases. For example, let's look at what happens when the confidence score is ≥ 5. This value (5) is greater than most household and individual scores in the sample graph below. Only devices D, E, and F remain connected at the household level. All other devices get counted as separate groups.

These results give us:

  • 4 household groups: A, B, C (each is a separate group), and D, E, and F (counted as 1 group)
  • 6 individual groups: A, B, C, D, E, and F (each is a separate group)

Confidence score greater than/equal to 5

When clicked, the tile returns a count of 4 households and 6 individual groups.

Households tile showing results with score 5