Predictive Lifetime Value (pLTV)

Jeongwon KimWritten by Jeongwon Kim,

The predictive lifetime value (pLTV) allows marketers to build and optimize campaigns around the user’s future potential to drive revenue.

Enable Predictive LTV Calculation

In the Revenue Report, check the [Predictive LTV] checkbox and set the calculation period to enable the predictive LTV calculation.

How to interpret the predictive LTV

The predictive LTV in the Revenue Report shows the estimated revenue a user in a cohort is expected to generate for the calculation period starting from the day the Start Event was performed.

For example, when the calculation period is set to Day 30, and the predictive LTV of a cohort is 100 USD, it means that a user in the cohort is likely to generate 100 USD for 30 days starting from the day the user performed the Start Event.

Airbridge calculates the pLTV using the following formula.

  • pLTV = Predictive Lifetime * Average Revenue Per Daily Active User (ARPDAU)

The predicted lifetime is the estimated number of days on average the users in a cohort are expected to return to your service. Active user in the ARPDAU refers to the user in a cohort who performed the Start Event.

For example, when the predicted lifetime is 20 days, and the ARPDAU is 5 USD, it means that the user is likely to use your service for 20 days from the day the user performed the Start Event and generates 5 USD a day. Therefore, the pLTV of this user is estimated to be 100 USD.

The following requirements MUST be met to be able to enable the predictive LTV feature.

Calculation period

When checking the [Predictive LTV] checkbox, you can set the calculation period by entering a value between 1 and 180.

For example, when you enter 30, the calculation period is set to Day 30, and the predictive LTV will show the revenue a user of the cohort is likely to generate using your service from Day 0 to Day 30.

How to view the pLTV

The pLTV is displayed in the “Predictive LTV” column per cohort. The cohort can be set by configuring the GroupBy.

Refer to the following example case.

Advanced Use of pLTV

When analyzing data, looking at Predictive Lifetime Value (pLTV) alongside Customer Acquisition Cost (CAC) can be helpful in your future campaign planning as you can easily compare the predicted revenue and the acquisition of users in a cohort.

Be reminded that the pLTV is a predictive metric that does not correspond to the actual net profit; even if the pLTV is higher than the CAC, your net profit may be lower than your CAC. The pLTV should be used only as a reference, not as revenue data.

Attention

Make sure the data required for calculating the pLTV and CAC is properly collected by Airbridge. Refer to the following prerequisites for collecting data for pLTV and CAC.

  • For pLTV: The event value of the event you want to set as the Revenue Event in the Revenue Report must be collected.

  • For CAC: Cost integration must be completed with the ad channels where you operate your campaigns.

Caution

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