Which of the following metrics is LEAST useful for predicting player churn in free-to-play mobile games?

Player retention is a critical metric in the gaming industry. Modern game companies use sophisticated data analytics to predict when players might abandon their games, allowing for targeted interventions. This poll tests your knowledge about how gaming companies utilize churn prediction techniques to keep their player base engaged and spending.

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Total amount spent on in-app purchases
Time between gaming sessions
Device operating system version
Completion rate of tutorial levels