Which predictive indicator has been shown to be the MOST accurate early warning sign of customer churn in subscription-based transportation services like monthly transit passes or ride-share memberships?

In the competitive transportation retail sector, predicting customer churn is crucial for business sustainability. Companies like airlines, ride-sharing services, and public transit systems all face the challenge of retaining their customer base. This trivia tests your knowledge about how modern transportation companies use data science to predict and prevent customer churn in an increasingly competitive market.

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Decreasing frequency of service usage in a 30-day window
Increase in customer service complaints
Failure to update payment information after expiration
Downloading competitor apps on mobile devices