Twitter is introducing an increased number of push notifications to users, aiming to ensure they don't miss valuable content. Suppose they plan to implement a new notification system through an A/B testing approach. After the deployment of additional notifications, there's a noticeable rise in the overall number of users unsubscribing. How can we analyze the effect of this enhanced push notification system on user engagement?