Which of the following does NOT contribute to engagement analytics?

The choice indicating attitude towards learning does not contribute to engagement analytics because engagement analytics primarily focuses on quantifiable metrics and behaviors related to user interactions with a digital tool or platform. Engagement analytics typically involves analyzing user actions, such as how often they complete tasks, their interaction with specific content, and possibly their location data to better understand the context of their usage.

While understanding a user's attitude towards learning may provide valuable qualitative insights, it is not a direct metric that can be measured or analyzed in the same way as completion rates or content engagement. Completion rates offer a clear indication of how effectively users are finishing tasks, engagement with WalkMe content shows how users relate to the provided assistance, and user location tracking can help determine where users are most engaged or facing challenges. In contrast, attitude is more subjective and could vary significantly among individuals, making it less relevant for objective engagement analysis.