Usage frequency analysis
Usage frequency analysis examines how often and consistently users interact with the product. This analysis goes beyond simple login counts to understand the natural rhythms of product usage — daily, weekly, or monthly patterns that indicate healthy engagement. For example, a project management tool might see strong usage on Mondays, while a social app shows daily evening peaks.
The timing and spacing of user interactions often reveal their habits and workflows. Some users show consistent daily patterns, while others cluster their activity into intense periodic sessions. These patterns help teams understand how different user segments integrate the product into their routines and optimize features for these natural usage cycles.
Usage trends across time periods also help distinguish between growing engagement and temporary spikes. A gradual increase in usage frequency typically indicates improving product adoption, while irregular spikes might reflect responses to promotions or external events. Understanding these patterns helps teams measure sustainable growth versus short-term engagement.