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Passive Data Collection

An approach in which data is collected through behavior, sensor output, and system traces rather than direct user input.

Passive data collection generates data from the natural flow of user and system behavior rather than requiring explicit input such as surveys or forms. Application usage, device sensors, clickstreams, and transaction logs are common examples. Its main advantage is that it often captures behavior more realistically. However, it also raises concerns about privacy, consent management, and contextual interpretation. Passive collection can produce powerful insights, but without clear ethical boundaries it may erode trust.