User personas were developed based on in-depth interviews and observations of end-users during field visits. The personas encapsulated key traits such as demographic information, professional responsibilities, technical abilities, and pain points. These personas included different user segments such as frontline health workers, facility managers, and community members. They helped ensure the solution design remained user-centered, by tailoring features to specific needs and challenges experienced by these user groups.

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