
PRIMARY RESEARCH
Research Findings
I conducted interviews with 10 employees, followed and observed their daily work and visit to seniors' home, analyzed their work documents and current CMS system.
01. Front-line care workers need clear & updated schedule, task know-how, and be able to get urgent support.
Front-line case workers need to visit several seniors to provide different services everyday. The shift and service details always keep changing. They had to check the updated schedule everyday on a paper posted in the NGO center.

We analyzed the existing data logging processes across various available resources to gain a comprehensive understanding of the current system.
02. The information of each case need to be better archived, centralized and shared among employees.
Professionals and front-line case workers may work for the same service users. However, the information for each service cannot be easily shared among all. They need to specifically ask each other to get the updates when needed.



Building Trust via Data Provenance
Sales leads needed transparency before presenting AI metrics to buyers.

Eliminating Pre-Upload Drop-Off
First-time users weren't sure what Concept Evaluation would do with their images.































































