|   | CMU-HCII-12-103 Human-Computer Interaction Institute
 School of Computer Science, Carnegie Mellon University
 
    
     
 CMU-HCII-12-103
 
Evaluating Intelligibility Usage and Usefulnessin a Context-Aware Application
 
Brian Y. Lim, Anind K. Dey 
March 2012  
CMU-HCII-12-103.pdf Keywords: 
Intelligibility, explanation, user study, context-awareness, human-computer 
interaction
 Intelligibility has been proposed to help end-users understand context-aware 
applications with their complex inference and implicit sensing. Usable 
explanations can be generated and designed to improve user understanding. 
However, will users be willing to use these intelligibility features? How 
much intelligibility will they use, and will this be sufficient to effectively 
improve their understanding? We present a quasi-field experiment of how 
participants used the intelligibility features of a fully-functional 
intelligible context-aware application. We investigated how many explanations 
they willingly viewed, and how that affected their understanding of the 
application's behavior, and suggestions they had for improving its behavior. 
We discuss what constitutes successful intelligibility usage, & provide 
recommendations for designing intelligibility to promote its effective use.
 
20 pages
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