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Our research aimed to present the design and evaluation of a mixed-initiativesystem that aids the user in handling complex datasets and dense visualizationsystems. We attempted to demonstrate this system with two trials of an onlinebetween-groups, two-by-two study, measuring the effects of thismixed-initiative system on user interactions and system usability. However, dueto flaws in the interface design and the expectations that we put on users, wewere unable to show that the adaptive system had an impact on user interactionsor system usability. In this paper, we discuss the unexpected findings that wefound from our "failed" experiments and examine how we can learn from ourfailures to improve further research.

Expectation Versus Reality: The Failed Evaluation of a Mixed-Initiative Visualization System