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Related Experiment Video

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The Effects of Interactive Latency on Exploratory Visual Analysis.

Zhicheng Liu, Jeffrey Heer

    IEEE Transactions on Visualization and Computer Graphics
    |September 11, 2015
    PubMed
    Summary

    Rapid response times in interactive visualizations are crucial for effective exploration. Even a 500 ms delay significantly hinders user activity, data coverage, and hypothesis generation in visual analysis.

    Area of Science:

    • Human-Computer Interaction
    • Information Visualization
    • Cognitive Science

    Background:

    • Interactive visualizations are essential for data exploration.
    • Rapid response times are widely believed to be critical for effective use.
    • The impact of interactive latency on user behavior and outcomes remains understudied.

    Purpose of the Study:

    • To systematically investigate the effects of interactive latency on user behavior and knowledge discovery.
    • To quantify the impact of varying latency conditions on exploratory visual analysis.
    • To understand how latency influences the process and performance of data exploration.

    Main Methods:

    • An experiment was conducted to measure user behavior and knowledge discovery.
    • Participants interacted with visualizations under different latency conditions.

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  • Think-aloud protocols were used to collect verbal data on user thought processes.

    • Main Results:

    • An additional delay of 500 ms significantly reduced user activity and data set coverage.
    • Increased latency decreased the rate of user observations, generalizations, and hypothesis generation.
    • Initial exposure to high latency negatively impacted subsequent performance in low-latency conditions.

    Conclusions:

    • Interactive latency has substantial negative effects on the efficiency and effectiveness of exploratory visual analysis.
    • Latency influences user exploration strategies, leading to reduced performance.
    • Designers of interactive analysis tools should prioritize minimizing latency to optimize user experience and outcomes.