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An Assessment Method and Toolkit to Evaluate Keyboard Design on Smartphones
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With practice, keyboard shortcuts become faster than menu selection: A crossover interaction
Roger W Remington1, Ho Wang Holman Yuen2, Harold Pashler2
1School of Psychology, The University of Queensland.
Journal of Experimental Psychology. Applied
|December 15, 2015
Summary
Graphical user interfaces (GUIs) become less efficient than command line interfaces (CLIs) with practice. This study found a crossover point around 200 responses, after which CLIs were preferred, suggesting ease of retrieval drives shortcut adoption.
Area of Science:
- Human-Computer Interaction
- Cognitive Psychology
- Usability Studies
Background:
- The common belief is that graphical user interfaces (GUIs) are better for beginners, while command line interfaces (CLIs) are more efficient for experienced users.
- However, the interaction crossover point and the learning dynamics involved have not been thoroughly investigated.
- Understanding learning rates could explain why experienced users hesitate to adopt keyboard shortcuts, despite their potential to reduce task times.
Purpose of the Study:
- To investigate the efficiency and user preference changes between keyboard shortcuts (CLI) and GUI interaction with practice.
- To identify the point at which CLI interaction becomes more efficient than GUI interaction.
- To explore the factors influencing the adoption of keyboard shortcuts by experienced users.
Main Methods:
- Two experiments were conducted to compare GUI and CLI performance.
- Experiment 1 involved participants responding to a word list using either GUI (dropdown menus) or CLI (keystrokes).
- Experiment 2 assessed user preference for continued interaction method after training.
Main Results:
- A crossover in efficiency was observed around 200 responses, with CLI becoming more efficient than GUI.
- Following training, the vast majority of participants in the CLI group opted to continue using keyboard shortcuts.
- Shortcut usage appears to be strongly correlated with the ease of command retrieval developed through repetition.
Conclusions:
- The efficiency crossover between GUI and CLI is empirically demonstrated, occurring after a moderate number of repetitions.
- User preference for CLIs, particularly keyboard shortcuts, increases significantly with practice due to improved retrieval ease.
- Findings suggest strategies to promote shortcut learning could enhance user efficiency and satisfaction in human-computer interaction.

