评估影响学生使用和接受和弦键盘行为的前置变量

IF 4.9 Q1 PSYCHOLOGY, EXPERIMENTAL
Ardvin Kester S. Ong , Calil C. Aceron , Warrick Jathniel S. Quimpo , Derek Tyler U. Ong , John Francis T. Diaz , Josephine D. German
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引用次数: 0

摘要

多年来,和弦键盘的使用一直落后于其著名的同类产品--标准 QWERTY 设计。最近,这种键盘的发展趋势促使人们在注重生产力和效率的社交媒体平台上使用这种键盘。然而,很少有研究对其接受度和消费者使用行为进行评估,尤其是在当代。为了填补这一空白,本研究旨在通过随机森林分类器和神经网络合集研究影响和弦键盘接受度和采用率的因素。本研究利用在线平台,通过便利抽样法考虑了九千九百(9900)个数据点。结果显示,所有研究的潜在变量都被认为是显著的:性能预期、努力预期、社会影响、享乐动机、便利条件、价格价值、习惯、使用意向、使用行为和感知可用性。其中,使用行为被认为是影响用户接受和弦键盘的最大变量。用户更倾向于使用带和弦的键盘,因为他们认为在面对多种输入任务时,使用带和弦的键盘可以提高工作效率,快速、高效、舒适地完成任务。此外,"预期努力 "和 "便利条件 "这两个变量也被认为是重要变量,但在所有潜在变量中影响较小--因为这两个变量很难被采用。研究结果揭示了影响和弦键盘接受度的因素。因此,键盘制造商可以利用这些结果来提高人们对和弦键盘的接受度和采用率,从而提高个人的打字效率和生产力,并在不同国家进行推广。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Evaluation of preceding variables affecting behavioral use and acceptance of chord-enabled keyboard among students

For years, chord-enabled keyboards’ usage has stayed behind its famous counterpart, the standard QWERTY design. Recent trends in this type of keyboard prompted its usage among social media platforms focusing on productivity and efficiency. However, few studies have evaluated its acceptance and consumer usage behavior – especially in the current generation. To fill this gap, this study aimed to examine the factors that affect the acceptance and adoption of chord-enabled keyboards through Random Forest Classifier and Neural Network ensemble. Nine thousand nine hundred (9,900) data points were considered through the convenience sampling method utilizing online platforms. The results displayed that all the examined latent variables were deemed significant: Performance Expectancy, Effort Expectancy, Social Influence, Hedonic Motivation, Facilitating Conditions, Price Value, Habit, Intention to Use, Usage Behavior, and Perceived Usability. Among all these, usage behavior was identified as the most influential variable affecting the acceptance of chord-enabled keyboards. Users are more likely to utilize chord-enabled keyboards due to their perception of increasing productivity in accomplishing their tasks quickly, efficiently, and comfortably in the face of multiple typing tasks. Moreover, the variables of Effort Expectancy and Facilitating Conditions were also considered significant but less influential among all latent variables – due to difficulty on adoption. The results shed light on the factors influencing chord-enabled keyboard acceptance. With this, keyboard manufacturers can utilize the results to improve the acceptance and adoption of chord-enabled keyboards to improve individuals' typing efficiency and productivity, which can be extended for promotion in different countries.

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CiteScore
7.80
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