Adopting Web Conferencing in Online Teaching: A Perspective From Logistic Regression

Yangzi Sun, J. Beriswill, M. Allen
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Abstract

This study represented dimensions from the Diffusion of Innovations theory and the Community of Inquiry model to explore the adoption of web-conferencing. It used logistic regression to model the likelihood of adopting web-conferencing in online teaching with data collected from 66 college online instructors. In the logistic regression analyses, measures of the instructors’ perception of the instructional benefits of web-conferencing, perception of web-conferencing as a tool for creating social presence and teaching presence, and perception of barriers of using web-conferencing in online instruction were the independent variables, and the binary dependent variable represented the instructors’ adoption or non-adoption of the web-conferencing innovation. The results of the full logistic regression model (with all three independent variables) and the reduced models (with one or two independent variables at a time) are reported and implications for promoting web-conferencing adoption and future research are discussed.
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网络会议在网络教学中的应用:一个逻辑回归的视角
本研究从创新扩散理论和探究共同体模型两个维度来探讨网络会议的采用。它使用逻辑回归来模拟网络会议在在线教学中采用的可能性,数据来自66所大学的在线教师。在logistic回归分析中,教师对网络会议教学效益的感知、对网络会议作为创造社会在场和教学在场的工具的感知以及对在线教学中使用网络会议的障碍的感知是自变量,二元因变量代表教师采用或不采用网络会议创新。报告了完整逻辑回归模型(包含所有三个自变量)和简化模型(每次包含一个或两个自变量)的结果,并讨论了促进网络会议采用和未来研究的意义。
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