感知到的收益和风险对酒店采用大数据分析的当前和预期水平的影响

Abuelkassem A. A. Mohammad, muhammad Abd Elsalam
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引用次数: 0

摘要

由于大数据分析(BDA)的各种好处,它的采用已经在许多商业领域变得普遍。然而,据报道,酒店业不愿采用BDA。此外,以往的研究指出了这方面的知识差距,需要进一步的研究。因此,本研究探讨了酒店目前和预期采用BDA的水平。它还提出并检验了一个中介调节模型,用于衡量感知收益和风险对酒店当前和预期的BDA采用水平的影响。本研究采用定量方法,开发了一份调查问卷,并将其分发给酒店的IT经理/工程师和总经理/副经理。收集并分析了265份完整有效的问卷。采用智能PLS 3.0 PLS- sem对模型进行检验。结果表明,感知效益正向影响酒店当前和预期的BDA实施水平。此外,感知风险对感知利益与当前和预期BDA采用水平之间的联系具有负向调节作用。本研究是考察采用BDA的预期收益和风险在多大程度上影响酒店业目前和预期的BDA实施水平的领先研究之一
本文章由计算机程序翻译,如有差异,请以英文原文为准。
The impact of perceived benefits and risks on the current and intended levels of big data analytics adoption in hotels
The adoption of big data analytics (BDA) has become prevalent in many business fields due to its various benefits. However, it has been reported that the hospitality industry is reluctant to adopt BDA. Additionally, precedent studies pointed to a knowledge gap and called for further research in this subject. Hence, this research explores the current and intended levels of adoption of BDA in hotels. It also proposes and examines a mediated-moderated model for the impact of perceived benefits and risks on the current and intended levels of BDA adoption in hotels. This study followed a quantitative approach whereby a questionnaire form was developed and distributed to IT managers/engineers and general/deputy managers in hotels. A total of 265 complete and valid responses were collected and analyzed. PLS-SEM using smart PLS 3.0 was employed to test the model. The results indicated that perceived benefits positively influence the current and intended level of BDA implementation in hotels. Moreover, perceived risks had a negative moderating effect on the linkage between perceived benefits and both the current and intended levels of BDA adoption. This study is among the leading studies that have examined the extent to which the perceived benefits and risks of BDA adoption can impact the current and intended levels of BDA implementation in the hotel industry
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