Augmenting hotel performance in Malaysia through big data analytics capability and artificial intelligence capability

活力 适度 调解 知识管理 分析 结构方程建模 动态能力 现存分类群 营销 大数据 业务 心理学 计算机科学 数据科学 社会学 数据挖掘 社会心理学 进化生物学 生物 量子力学 机器学习 物理 社会科学
作者
Shumaila Naz,Syed Arslan Haider,Shabnam Khan,Qasim Ali Nisar,Shehnaz Tehseen
出处
期刊:Journal of hospitality and tourism insights [Emerald Publishing Limited]
卷期号:7 (4): 2055-2080 被引量:28
标识
DOI:10.1108/jhti-01-2023-0017
摘要

Purpose At the forefront of current research is the investigation of how big data analytics capability (BDAC) and artificial intelligence capability (AIC) can enhance performance in concert. Therefore, current study intended to conduct more deep research into emerging phenomena and attempts to cover the gap by exploring how entrepreneurial orientations (EO) emphasize the use of two emerging capabilities under the moderating role of environmental dynamism which in turn augment co-innovation and hotel performance. Design/methodology/approach Data were collected from four-star and five-star hotels located in Kula Lumpur and Langkawi in Malaysia. A total of 260 responses were obtained from IT staff and senior managers with the assistance of a Manpower agency for data analysis. The hypotheses were examined by analyzing the data using PLS-SEM technique through Smart PLS 3 software. Findings The result revealed that EO has a positive and significant effect on co-innovation (CIN). Additionally, the BDAC and AIC have been tested and proven to be potential mediators between EO and CIN. Also, environmental dynamism as moderator has positive and significant effect on BDAC and co-innovation performance, however, not significant impact on AIC and co-innovation performance. Lastly, findings displayed positive and significant moderated mediation impact of environmental dynamics on BDAC and CIN with hotel performance, but not significant influence on AIC and co-innovation with hotel performance. For theoretical corroboration of the research findings, the current study integrated EO, resource-based view theory and contingent dynamic capabilities (CDC), because neither single stance can explicate an extant research framework. Practical implications This study anticipated the several implications for the entrepreneurs of hospitality industry. Managers are recommended to invest in the entrepreneurial traits of the employees/organizations and make strategic readjustment of their capabilities for sustained business performance. Originality/value The study goes beyond the normal inquiry by investigating moderated mediation impact of environmental dynamism between two emerging capabilities, co-innovation and hotel performance relationships. Another novelty of this study is to culminate the exploitation and adoption of emerging IT-based capabilities in cross domains of management, entrepreneurship, information systems management within the hotel industry.
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