大数据分析对酒店创新能力和可持续发展绩效的影响:来自新兴经济体的证据

IF 7.4 3区 管理学 Q1 INFORMATION SCIENCE & LIBRARY SCIENCE Journal of Enterprise Information Management Pub Date : 2024-04-11 DOI:10.1108/jeim-07-2023-0354
Norzalita Abd Aziz, Abdullah Al Mamun, Mohammad Nurul Hassan Reza, Farzana Naznen
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引用次数: 0

摘要

目的本研究旨在探讨大数据分析能力(BDAC)在促进组织创新能力,进而实现经济、社会和环境可持续发展方面的作用。设计/方法/途径本研究通过动态能力理论的视角,采用目的性抽样调查法对 115 家酒店进行了调查,以深入了解影响酒店业组织可持续发展的因素。研究结果表明,七个核心维度(即技术、数据、基础资源、技术技能、管理技能、组织学习和数据驱动文化)对酒店建立 BDAC 有重大影响。此外,研究还发现,BDAC 对创新能力也有显著影响,对三种可持续发展绩效都有积极影响。研究结果将有助于政策制定者和从业人员制定有效措施,加强数据科学与技术的采用和实施,从而为 "国家 IR 4.0 政策 "和 "马来西亚数字经济蓝图 "以及实现可持续发展目标(SDGs)做出重大贡献。原创性/价值本研究的原创性在于通过调查 BDAC、创新能力和可持续发展绩效之间的相互作用,特别是在酒店业的背景下,而现有的研究侧重于探索 BDA 的优势。
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The impact of big data analytics on innovation capability and sustainability performance of hotels: evidence from an emerging economy

Purpose

This study aimed to examine the role of big data analytics capabilities (BDAC) in fostering organizational innovation capabilities and, consequently, in achieving economic, social and environmental sustainability.

Design/methodology/approach

Through the lens of dynamic capability theory, this study surveyed 115 hotels using purposive sampling to gain in-depth insights regarding the factors affecting organizational sustainability in the hospitality industry. The data analysis was conducted using partial least squares-structural equation modeling (PLS-SEM).

Findings

The findings reported a substantial impact of seven core dimensions (i.e. technology, data, basic resources, technological skills, managerial skills, organizational learning and data-driven culture) in building BDAC among hotels. Moreover, BDAC was also revealed to significantly influence innovation capabilities, positively impacting all three sorts of sustainability performance. Innovation capability also mediated the relationship between BDAC and all sustainability factors.

Practical implications

The findings will assist policymakers and practitioners in developing effective initiatives to enhance the adoption and implementation of data science and technologies, substantially contributing to the “National IR 4.0 Policy” and “Malaysia Digital Economy Blueprint” and achieving sustainable development goals (SDGs).

Originality/value

The originality of this study is established by investigating the interplay between BDAC, innovation capability and sustainability performance, particularly in the context of the hotel industry, whereas the existing studies focus on exploring the advantages of BDA.

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来源期刊
CiteScore
14.80
自引率
6.20%
发文量
30
期刊介绍: The Journal of Enterprise Information Management (JEIM) is a significant contributor to the normative literature, offering both conceptual and practical insights supported by innovative discoveries that enrich the existing body of knowledge. Within its pages, JEIM presents research findings sourced from globally renowned experts. These contributions encompass scholarly examinations of cutting-edge theories and practices originating from leading research institutions. Additionally, the journal features inputs from senior business executives and consultants, who share their insights gleaned from specific enterprise case studies. Through these reports, readers benefit from a comparative analysis of different environmental contexts, facilitating valuable learning experiences. JEIM's distinctive blend of theoretical analysis and practical application fosters comprehensive discussions on commercial discoveries. This approach enhances the audience's comprehension of contemporary, applied, and rigorous information management practices, which extend across entire enterprises and their intricate supply chains.
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