Navigating the digital landscape: examining the interdependencies of digital transformation and big data in driving SMEs' innovation performance

独创性 适度 知识管理 数字化转型 结构方程建模 大数据 资源(消歧) 基于资源的视图 业务 竞争优势 计算机科学 营销 心理学 创造力 数据挖掘 社会心理学 机器学习 万维网 计算机网络
作者
Tian Hongyun,Jan Muhammad Sohu,Aiyub Khan,Ikramuddin Junejo,Shaikh Saltanat Shaikh,Sadaf Akhtar,Muhammad Bilal
出处
期刊:Kybernetes [Emerald Publishing Limited]
标识
DOI:10.1108/k-07-2023-1183
摘要

Purpose In this digital age, the rapid technological innovation and adoption, with the increasing use of big data analytics, has raised concerns about the ability of small and medium enterprises (SMEs) to sustain the competition and innovation performance (IP). To narrow the research gap, this paper investigates the role of big data analytics capability (BDAC) in moderating the relationship between digital innovation (DI) and SME innovation performance. Design/methodology/approach This research has been carried forward through a detailed theory and literature analysis. Data were analyzed through confirmatory factor analysis and structural equation models using a two-stage approach in smartPLS-4. Findings Results highlight that digital service capability (DSC) significantly mediates the relationship between DI and IP. Additionally, value co-creation (VCC) directly affects digital transformation (DT), while DI has a stronger effect on DSC than IP. Furthermore, BDAC significantly moderates the relation between DSC → IP and DT → IP, whereas it has a detrimental effect on the relation between DI and IP. In addition to that, VCC, DSC, DT, DI and BDAC have a direct, significant and positive effect on IP. Practical implications This research was motivated by the practical relevance of supporting SMEs in adopting DT and the resource-based view (RBV) and technology acceptance model (TAM). This study shows that all direct and indirect measures significantly affect innovation performance, including BDAC as moderator. These findings refresh the perspective on what DT, DI, VCC, DSC and BDAC can bring to a firm's innovation performance. Originality/value This paper has contributed to DT by empirically validating a theoretical argument that suggests the acceptance and adoption of new technology. This paper aims to fill theoretical gaps in understanding BDAC and DT by incorporating the RBV and TAM theories on BDAC and DT.
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