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Intellectual capital and innovation performance: the moderating role of big data analytics: evidence from the banking sector in Jordan

智力资本 大数据 独创性 结构方程建模 常用方法方差 分析 判别效度 业务 人力资本 营销 知识管理 经济 数据科学 心理学 计算机科学 财务 数据挖掘 患者满意度 内部一致性 发展心理学 机器学习 社会心理学 经济增长 创造力
作者
Ayman Wael Al‐Khatib
出处
期刊:Euromed Journal of Business [Emerald Publishing Limited]
卷期号:17 (3): 391-423 被引量:59
标识
DOI:10.1108/emjb-10-2021-0154
摘要

Purpose The purpose of this study is to identify the impact of intellectual capital on the innovation performance of the Jordanian banking sector and identify the moderating role of big data analytics. Design/methodology/approach For this study's purposes, 333 questionnaires were analysed. Convergent validity, discriminant validity and reliability tests were performed through structural equation modelling (SEM) in the Smart-PLS program. A bootstrapping technique was used to analyse the data. Findings Empirical results showed that each of the components of intellectual capital and big data analytics explains 63.5% of the variance in innovation performance and that all components of intellectual capital have a statistically significant impact on innovation performance. The results also revealed that the relationship between structural capital and innovation performance is moderated through big data analytics. Research limitations/implications This cross-sectional study provides a snapshot at a given moment in time, a methodological limitation that affects the generalisation of its results, and the results are limited to one country. Practical implications This study promotes the idea of focusing on components of intellectual capital to enhance innovation performance in the Jordanian banking sector and knowing the effect of big data analytics in this relationship. Social implications This study makes recommendations for financial policymakers to improve the effectiveness of intellectual capital practices and innovation performance in the context of big data analytics. Originality/value This study has important implications for leaders in the Jordanian banking sector, in general, as the study highlights the importance of intellectual capital to enhance the innovation performance, especially in light of the big data analytics in this sector, and thus increase the innovative capabilities of this banks, which leads to an increase in the level of innovation.

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