Digital-intelligence transformation, for better or worse? The roles of pace, scope and rhythm

IF 5.9 3区 管理学 Q1 BUSINESS
Jianyu Zhao, Xinru Wang, Xinlin Yao, Xi Xi
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引用次数: 0

Abstract

Purpose

Although digital transformation (DT) has emerged as an important phenomenon for both research and practices, the influences remain inconclusive and inadequate. The emerging artificial intelligence (AI) technologies further complicate the understanding and practices of DT while understudied yet. To address these concerns, this study takes a process perspective to empirically investigate when and how digital-intelligence transformation can improve firm performance, aiming to enrich the literature on digital-intelligence transformation and strategic information systems (IS) field.

Design/methodology/approach

Drawing on the dynamic capability view and business agility, we took a process perspective to conceptualize and empirically examine the influence of digital-intelligence transformation and the process characteristics. Taking a continuous panel dataset of listed Chinese firms covering 2007 to 2020, we investigated digital-intelligence transformation’s effect on firm performance and the moderating roles of three strategic aspects: pace, scope and rhythm.

Findings

This study found that digital-intelligence transformation positively affects firm performance and is moderated by the characteristics of transformation processes (i.e. pace, scope and rhythm). Specifically, the high-paced and rhythmic transformation processes facilitate the positive relationship, while the large scope undermines the benefits of transformation. These relationships hold across various endogeneity and heterogeneity analyses.

Originality/value

Our findings provide valuable implications for digital-intelligence transformation and strategic IS field. First, this study enriches existing literature on digital-intelligence transformation by empirically investigating the influence from a process perspective. Moreover, this study provides insights into a comprehensive understanding of the complexity of digital-intelligence transformation and the influences of AI. Finally, this study provides practical implications on how to make digital-intelligence transformation to benefit firm performance.

数字智能转型,是好是坏?步伐、范围和节奏的作用
目的虽然数字化转型(DT)已成为研究和实践中的一个重要现象,但其影响因素仍不明确、不充分。新兴的人工智能(AI)技术使人们对数字化转型的理解和实践变得更加复杂,但对其的研究还不够深入。为了解决这些问题,本研究从流程视角出发,对数字智能转型何时以及如何提高企业绩效进行了实证研究,旨在丰富数字智能转型和战略信息系统(IS)领域的文献。设计/方法/途径借鉴动态能力观和业务敏捷性,我们从流程视角出发,对数字智能转型和流程特征的影响进行了概念化和实证研究。研究结果本研究发现,数字化智能转型对企业绩效产生积极影响,并受到转型过程特征(即步伐、范围和节奏)的调节。具体来说,高节奏和有节奏的转型过程会促进正向关系,而大范围则会削弱转型的益处。这些关系在各种内生性和异质性分析中都是成立的。首先,本研究从过程的角度对数字智能转型的影响进行了实证研究,从而丰富了有关数字智能转型的现有文献。此外,本研究还为全面理解数字智能转型的复杂性和人工智能的影响提供了见解。最后,本研究为如何进行数字化智能转型以提高企业绩效提供了实践意义。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Internet Research
Internet Research 工程技术-电信学
CiteScore
11.20
自引率
10.20%
发文量
85
审稿时长
>12 weeks
期刊介绍: This wide-ranging interdisciplinary journal looks at the social, ethical, economic and political implications of the internet. Recent issues have focused on online and mobile gaming, the sharing economy, and the dark side of social media.
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