Abstract
While many organizations are increasingly willing to invest in adopting digitalization in recent years, they might not be aware that different levels of uncertainty within and outside their organizations may impend digitalization’s effectiveness. This study aims to empirically explores the performance impact from digitalization on organizations and the effect from uncertainty on the impact. More specifically, the objectives are pertinent to examining 1) the association between digitalization and operational efficiency and 2) the moderating effect of macro-level uncertainty, industrial-level uncertainty, and firm-level uncertainty on this association. Using a dataset collected from multiple sources employing innovative methodologies including natural language processing (NLP) to analyze digitalization announcements from Factiva and measuring operational efficiency based on the stochastic frontier approach (SFA), this study analyzes the impact from digitalization via 2,520 samples from 496 listed firms in North America during 2015-2021. The results show that digitalization significantly enhances operational efficiency, and this positive impact from digitalization is weakened by macro-level uncertainty and industrial-level uncertainty. Our findings provide researchers and practitioners with useful insights into digitalization’s important role in enhancing operational efficiency and guidance indicating the business environments deserve extra attention so as to retain digitalization’s positive impact.
| Original language | English |
|---|---|
| Pages (from-to) | 11463-11478 |
| Number of pages | 16 |
| Journal | IEEE Transactions on Engineering Management |
| Volume | 71 |
| Early online date | 14 Jun 2024 |
| DOIs | |
| Publication status | Published online - 14 Jun 2024 |
Bibliographical note
Publisher Copyright:© 1988-2012 IEEE.
Funding
This work was supported in part by the National Natural Science Foundation of China under Grant N71972061 and Grant N72172043, and in part by The Hong Kong Polytechnic University under the Fung Yiu King - Wing Hang Bank Endowed Professorship in Business Administration.
UN SDGs
This output contributes to the following UN Sustainable Development Goals (SDGs)
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SDG 8 Decent Work and Economic Growth
Keywords
- digitalization
- operational efficiency
- uncertainty
- NLP
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