Cargando…
The Impact of Artificial Intelligence on Firm Performance: An Application of the Resource-Based View to e-Commerce Firms
The application of artificial intelligence (AI) technology has evolved into an influential endeavor to improve firm performance, but little research considers the relationship among artificial intelligence capability (AIC), management (AIM), driven decision making (AIDDM), and firm performance. Base...
Autores principales: | , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2022
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9022026/ https://www.ncbi.nlm.nih.gov/pubmed/35465474 http://dx.doi.org/10.3389/fpsyg.2022.884830 |
_version_ | 1784689985791721472 |
---|---|
author | Chen, Donghua Esperança, José Paulo Wang, Shaofeng |
author_facet | Chen, Donghua Esperança, José Paulo Wang, Shaofeng |
author_sort | Chen, Donghua |
collection | PubMed |
description | The application of artificial intelligence (AI) technology has evolved into an influential endeavor to improve firm performance, but little research considers the relationship among artificial intelligence capability (AIC), management (AIM), driven decision making (AIDDM), and firm performance. Based on the resource-based view (RBV) and existing findings, this paper constructs a higher-order model of AIC and suggests a research model of e-commerce firm AIC and firm performance. We collected 394 valid questionnaires and conducted data analysis using partial least squares structural equation modeling (PLS-SEM). As a second-order variable, AIC was formed by three first-order variables: basic, proclivity, and skills. AIC indirectly affects firm performance through creativity, AIM, and AI-driven decision making. Firm creativity, AIM, and AIDDM are essential variables between AIC and firm performance. Innovation culture (IC) positive moderates the relationship between firm creativity and AIDDM as well as the relationship between AIDDM and firm performance. Environmental dynamism (ED) positive mediates the connection between AIM and AIDDM. Among the control variables, firm age negatively affects firm performance, and employee size does not. This study helps enterprises leverage AI to improve firm performance, achieve a competitive advantage, and contribute to theory and management practice. |
format | Online Article Text |
id | pubmed-9022026 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-90220262022-04-22 The Impact of Artificial Intelligence on Firm Performance: An Application of the Resource-Based View to e-Commerce Firms Chen, Donghua Esperança, José Paulo Wang, Shaofeng Front Psychol Psychology The application of artificial intelligence (AI) technology has evolved into an influential endeavor to improve firm performance, but little research considers the relationship among artificial intelligence capability (AIC), management (AIM), driven decision making (AIDDM), and firm performance. Based on the resource-based view (RBV) and existing findings, this paper constructs a higher-order model of AIC and suggests a research model of e-commerce firm AIC and firm performance. We collected 394 valid questionnaires and conducted data analysis using partial least squares structural equation modeling (PLS-SEM). As a second-order variable, AIC was formed by three first-order variables: basic, proclivity, and skills. AIC indirectly affects firm performance through creativity, AIM, and AI-driven decision making. Firm creativity, AIM, and AIDDM are essential variables between AIC and firm performance. Innovation culture (IC) positive moderates the relationship between firm creativity and AIDDM as well as the relationship between AIDDM and firm performance. Environmental dynamism (ED) positive mediates the connection between AIM and AIDDM. Among the control variables, firm age negatively affects firm performance, and employee size does not. This study helps enterprises leverage AI to improve firm performance, achieve a competitive advantage, and contribute to theory and management practice. Frontiers Media S.A. 2022-04-07 /pmc/articles/PMC9022026/ /pubmed/35465474 http://dx.doi.org/10.3389/fpsyg.2022.884830 Text en Copyright © 2022 Chen, Esperança and Wang. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Psychology Chen, Donghua Esperança, José Paulo Wang, Shaofeng The Impact of Artificial Intelligence on Firm Performance: An Application of the Resource-Based View to e-Commerce Firms |
title | The Impact of Artificial Intelligence on Firm Performance: An Application of the Resource-Based View to e-Commerce Firms |
title_full | The Impact of Artificial Intelligence on Firm Performance: An Application of the Resource-Based View to e-Commerce Firms |
title_fullStr | The Impact of Artificial Intelligence on Firm Performance: An Application of the Resource-Based View to e-Commerce Firms |
title_full_unstemmed | The Impact of Artificial Intelligence on Firm Performance: An Application of the Resource-Based View to e-Commerce Firms |
title_short | The Impact of Artificial Intelligence on Firm Performance: An Application of the Resource-Based View to e-Commerce Firms |
title_sort | impact of artificial intelligence on firm performance: an application of the resource-based view to e-commerce firms |
topic | Psychology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9022026/ https://www.ncbi.nlm.nih.gov/pubmed/35465474 http://dx.doi.org/10.3389/fpsyg.2022.884830 |
work_keys_str_mv | AT chendonghua theimpactofartificialintelligenceonfirmperformanceanapplicationoftheresourcebasedviewtoecommercefirms AT esperancajosepaulo theimpactofartificialintelligenceonfirmperformanceanapplicationoftheresourcebasedviewtoecommercefirms AT wangshaofeng theimpactofartificialintelligenceonfirmperformanceanapplicationoftheresourcebasedviewtoecommercefirms AT chendonghua impactofartificialintelligenceonfirmperformanceanapplicationoftheresourcebasedviewtoecommercefirms AT esperancajosepaulo impactofartificialintelligenceonfirmperformanceanapplicationoftheresourcebasedviewtoecommercefirms AT wangshaofeng impactofartificialintelligenceonfirmperformanceanapplicationoftheresourcebasedviewtoecommercefirms |