Industry Promotion Research 2024 KCI Impact Factor : 0.92
-
pISSN : 2466-1139 / eISSN : 2714-013X
- https://journal.kci.go.kr/ipir
KJCKorea
Journal Central
The Impact of the Manufacturing AI Introduction Environment on Technology Trust and Intention to Utilize: Focusing on the TOE Framework
- Industry Promotion Research
- Abbr : IPR
- 2024, 9(3), pp.101~117
- DOI : 10.21186/IPR.2024.9.3.101
- Publisher : Industrial Promotion Institute
- Research Area : Interdisciplinary Studies > Interdisciplinary Research
- Received : June 13, 2024
- Accepted : July 11, 2024
- Published : July 31, 2024
Wan-Soo Lim 1, Hyeon-Suk Park 1
1서울벤처대학원대학교
Accredited
ABSTRACT
This study empirically analyzed the factors affecting the intention to utilize manufacturing AI in SM-sized manufacturers by applying the TOE framework. Independent variables that are expected to influence were applied, focusing on TOE factors and managerial characteristics that reflect the characteristics of SME manufacturers. In addition, the mediating effect of technology trust and the moderating effect of factory location were analyzed. The results are as follows. First, the relationship between the independent variables and the dependent variable was tested, and the direct effects of the independent variables(complexity, organizational innovation, IT ability, competitive pressure, partner support, and managerial innovation) on the dependent variable were all statistically significant, except for compatibility. Second, the mediation effect of technology trustness was verified to have a full mediation effect between compatibility and utilization intention, and a partial mediation effect between managerial innovation and utilization intention. Third, among the seven independent variables, the moderating effect of factory location(metropolitan and non-metro) between the three independent variables of IT ability, competitive pressure, and partner support and the utilization intention was found to be significant. To increase the intention to utilize manufacturing AI for SM-sized manufacturers, it is recommended that more diverse and broader studies are needed, not only the factors identified in this study, but also the understanding and awareness of manufacturing AI.
Statistics
-
285 Viewed
-
1 Downloaded
Tools
Issue List
Citation status
* References for papers published after 2024 are currently being built.
[web]
Wang, J.
/ 2022
/ The Cost of AI Training is Improving at 50x the Speed of Moore’s Law: Why It’s Still Early Days for AI
/ ARK Investment
/ ark-invest.com/articles/analyst-research/ai-training
[journal]
Myung-Sik Chae
/ 2023
/ 2023 Artificial Intelligence
/ KISTEP Brief
110
: 23~24
[journal]
Wu, I. L.
/ 2014
/ A stage-based diffusion of IT innovation and the BSC performance impact:A moderator of technology-organization-environment
/ Technological Forecasting and Social Change
88(1)
: 76~90
[book]
Tornatzky, L. G.
/ 1990
/ The Processes of Technological Innovation
/ Lexington Books
[thesis]
Nam-Hyung Kim
/ 2023
/ A Study on the Conflict Effect of Digital Transformation Capabilities of SMEs on Corporate Performance
/ Doctor
/ Graduate School of Kyung Hee University
[journal]
Sabherwal, R.
/ 2006
/ Information System Success : Individual and organizational determinants
/ Management Science
52(12)
: 1849~1864
[journal]
Jeyaraj, A.
/ 2006
/ A Review of the Predictors, Linkages, and Biases in IT Innovation Adoption Research
/ Journal of Information Technology
21(1)
: 1~23
[journal]
Zhu, K.
/ 2005
/ Post-Adoption Variations in Usage and Value of E-business by Organization : Cross-country evidence from the retail industry
/ Information System Research
16(1)
: 61~64
[journal]
Al-Qirim, N.
/ 2006
/ The Role of Government and E-commerce Adoption in Small Business in New Zealand
/ International Journal of Internet and Enterprise Management
4(4)
: 293~313
[journal]
Jeyaraj, A.
/ 2006
/ A Review of the Predictors, Linkages, and Biases in IT Innovation Adoption Research
/ Journal of Information Technology
21(1)
: 1~23
[journal]
Scupola, A.
/ 2009
/ SMEs’ E-commerce Adoption : Perspectives from Denmark and Australia
/ Journal of Enterprise Information Management
22
: 152~166
[journal]
Wolfe R. A.
/ 1994
/ Organizational innovation : review, critique and suggested research directions
/ The Journal of Management Studies
31(3)
: 405~431
[journal]
Cheon-Pyo L.
/ 2007
/ An exploratory study of radio frequency identification(RFID)adoption in the healthcare industry
/ European Journal of Information Systems
16(6)
: 712~724
[journal]
Pudjianto, B.
/ 2011
/
Determinants of E-Government Assimilation in Indonesia: An Empirical Investigation Using a TOE Framework
/ Asia Pacific Journal of Information Systems
21(1)
: 49~80
[journal]
Seok-Hee Han
/ 2008
/
An Empirical Study on TOE Framework based factors for Motivation and Diffusion of PLM.
/ The e-business studies
9(4)
: 363~391
[journal]
Oliveira, T.
/ 2011
/ Literature review of information technology adoption models at firm level
/ Electronic Journal of Information Systems Evaluation
14(1)
: 110~121
[thesis]
Hyun-Jee Park
/ 2019
/ Digitlization and National innovation growth : A focus on path analysis
/ Doctor
/ Graduate School of Korea University
[thesis]
Dong-Hwi Park
/ 2020
/ A Study on the Factors that Affect the Perceived Intention to the Use of Robotic Process Automation
/ Doctor
/ Graduate School of Dankook University
[journal]
Tao
/ 2018
/ Data-driven smart manufacturing
/ Journal of Manufacturing Systems
48
: 157~169
[report]
Ghahramani
/ 2020
/ AI-based modeling and data-driven evaluation for smart manufacturing processes
/ IEEE
[journal]
Il-Jung Kim
/ 2022
/
Discovering Essential AI-based Manufacturing Policy Issues for Competitive Reinforcement of Small and Medium Manufacturing Enterprises†
/ Journal of the Korean society for Quality Management
50(4)
: 647~664
[journal]
Arinez, J. F.
/ 2020
/ Artificial intelligence in advanced manufacturing: Current status and future outlook
/ Journal of Manufacturing Science and Engineering
142(11)
: 110804~
[report]
Egger
/ 2019
/ Augmented Reality in Support of Intelligent Manufacturing-A Systematic Literature Review
[thesis]
Kyung-Jin, Jung
/ 2021
/ A Study on the Big Data Utilization Intention of Small and Medium-sized Manufacturing Companies-Focused on Smart Industrial Complex
/ Doctor
/ Graduate School of Soongsil University
[journal]
Malhotra, N. K.
/ 2006
/ Common method variance in IS research : A comparison of alternative approaches and a reanalysis of past research
/ Management Science
52(12)
: 1865~1883
[journal]
Zheng, D.
/ 2013
/ E-government adoption in public Integrating administration organizations : institutional theory perspective and resource based view
/ European Journal of Information Systems
22(2)
: 221~234
[journal]
Agarwal R
/ 1998
/ A conceptual and operational definition of personal innovativeness in the domain of information technology
/ Information System Research
9(2)
: 15~204
[book]
Rogers, E. M.
/ 2003
/ Diffusion of Innovations
/ The Free Press
[journal]
Shane S
/ 2000
/ The promise of entrepreneurship as a field of research
/ Academy of management review
25(1)
: 217~226
[journal]
Jong-Yeol Choi
/ 2015
/
Relationship Analysis among Entrepreneurship, Innovation Capability, External Cooperation, and Technological Innovation Performance for Venture Companies
/ Asia-Pacific Journal of Business Venturing and Entrepreneurship
10(5)
: 219~231
[journal]
Kreiser, P. M.
/ 2010
/ Entrepreneurial Orientation and Firm Performance : The Unique Impact of Innovativeness, Proactiveness, and Risk-Taking
/ Journal of Small Business &Entrepreneurship
23
: 39~51
[journal]
Dess GG
/ 2005
/ The role of entrepreneurial orientation in stimulating effective corporate entrepreneurship
/ Academy of Management Perspectives
19(1)
: 147~156
[report]
Seung-Taek Kim
/ 2015
/ Considerations for Successful Introduction of Smart Factory
/ Deloitte Consilting
[thesis]
Hyeong-Cheol Kil
/ 2019
/ An Empirical Study on Adoption Factor and Performance Analysis of Smart Factory through Technical Acceptance Model–Focusing on TOE and IS Sucess Model
/ Doctor
/ The Graduate School of HanSung University
[journal]
Wilson, D. T.
/ 1995
/ An integrated model of buyerseller relationships
/ Journal of the Academy of Marketing Science
23(4)
: 335~345
[journal]
Joung-Rae Kim
/ 2020
/
Factors Affecting Technology Acceptance of Smart Factory
/ Journal of Information Technology Applications & Management
27(1)
: 75~95
[journal]
Jong-gu Kil
/ 2021
/
A Study on the Influence of Partnership Factors between Large and Small Business on SCM Performance
/ Korean Management Consulting Review
21(1)
: 61~76
[journal]
Gefen, D.
/ 2003
/ Trust and TAM in online shopping : An integrated model
/ MIS quarterly
: 51~90
[journal]
Luarn, P.
/ 2010
/ The role of trust in technology within the TAM in the context of NFC mobile payment
/ Journal of Information and Optimization Sciences
31(4)
: 875~896
[journal]
Leong, L. Y.
/ 2013
/ Predicting the determinants of the NFCenabled mobile credit card acceptance : A neural networks approach
/ Expert Systems with Applications
40(14)
: 5604~5620
[journal]
Hee-Chung Chung
/ 2017
/
Examining the Adoption of Exhibition NFC Service Using UTAUT & Trust
/ International Journal of Tourism Management and Sciences
32(2)
: 1~22
[thesis]
Joung-Rae Kim
/ 2019
/ Factors Affecting Intention to Introduce Smart Factory in SMEs-Including Government Assistance Expectancy and Task Technology Fit
/ Doctor
/ The Graduate School of Venture, Hoseo University
[book]
Grillitsch, M.
/ 2019
/ Innovation in the digital economy : the role of regions in innovation and technology upgrading
/ Papers in Innovation Studies
[journal]
De Propris, L.
/ 2006
/ The importance of clusters for spillovers from foreign direct investment and technology sourcing
/ Cambridge Journal of Economics
30(2)
: 277~291
[journal]
Giannopoulou, K.
/ 2019
/ Regional innovation impact of universities : spatial distribution of knowledge-intensive business services innovation
/ European Planning Studies
27(9)
: 1739~1763
[journal]
Asheim, B. T.
/ 2011
/ Constructing regional advantage : Platform policies based on related variety and differentiated knowledge bases
/ Regional Studies
45(7)
: 893~904
[journal]
Mancinelli, S.
/ 2009
/ Innovation, networking and complementarity : Evidence on SME performances for a local economic system in North-Eastern Italy
/ The Annals of Regional Science
43(3)
: 567~597
[journal]
Trippl, M.
/ 2018
/ Exogenous sources of regional industrial change : attraction and absorption of non-local knowledge for new path development
/ Progress in Human Geography
42(5)
: 687~705
[thesis]
Hwan-Sik Kim
/ 2023
/ The Effects of Digital Management Practices and Digital Maturity Capabilities on the Level of Industry 4.0 Adoption in SMEs in Korea
/ Doctor
/ Graduate School of Kyungil University
[journal]
Oliveira, T.
/ 2014
/ Assessing the determinants of cloud computing adoption : An analysis of the manufacturing and services sectors
/ Information & Management
51(5)
: 497~510
[journal]
Hsu, P. F.
/ 2006
/ Determinants of e-Business Use in Us Firms
/ International Journal of Electronic Commerce
10(4)
: 9~45
[journal]
Sun, S.
/ 2016
/ Understanding the Factors Affecting the Organizational Adoption of Big Data
/ Journal of Computer Information Systems
: 1~11
[journal]
Galloway L
/ 2015
/ Entrepreneurship, leadership, and the value of feminist approaches to understanding them
/ Journal of Small Business Management
53(3)
: 683~692
[web]
Robinson, L.
/ 2009
/ A Summary of Diffusion of Innovations
/ http://www.enablingchange.com.au/Summary_Diffusion_Theory.pdf
[journal]
Depietro, R.
/ 1990
/ The context for change : Organization, technology and environment
/ The Processes of Technological I nnovation
199(0)
: 151~175
[journal]
Zhu, K.
/ 2006
/ Innovation diffusion in global contexts : Determinants of post-adoption digital transformation of European companies
/ Europe an Journal of Information Systems
15(6)
: 601~616
[journal]
Oliveira, T.
/ 2010
/ Understanding e-Business Adoption across Industries in European Countries
/ Industrial Management & Data Systems
110(9)
: 1337~1354
[thesis]
Byeong-Ryun Jeon
/ 2023
/ A Study on Factors Affecting Intention to Use Robotic Process Automation(RPA)based Chatbots
/ Doctor
/ Graduate School of Soongsil University
[thesis]
Kyoung-Sang Oh
/ 2022
/ The factors affecting the intention to switch to a blockchain-based supply chain management information system-Application of TOE framework and PPM model
/ Doctor
/ Graduate School of Konkuk University
[journal]
Lee, Young-Ho
/ 2006
/
An Empirical Study on the Factors Affecting the Adoption of Enterprise Architecture based on the TOE Framework
/ Korean Management Science Review
23(2)
: 17~39
[thesis]
Jeong-Mi Heo
/ 2022
/ A Study on the Impact of the Unified Theory of Acceptance and Use of Technology(UTAUT)and Organization’s Environment Factors on Smart Factory Acceptance Intent-Mediating Effect of Trust and Moderating Effect of Resistance to Innovation
/ Doctor
/ Graduate School of Dongguk University
[journal]
Gefen, D.
/ 2003
/ Trust and TAM in online shopping : An integrated model
/ MIS quarterly
: 51~90
[report]
Venkatesh, V.
/ 2012
/ Consumer acceptance and use of information technology:extending the unified theory of acceptance and use of technology
[book]
Jong-Pil Woo
/ 2017
/ Concept and understanding of structural equation models
/ Hannarae
[book]
Gaskin, J.
/ 2016
/ Master Validity Tool
/ AMOS Plugin. Gaskination's StatWiki
[book]
Ji-Jun Song
/ 2019
/ SPSS/AMOS Statistical analysis
/ 21Cbook
[journal]
Jin-ho Jung
/ 2022
/
A Study on the Effect of Corporate ESG Activities on Business Performance : Focusing on the Moderating Effect of Corporate Values Perception
/ Industry Promotion Research
7(2)
: 15~29