| Literature DB >> 34430741 |
Sreenivasan Jayashree1, Mohammad Nurul Hassan Reza1, Chinnasamy Agamudai Nambi Malarvizhi1, Muhammad Mohiuddin2.
Abstract
BACKGROUND: The current level of industrialization has generated many challenges worldwide, including ecological hazards, climate change, and the overuse of non-renewable natural resources, thereby creating an increasing demand for achieving the goal of the Triple Bottom Line (TBL). In this regard, Industry 4.0 can be used as a crunch point to contribute to the production process that can help achieve sustainable development.Entities:
Keywords: Dynamic capabilities; IT infrastructure; Industry 4.0; Supply chain integration; TBL sustainability; Top management commitment
Year: 2021 PMID: 34430741 PMCID: PMC8367809 DOI: 10.1016/j.heliyon.2021.e07753
Source DB: PubMed Journal: Heliyon ISSN: 2405-8440
Figure 1SMEs contribution in Malaysian economy.
Figure 2Conceptual framework.
Constructs/items used in the research questionnaire.
| Construct | Items | Sources |
|---|---|---|
| Top management commitment | ||
| Goals & objectives | In order to implement Industry 4.0, our top management… | |
| sets policy and strategy based on Industry 4.0. | ||
| communicates Industry 4.0 related initiatives to all employees. | ||
| assesses Industry 4.0 policy periodically and consequently. | ||
| emphasizes continuous review and improvement on Industry 4.0. | ||
| Resource allocation | In order to implement Industry 4.0, our top management… | |
| allocates sufficient resources. | ||
| allocates sufficient resources to train employees. | ||
| allocates sufficient budgets for Industry 4.0 projects. | ||
| spends a significant proportion of time in Industry 4.0 planning. | ||
| Customer integration | While implementing Industry 4.0, our organization… | |
| communicates with our major customers through information networks. | ||
| establishes quick ordering systems with our major customers. | ||
| shares our available inventory with our major customers. | ||
| Supplier integration | While implementing Industry 4.0, our organization… | |
| exchanges information with our major suppliers through information networks. | ||
| establishes quick ordering systems with our major suppliers. | ||
| major suppliers share their production capacity with us. | ||
| Internal integration | While implementing Industry 4.0, our organization… | |
| enables data integration among internal functions. | ||
| employs real-time searching of the inventory level. | ||
| Managerial IT capability | In order to implement Industry 4.0, our organization's IT manager… | |
| understands the policies and goals of the organization towards Industry 4.0. | ||
| supports Industry 4.0 activities. | ||
| provides adequate funding. | ||
| redesigns IT processes to match with the opportunities of Industry 4.0. | ||
| Technical IT capability | In order to implement Industry 4.0, our organization/organization's | |
| supports IT personnel in designing excellent databases. | ||
| supports in developing excellent IT applications. | ||
| supports in improving the Industry 4.0 project's efficiency. | ||
| IT personnel know different programming languages. | ||
| Vertical integration | While implementing Industry 4.0, our organization's technological integration.... | |
| enhances employees' innovation performance. | ||
| helps employees to manage the tools and techniques. | ||
| enables the creation of various products. | ||
| allows in improving the product quality. | ||
| Horizontal integration | While implementing Industry 4.0, our organization's technological integration.... | |
| makes the inventory-related information visible throughout the supply chain. | ||
| helps to maintain a smart product order management system. | ||
| allows building cloud-based customer service data management. | ||
| assists for early market entrants. | ||
| Economic sustainability | Implementing Industry 4.0 helps our organization to achieve sustainability by.... | |
| decreasing the cost of energy consumption. | ||
| reducing the cost of purchasing materials. | ||
| offering better products/services to customers. | ||
| increasing return on financial assets. | ||
| improving market share. | ||
| Environmental sustainability | Implementing Industry 4.0 helps our organization to achieve sustainability by.... | |
| energy saving. | ||
| reducing the negative impact on air quality. | ||
| decreasing the consumption of harmful materials. | ||
| Social sustainability | Implementing Industry 4.0 helps our organization to achieve sustainability by.... | |
| providing health and safety requirements for the employees. | ||
| developing new product that reduces health risks for consumers. | ||
Descriptive statistics of the constructs.
| Construct | Mean | SD | Kurtosis | Skewness | Cronbach's alpha |
|---|---|---|---|---|---|
| Top management commitment | 4.1784 | 0.55850 | 1.414 | -1.184 | 0.860 |
| Supply chain integration | 2.8970 | 0.97567 | -1.284 | 0.289 | 0.929 |
| IT infrastructure | 4.0936 | 0.52565 | 2.932 | -1.327 | 0.813 |
| Implementation of Industry 4.0 | 4.2751 | 0.49396 | 7.083 | -2.214 | 0.838 |
| TBL sustainability | 4.2156 | 0.49073 | 7.433 | -2.178 | 0.846 |
Results of the measurement model.
| Construct | Items | Outer Loadings | AVE | CR | rho_A |
|---|---|---|---|---|---|
| Top management commitment | TMC1 | 0.769 | 0.505 | 0.891 | 0.866 |
| TMC2 | 0.775 | ||||
| TMC3 | 0.697 | ||||
| TMC4 | 0.630 | ||||
| TMC5 | 0.739 | ||||
| TMC6 | 0.677 | ||||
| TMC7 | 0.695 | ||||
| TMC8 | 0.695 | ||||
| Supply chain integration | SCC1 | 0.816 | 0.655 | 0.938 | 0.911 |
| SCC2 | 0.827 | ||||
| SCC3 | 0.828 | ||||
| SCC4 | 0.856 | ||||
| SCC5 | 0.780 | ||||
| SCC6 | 0.817 | ||||
| SCC7 | 0.788 | ||||
| SCC8 | 0.760 | ||||
| IT infrastructure | ITC1 | 0.705 | 0.516 | 0.864 | 0.823 |
| ITC2 | 0.735 | ||||
| ITC3 | 0.673 | ||||
| ITC4 | 0.780 | ||||
| ITC5 | 0.643 | ||||
| ITC6 | 0.762 | ||||
| Implementation of Industry 4.0 | IND1 | 0.705 | 0.507 | 0.878 | 0.839 |
| IND2 | 0.759 | ||||
| IND3 | 0.687 | ||||
| IND4 | 0.716 | ||||
| IND6 | 0.719 | ||||
| IND7 | 0.711 | ||||
| IND8 | 0.687 | ||||
| TBL sustainability | TBLS1 | 0.749 | 0.519 | 0.883 | 0.850 |
| TBLS2 | 0.744 | ||||
| TBLS4 | 0.749 | ||||
| TBLS6 | 0.681 | ||||
| TBLS7 | 0.681 | ||||
| TBLS8 | 0.672 | ||||
| TBLS10 | 0.763 |
Discriminant validity.
| Construct | ITC | IND | SCC | TBLS | TMC |
|---|---|---|---|---|---|
| IT Infrastructure (ITC) | |||||
| Implementation of Industry 4.0 (IND) | 0.645 | ||||
| Supply Chain Integration (SCO) | 0.135 | 0.163 | |||
| TBL Sustainability (TBLS) | 0.627 | 0.721 | 0.067 | ||
| Top Management Commitment (TMC) | 0.626 | 0.687 | 0.082 | 0.701 |
Figure 3Measurement model assessment.
Figure 4Structural model assessment.
Direct relationship.
| Hypotheses | (O) | (M) | (STDEV) | T Statistics | P Values | Validation |
|---|---|---|---|---|---|---|
| IT Infrastructure - > Implementation of Industry 4.0 | 0.344 | 0.341 | 0.085 | 4.055 | 0.000 | Supported |
| IT Infrastructure - > TBL Sustainability | 0.178 | 0.180 | 0.066 | 2.685 | 0.007 | Supported |
| Implementation of Industry 4.0 - > TBL Sustainability | 0.391 | 0.390 | 0.097 | 4.018 | 0.000 | Supported |
| Supply Chain Integration - > Implementation of Industry 4.0 | 0.078 | 0.083 | 0.057 | 1.376 | 0.169 | Rejected |
| Supply Chain Integration - > TBL Sustainability | 0.047 | 0.044 | 0.052 | 0.901 | 0.368 | Rejected |
| Top Management Commitment - > Implementation of Industry 4.0 | 0.465 | 0.465 | 0.074 | 6.320 | 0.000 | Supported |
| Top Management Commitment - > TBL Sustainability | 0.325 | 0.322 | 0.081 | 4.020 | 0.000 | Supported |
Mediation effect.
| Hypotheses | (O) | (M) | (STDEV) | T Statistics | P Values | Validation |
|---|---|---|---|---|---|---|
| IT Infrastructure - > Implementation of Industry 4.0 - > TBL Sustainability | 0.134 | 0.134 | 0.049 | 2.734 | 0.006 | Supported |
| Supply Chain Integration - > Implementation of Industry 4.0 - > TBL Sustainability | 0.031 | 0.032 | 0.023 | 1.315 | 0.189 | Rejected |
| Top Management Commitment - > Implementation of Industry 4.0 - > TBL Sustainability | 0.182 | 0.183 | 0.058 | 3.134 | 0.002 | Supported |
Predictive relevance (Q2).
| SSO | SSE | Q2 (=1-SSE/SSO) | |
|---|---|---|---|
| Implementation of Industry 4.0 (IND) | 1393 | 1024.733 | 0.264 |
| TBL Sustainability (TBLS) | 1393 | 965.484 | 0.307 |