The Boundary Conditions of Information Sharing and Sustainability: The Mediating Role of Supply Chain Resilience
Abstract
1. Introduction
1.1. Supply Chain Management and Its Performance Drivers
1.2. Etymology of Information Sharing and Its Links to Resilience and Sustainability
1.3. Sustainable Supply Chain
1.4. SDG Agenda of the United Nations on Sustainability
1.5. Resilience and Sustainability
1.6. Technological Tool Usage
1.7. Entrepreneurial Orientation
1.8. Empirical Review
2. Materials and Methods
2.1. Materials
2.1.1. Conceptual Model, Theoretical Lens, and Research Hypotheses
2.1.2. Research Theoretical Explanation and Research Hypotheses
2.2. Methods
2.2.1. Validity and Reliability
2.2.2. Data Analysis
2.2.3. Measurements of Variables
3. Results
3.1. Assessment of Measures
3.2. Common Method Bias (CMB) Assessment
3.3. Validity Measure
3.4. Descriptive Statistics, Correlation Results, and Discriminant Validity Assessment
3.5. Regression Analysis
4. Discussion of Findings and Implications
5. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
Abbreviations
SDG’s | Sustainable Development Goals |
SC Resilience | Supply Chain Resilience |
IT | Information Technology |
EO | Entrepreneurial Orientation |
SC | Supply Chain |
IS | Information System |
SMEs | Small- and Medium-Scale Enterprises |
SPSS | Statistical Package for the Social Sciences |
SCM | Supply Chain Management |
EDI | Electronic Data Interchange |
RFID | Radio Frequency Identification |
SSCM | Sustainable Supply Chain Management |
UN | United Nation |
B2B | Business to Business |
SCP | Supply Chain Planning |
TMS | Transportation Management Systems |
WMS | Warehouse Management Systems |
AI | Artificial intelligence |
IoT | Internet of Things |
ERP | Enterprise Resource Planning |
R&D | Research and Development |
IPT | Information Processing Theory |
CFA | Confirmatory Factor Analysis |
EFA | Exploratory Factor Analysis |
CMB | Common Method Bias |
CR | Composite Reliability |
AVE | Average Variance Extracted |
Appendix A
Appendix A.1
- 1.
- Which best describes your industry?
- ○
- Service (health, schools & institutions, banking, etc.)
- ○
- Mining
- ○
- Extraction
- ○
- Manufacturing
- ○
- Distribution
- ○
- Others
- 2.
- What is your company’s category?
- ○
- SME
- ○
- Medium
- ○
- Large
- ○
- Multi-national
- 3.
- For how long has your company been in existence?
- ○
- Provide it
- 4.
- What is the size of your company in terms of employees? (Number of employees).
- ○
- To be provided
- 5.
- What is your position in the organization?
- ○
- CEO
- ○
- Director
- ○
- Supply Chain Manager/ Senior Member
- ○
- Operations Manager/Senior Member
- 6.
- What is your educational level?
- ○
- Up to SHS/A’level/O’level
- ○
- Up to Diploma/HND
- ○
- Up to 1st Degree
- ○
- Up to 2nd Degree
- ○
- Up to PhD
- 7.
- What is your professional background?
- ○
- Supply chain/Procurement
- ○
- Marketing
- ○
- Accounting
- ○
- Engineering
- ○
- Others (specify)
Appendix A.2
SCALE: 1 = “Strongly Disagree” to 7 = “Strongly Agree” Supply Chain Sustainability Practices in Our Organization (Environment, Society, and Economy) | Strongly Disagree | Strongly Agree | |||||
Environment | 1 | 2 | 3 | 4 | 5 | 6 | 7 |
We select our suppliers and partners based on the standard of environmental guidelines. | 1 | 2 | 3 | 4 | 5 | 6 | 7 |
Adequate measures are being taken to control polluted material supplies in our organisation | 1 | 2 | 3 | 4 | 5 | 6 | 7 |
We act toward the reduction of waste as a business improvement strategy | 1 | 2 | 3 | 4 | 5 | 6 | 7 |
We substitute harmful and hazardous materials/parts, and services | 1 | 2 | 3 | 4 | 5 | 6 | 7 |
We support the Sustainable Development Goals (SDGs) agenda on the environment. | |||||||
Social | |||||||
We are socially responsible to the societal needs and projects of the community | 1 | 2 | 3 | 4 | 5 | 6 | 7 |
We apply fair employment practices to the local community | 1 | 2 | 3 | 4 | 5 | 6 | 7 |
Improvement of corporate image and overall stakeholder welfare is one of our goals | 1 | 2 | 3 | 4 | 5 | 6 | 7 |
We ensure timely and lawful payment of taxes and other obligations towards the state | 1 | 2 | 3 | 4 | 5 | 6 | 7 |
We support the Sustainable Development Goals (SDGs) agenda in society | 1 | 2 | 3 | 4 | 5 | 6 | 7 |
Economic | |||||||
We believe that the achievement of returns on investment is necessary to survive business operations | 1 | 2 | 3 | 4 | 5 | 6 | 7 |
We target the achievement of market share and profit maximization | 1 | 2 | 3 | 4 | 5 | 6 | 7 |
An increase in our firms’ productivity and competitiveness is one of our operational focuses | 1 | 2 | 3 | 4 | 5 | 6 | 7 |
We target producing at a low cost | 1 | 2 | 3 | 4 | 5 | 6 | 7 |
We support the Sustainable Development Goals (SDGs) agenda on the economy | 1 | 2 | 3 | 4 | 5 | 6 | 7 |
SCALE: 1 = “strongly disagree” to 7 = “strongly agree” Supply Chain Resiliency practices in our organization | Strongly disagree | Strongly agree | |||||
We can cope adequately with unexpected disruptions in our supply chain by swiftly restoring the product flow | 1 | 2 | 3 | 4 | 5 | 6 | 7 |
We can adjust to our supply chain disruptions easily | 1 | 2 | 3 | 4 | 5 | 6 | 7 |
We can maintain high situational awareness at all times | 1 | 2 | 3 | 4 | 5 | 6 | 7 |
We can return to our original state of operations after being disrupted | 1 | 2 | 3 | 4 | 5 | 6 | 7 |
We are able to move our operations to a new desired state after being disrupted | 1 | 2 | 3 | 4 | 5 | 6 | 7 |
We can maintain a desired level of control over the structure during disruption | 1 | 2 | 3 | 4 | 5 | 6 | 7 |
We have secondary sources of supply in case the original fails | 1 | 2 | 3 | 4 | 5 | 6 | 7 |
We can proactively plan our supply chain network for anticipated disruptions | 1 | 2 | 3 | 4 | 5 | 6 | 7 |
We have secondary sources of supply in case the original fails | 1 | 2 | 3 | 4 | 5 | 6 | 7 |
We have functional departments structured to deal adequately with unexpected disruptions | 1 | 2 | 3 | 4 | 5 | 6 | 7 |
We can resume operations promptly without failure after disruption | 1 | 2 | 3 | 4 | 5 | 6 | 7 |
Based on the scales provided, kindly circle/tick a number that best represents your opinion on each statement. | |||||||
SCALE: 1 = “strongly disagree” to 7 = “strongly agree” Supply Chain Information Sharing application in our organization | Strongly disagree | Strongly agree | |||||
Our organisation and supply chain partners share relevant information | 1 | 2 | 3 | 4 | 5 | 6 | 7 |
Our supply chain partners and organisation are informed about events and changes that might affect each other through the sharing of information. | 1 | 2 | 3 | 4 | 5 | 6 | 7 |
We share timely information with our supply chain partners. | 1 | 2 | 3 | 4 | 5 | 6 | 7 |
We communicate among our supply chain partners frequently through available mediums (phone calls, emails, WhatsApp, face-to-face) | 1 | 2 | 3 | 4 | 5 | 6 | 7 |
We have adequate abilities to share standardised and customised information internally and externally. | 1 | 2 | 3 | 4 | 5 | 6 | 7 |
Complete information is shared among our supply chain partners and the organisation | 1 | 2 | 3 | 4 | 5 | 6 | 7 |
Our organisation and supply chain partners share confidential information | 1 | 2 | 3 | 4 | 5 | 6 | 7 |
We integrate our supply chain activities with other functional sectors in our organisation through the timely sharing of information. | 1 | 2 | 3 | 4 | 5 | 6 | 7 |
Our suppliers are provided with adequate information in their operations that might help them through information sharing | 1 | 2 | 3 | 4 | 5 | 6 | 7 |
Our organizational structure facilitates seamless communication between functions and departments. | 1 | 2 | 3 | 4 | 5 | 6 | 7 |
SCALE: 1 = “strongly disagree” to 7 = “strongly agree” How Information Technological Tools are used in sharing information in our organization | Strongly disagree | Strongly agree | |||||
We can coordinate the activities of our supply chain partners due to the usage of IT Tools. | 1 | 2 | 3 | 4 | 5 | 6 | 7 |
We engage in electronic mailing capabilities with our supply chain partners through the usage of specified IT Tools. | |||||||
Our organization use IT Tools to enable transaction processing with supply chain partners. | 1 | 2 | 3 | 4 | 5 | 6 | 7 |
We obtain real time information through our specified IT tool usage. | 1 | 2 | 3 | 4 | 5 | 6 | 7 |
Our organization use information technological tools to track and expedite shipment/orders from our supply chain partners (ERP) | 1 | 2 | 3 | 4 | 5 | 6 | 7 |
Our organization use IT Tools to provide quick response to supply chain partners | 1 | 2 | 3 | 4 | 5 | 6 | 7 |
Our transactions among partners are completed successfully through the usage of specified IT Tools | 1 | 2 | 3 | 4 | 5 | 6 | 7 |
There is dynamism and responsiveness among our management and employees due to the efficient use of information technological tools | 1 | 2 | 3 | 4 | 5 | 6 | 7 |
SCALE: 1 = “strongly disagree” to 7 = “strongly agree” Our Organizational Supply Chain ideas on Entrepreneur Orientation on Innovativeness, Pro-activeness, Risk-taking, Autonomy and Competitive aggressiveness | Strongly disagree | Strongly agree | |||||
Innovativeness | |||||||
Our organisation support innovative new product/service | 1 | 2 | 3 | 4 | 5 | 6 | 7 |
Our organisation provide technological leadership in developing new product/service (including new improve way of operations) | 1 | 2 | 3 | 4 | 5 | 6 | 7 |
Our organisation have a long term commitment in the development of R&D and continues improvement | 1 | 2 | 3 | 4 | 5 | 6 | 7 |
Pro-activeness | |||||||
Our organisation search and exploit anticipated changes in future business operation | 1 | 2 | 3 | 4 | 5 | 6 | 7 |
We strive to take initiative continuously in every situation (eg project, against competitor) | 1 | 2 | 3 | 4 | 5 | 6 | 7 |
Seeking for new opportunities in our business environment to make our business flourish is one of our objectives | 1 | 2 | 3 | 4 | 5 | 6 | 7 |
Risk taking | |||||||
Our organisation shows concerns about tolerating dangers in venturing into new markets | 1 | 2 | 3 | 4 | 5 | 6 | 7 |
Our business strategy supports committing resources to projects with uncertain outcomes | 1 | 2 | 3 | 4 | 5 | 6 | 7 |
Failures in new opportunities and ventures available to our organization do not deter us. | 1 | 2 | 3 | 4 | 5 | 6 | 7 |
Autonomy | |||||||
Our organisation encourages employees to pursue business opportunities within the business environment for self-development (eg, initiating ideas for continuous improvement) | 1 | 2 | 3 | 4 | 5 | 6 | 7 |
Our organization supports the effort of employees who work autonomously | 1 | 2 | 3 | 4 | 5 | 6 | 7 |
3. Our organization believes that the best results are obtained when employees decide for themselves the type of business opportunity to pursue | 1 | 2 | 3 | 4 | 5 | 6 | 7 |
Competitive aggressiveness | |||||||
Our actions and responses towards our competitors can be termed as aggressive | 1 | 2 | 3 | 4 | 5 | 6 | 7 |
We adopt an “outperform-the-competitor” response in our business environment | 1 | 2 | 3 | 4 | 5 | 6 | 7 |
We take the lead in initiating action and strategies before our competitors. |
Appendix B
Construct/Item Code | Item Descriptive Statistics | Exploratory Factor Analysis | ||||||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
M | SD | Skw | Kut | Component Loading | Eigen value | %Variance Explained | α | |||||||||||
1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | ||||||||
Environmental sustainability | 1.628 | 4.524 | 0.858 | |||||||||||||||
EnvSus3 | 4.96 | 1.51 | −0.51 | −0.40 | 0.199 | 0.130 | 0.081 | 0.342 | 0.021 | 0.777 | −0.025 | 0.050 | 0.034 | 0.065 | −0.016 | |||
EnvSus4 | 4.70 | 1.68 | −0.40 | −0.72 | 0.158 | 0.127 | 0.116 | 0.228 | 0.013 | 0.816 | −0.069 | 0.084 | −0.002 | 0.121 | 0.079 | |||
EnvSus5 | 5.13 | 1.60 | −0.77 | 0.05 | 0.064 | 0.134 | 0.133 | 0.204 | 0.148 | 0.799 | 0.044 | 0.057 | 0.002 | 0.131 | 0.081 | |||
Social sustainability | 0.890 | 2.472 | 0.832 | |||||||||||||||
SocSus2 | 5.20 | 1.43 | −0.80 | 0.35 | 0.138 | 0.101 | 0.203 | 0.320 | 0.104 | 0.138 | 0.063 | 0.123 | 0.068 | 0.769 | −0.032 | |||
SocSus4 | 4.92 | 1.57 | −0.64 | −0.07 | 0.103 | 0.125 | 0.170 | 0.219 | 0.118 | 0.205 | 0.069 | 0.079 | 0.020 | 0.811 | 0.090 | |||
Economic sustainability | 1.408 | 3.912 | 0.822 | |||||||||||||||
EcoSus1 | 5.08 | 1.56 | −0.87 | 0.22 | −0.085 | 0.080 | −0.004 | 0.063 | 0.080 | −0.064 | 0.857 | 0.019 | 0.013 | −0.051 | 0.017 | |||
EcoSus4 | 5.28 | 1.41 | −1.1 | 1.17 | 0.033 | 0.057 | 0.028 | 0.007 | 0.008 | −0.039 | 0.915 | −0.007 | 0.066 | 0.053 | 0.052 | |||
EcoSus5 | 5.54 | 1.30 | −1.1 | 1.33 | 0.098 | −0.067 | 0.095 | −0.167 | −0.003 | 0.072 | 0.802 | −0.02 | −0.066 | 0.102 | −0.097 | |||
Supply chain resilience | 10.705 | 29.735 | 0.932 | |||||||||||||||
SCRES1 | 5.30 | 1.46 | −0.74 | 0.05 | 0.669 | 0.148 | 0.131 | 0.247 | 0.152 | 0.100 | 0.063 | −0.02 | 0.199 | 0.020 | 0.328 | |||
SCRES2 | 5.08 | 1.57 | −0.52 | −0.46 | 0.752 | 0.268 | 0.166 | 0.122 | 0.200 | 0.084 | −0.024 | −0.11 | 0.106 | 0.079 | 0.105 | |||
SCRES3 | 5.19 | 1.66 | −0.86 | 0.08 | 0.863 | 0.221 | 0.067 | 0.023 | 0.152 | 0.078 | −0.013 | 0.048 | 0.083 | 0.124 | 0.056 | |||
SCRES4 | 5.33 | 1.55 | −0.83 | 0.07 | 0.839 | 0.230 | 0.134 | 0.106 | 0.172 | 0.104 | 0.030 | 0.052 | 0.128 | 0.027 | 0.161 | |||
SCRES5 | 5.26 | 1.59 | −0.87 | 0.04 | 0.794 | 0.210 | 0.122 | 0.128 | 0.187 | 0.174 | 0.028 | 0.025 | 0.114 | 0.058 | 0.153 | |||
Information sharing | 4.525 | 12.568 | 0.908 | |||||||||||||||
INFOSH2 | 5.31 | 1.23 | −0.58 | 0.34 | 0.328 | 0.743 | 0.027 | 0.129 | 0.052 | 0.195 | 0.002 | 0.046 | 0.089 | −0.182 | −0.017 | |||
INFOSH3 | 5.28 | 1.24 | −0.58 | 0.35 | 0.192 | 0.824 | 0.009 | 0.072 | 0.167 | 0.072 | −0.002 | −0.01 | 0.187 | −0.037 | 0.139 | |||
INFOSH4 | 5.37 | 1.19 | −0.54 | 0.15 | 0.145 | 0.818 | 0.109 | −0.012 | 0.173 | 0.019 | 0.026 | −0.01 | 0.070 | 0.072 | 0.002 | |||
INFOSH5 | 5.43 | 1.17 | −0.62 | 0.29 | 0.138 | 0.848 | 0.075 | −0.034 | 0.149 | 0.074 | 0.009 | −0.03 | 0.104 | 0.134 | 0.115 | |||
INFOSH6 | 5.27 | 1.32 | −0.77 | 0.71 | 0.189 | 0.785 | 0.025 | −0.045 | 0.056 | 0.106 | 0.069 | 0.068 | 0.154 | 0.216 | 0.016 | |||
IT Usage | 2.751 | 7.643 | 0.930 | |||||||||||||||
ITUS1 | 5.53 | 1.51 | −1.0 | 0.44 | 0.137 | 0.012 | 0.845 | 0.106 | 0.061 | 0.095 | 0.122 | 0.212 | 0.070 | 0.019 | 0.034 | |||
ITUS2 | 5.71 | 1.45 | −1.17 | 0.88 | 0.146 | 0.103 | 0.884 | 0.119 | 0.064 | 0.085 | 0.036 | 0.124 | 0.071 | 0.131 | 0.053 | |||
ITUS3 | 5.69 | 1.34 | −1.04 | 0.68 | 0.141 | 0.102 | 0.847 | 0.087 | 0.041 | 0.068 | −0.003 | 0.229 | 0.061 | 0.096 | 0.046 | |||
ITUS4 | 5.72 | 1.47 | −1.19 | 0.87 | 0.057 | 0.029 | 0.829 | 0.137 | 0.129 | 0.108 | −0.007 | 0.242 | 0.028 | 0.117 | 0.048 | |||
Entrepreneurial orientation (EO)—Innovation | 2.164 | 6.011 | 0.96 | |||||||||||||||
EOINOV1 | 4.56 | 1.59 | −0.33 | −0.49 | 0.127 | 0.030 | 0.143 | 0.871 | 0.044 | 0.251 | −0.030 | 0.116 | 0.059 | 0.160 | 0.035 | |||
EOINOV2 | 4.63 | 1.60 | −0.48 | −0.41 | 0.171 | 0.019 | 0.152 | 0.853 | 0.030 | 0.294 | −0.055 | 0.118 | 0.066 | 0.172 | 0.104 | |||
EOINOV3 | 4.64 | 1.60 | −0.38 | −0.52 | 0.169 | −0.018 | 0.189 | 0.825 | 0.023 | 0.306 | −0.034 | 0.135 | 0.058 | 0.194 | 0.086 | |||
EO—Proactiveness | 1.091 | 3.030 | 0.790 | |||||||||||||||
EOPROC1 | 5.83 | 1.17 | −1.17 | 1.89 | 0.206 | 0.120 | 0.110 | 0.026 | 0.197 | 0.112 | 0.019 | −0.018 | 0.823 | −0.072 | 0.056 | |||
EOPROC2 | 5.58 | 1.24 | −1.13 | 1.82 | 0.212 | 0.183 | −0.022 | 0.103 | 0.007 | −0.076 | −0.018 | 0.092 | 0.810 | 0.116 | 0.122 | |||
EOPROC3 | 6.06 | 1.04 | −1.40 | 2.82 | 0.039 | 0.303 | 0.154 | 0.036 | 0.299 | −0.006 | 0.022 | −0.098 | 0.681 | 0.052 | 0.012 | |||
EO—Risk taking | 1.144 | 3.178 | 0.819 | |||||||||||||||
EORT1 | 4.81 | 1.80 | −0.58 | −0.58 | −0.104 | −0.006 | 0.233 | 0.024 | −0.057 | 0.071 | 0.014 | 0.810 | −0.027 | 0.165 | 0.148 | |||
EORT2 | 4.86 | 1.74 | −0.66 | −0.41 | 0.044 | 0.019 | 0.322 | 0.085 | 0.007 | 0.155 | −0.024 | 0.831 | 0.021 | 0.074 | −0.018 | |||
EORT3 | 4.73 | 1.80 | −0.51 | −0.83 | 0.087 | 0.022 | 0.331 | 0.301 | 0.011 | −0.043 | −0.001 | 0.717 | 0.002 | −0.074 | −0.105 | |||
EO—Autonomy | ||||||||||||||||||
EOAUT1 | 5.57 | 1.30 | −1.03 | 1.15 | 0.210 | 0.240 | 0.022 | 0.024 | 0.790 | 0.027 | −0.023 | −0.009 | 0.164 | 0.222 | 0.063 | 2.111 | 5.864 | 0.900 |
EOAUT2 | 5.83 | 1.19 | −0.87 | −0.02 | 0.265 | 0.172 | 0.105 | 0.003 | 0.851 | 0.106 | 0.052 | −0.033 | 0.145 | 0.026 | 0.110 | |||
EOAUT3 | 5.81 | 1.20 | −01.01 | 0.85 | 0.240 | 0.177 | 0.150 | 0.069 | 0.831 | 0.057 | 0.084 | 0.008 | 0.135 | −0.004 | 0.113 | |||
EO—Competitive Advantage | 0.837 | 2.324 | 0.834 | |||||||||||||||
EOCA2 | 5.44 | 1.46 | −1.06 | 0.88 | 0.397 | 0.081 | 0.053 | 0.072 | 0.319 | 0.095 | 0.006 | 0.002 | 0.130 | 0.050 | 0.749 | |||
EOCA3 | 5.15 | 1.60 | −0.83 | 0.06 | 0.407 | 0.173 | 0.126 | 0.134 | 0.060 | 0.080 | −0.044 | 0.061 | 0.099 | 0.028 | 0.766 | |||
Total variance explained | 81.261 | |||||||||||||||||
KMO = 0.881; χ2 = 6458.805; df = 630; p < 0.000 |
References
- Saeed, M.A.; Kersten, W. Drivers of sustainable supply chain management: Identification and classification. Sustainability 2019, 11, 1137. [Google Scholar] [CrossRef]
- Zavala-Alcívar, A.; Verdecho, M.-J.; Alfaro-Saiz, J.-J. A Conceptual Framework to Manage Resilience and Increase Sustainability in the Supply Chain. Sustainability 2020, 12, 6300. [Google Scholar] [CrossRef]
- Ivanov, D. Transformation of supply chain resilience research through the COVID-19 pandemic. Int. J. Prod. Res. 2024, 62, 8217–8238. [Google Scholar] [CrossRef]
- Seuring, S.; Müller, M. From a literature review to a conceptual framework for sustainable supply chain management. J. Clean. Prod. 2008, 16, 1699–1710. [Google Scholar] [CrossRef]
- Höhler, J.; Harmens, I.; Lansink, A.O. The impact of the Russia–Ukraine war on stock prices, profits, and perceptions in the food supply chain. Agribusiness 2024. [Google Scholar] [CrossRef]
- Christopher, M.; Peck, H. International Journal of Logistics Management. Int. J. Logist. Manag. 2004, 15, 1–13. [Google Scholar] [CrossRef]
- Mugoni, E.; Shonhe, T.; Munyavhi, A.; Shumbanhete, B. Russia-Ukraine and Israel-Palestine conflicts on sub-Saharan Africa: Supply chain disruption propagation and resilience strategies. Cogent Soc. Sci. 2025, 11, 2471564. [Google Scholar] [CrossRef]
- Javed, A.; Siddiqui, D.A. Impact of Information Technology Usage, Supplier and Customer’s Adaptability on Overall Supply Chain Resilience. 2023. Available online: https://ssrn.com/abstract=4432428 (accessed on 20 July 2025).
- Farooq, M. Understanding social dynamics: Exploring the foundations of social science. Soc. Sci. Rev. Arch. 2024, 2, 1–10. Available online: https://policyjournalofms.com/index.php/6/article/view/52 (accessed on 20 July 2025).
- Pu, G.; Li, S.; Bai, J. Effect of supply chain resilience on firm’s sustainable competitive advantage: A dynamic capability perspective. Environ. Sci. Pollut. Res. 2022, 30, 4881–4898. [Google Scholar] [CrossRef]
- Singh, C.S.; Soni, G.; Badhotiya, G.K. Performance indicators for supply chain resilience: Review and conceptual framework. J. Ind. Eng. Int. 2019, 15, 105–117. [Google Scholar] [CrossRef]
- Gu, M.; Yang, L.; Huo, B. The impact of information technology usage on supply chain resilience and performance: An ambidexterous view. Int. J. Prod. Econ. 2021, 232, 107956. [Google Scholar] [CrossRef]
- Dauda, S.; Nchor, W.A.; Maaboah, M.; Mensah, O. Assessing the State of Sustainable Procurement Practices in Ghanaian Tertiary Institutions. Int. J. Multidiscip. Stud. Innov. Res. 2023, 11, 1427–1435. [Google Scholar] [CrossRef]
- Cortes, A.F.; Lee, Y.; Cortes, J.D.; Liñan, I. Entrepreneurial Orientation in Supply Chain Management: A Systematic Review. Int. J. Entrep. Knowl. 2021, 9, 127–143. [Google Scholar] [CrossRef]
- Miller, D. Miller (1983) revisited: A reflection on EO research and some suggestions for the future. Entrep. Theory Pract. 2011, 35, 873–894. [Google Scholar] [CrossRef]
- Rauch, A.; Wiklund, J.; Lumpkin, G.T.; Frese, M. Entrepreneurial orientation and business performance: An assessment of past research and suggestions for the future. Entrep. Theory Pract. 2009, 33, 761–787. [Google Scholar] [CrossRef]
- United Nations. Transforming Our World: The 2030 Agenda for Sustainable Development. 2023. Available online: https://sdgs.un.org/2030agenda (accessed on 6 June 2023).
- Cooper, M.C.; Lambert, D.M.; Pagh, J.D. Supply Chain Management: More Than a New Name for Logistics. Int. J. Logist. Manag. 1997, 8, 1–14. [Google Scholar] [CrossRef]
- Mentzer, J.T.; DeWitt, W.; Keebler, J.S.; Min, S.; Nix, N.W.; Smith, C.D.; Zacharia, Z.G. Defining Supply Chain Management. J. Bus. Logist. 2001, 22, 1–25. [Google Scholar] [CrossRef]
- Chopra, S.; Meindl, P. Supply Chain Management: Strategy, Planning, and Operation, 3rd ed.; Pearson: Hoboken, NJ, USA, 2001; pp. 24–44. [Google Scholar]
- Baah, C.; Agyeman, D.O.; Acquah, I.S.K.; Agyabeng-Mensah, Y.; Afum, E.; Issau, K.; Ofori, D.; Faibil, D. Effect of information sharing in supply chains: Understanding the roles of supply chain visibility, agility, collaboration on supply chain performance. Benchmarking Int. J. 2022, 29, 434–455. [Google Scholar] [CrossRef]
- Baihaqi, I.; Sohal, A.S. The impact of information sharing in supply chains on organisational performance: An empirical study. Prod. Plan. Control. 2013, 24, 743–758. [Google Scholar] [CrossRef]
- Prajogo, D.; Olhager, J. Supply chain integration and performance: The effects of long-term relationships, information technology and sharing, and logistics integration. Int. J. Prod. Econ. 2012, 135, 514–522. [Google Scholar] [CrossRef]
- Khan, M.; Hussain, M.; Saber, H.M. Information sharing in a sustainable supply chain. Int. J. Prod. Econ. 2016, 181, 208–214. [Google Scholar] [CrossRef]
- Hussain, M.; Saber, H. Exploring the bullwhip effect using simulation and Taguchi experimental design. Int. J. Logist. Res. Appl. 2012, 15, 231–249. [Google Scholar] [CrossRef]
- Mehrjerdi, Y.Z.; Shafiee, M. A resilient and sustainable closed-loop supply chain using multiple sourcing and information sharing strategies. J. Clean. Prod. 2021, 289, 125141. [Google Scholar] [CrossRef]
- Fahimnia, B.; Jabbarzadeh, A. Marrying supply chain sustainability and resilience: A match made in heaven. Transp. Res. Part E Logist. Transp. Rev. 2016, 91, 306–324. [Google Scholar] [CrossRef]
- Manurung, H.; Yudoko, G.; Okdinawati, L. A conceptual framework of supply chain resilience towards sustainability through a service-dominant logic perspective. Heliyon 2023, 9, e13901. [Google Scholar] [CrossRef]
- Marchese, D.; Reynolds, E.; Bates, M.E.; Morgan, H.; Clark, S.S.; Linkov, I. Resilience and sustainability: Similarities and differences in environmental management applications. Sci. Total. Environ. 2018, 613-614, 1275–1283. [Google Scholar] [CrossRef]
- Pettit, T.J.; Fiksel, J.; Croxton, K.L. Ensuring Supply Chain Resilience: Development of a Conceptual Framework. J. Bus. Logist. 2010, 31, 1–21. [Google Scholar] [CrossRef]
- Bratt, C.; Sroufe, R.; Broman, G. Implementing Strategic Sustainable Supply Chain Management. Sustainability 2021, 13, 8132. [Google Scholar] [CrossRef]
- United Nation (UN). United Nations About Us. 2023. Available online: https://www.un.org/en/about-us (accessed on 11 November 2023).
- Bogers, M.; Biermann, F.; Kalfagianni, A.; Kim, R.E.; Treep, J.; de Vos, M.G. The impact of the Sustainable Development Goals on a network of 276 international organizations. Glob. Environ. Change 2022, 76, 102567. [Google Scholar] [CrossRef]
- McDonald, R.; Sweeney, E.; Kenny, J. The Role of Information Technology in the Supply Chain. Logist. Solut. 2004, 7, 13–16. [Google Scholar]
- Ritter, T.; Pedersen, C.L. Digitization capability and the digitalization of business models in business-to-business firms: Past, present, and future. Ind. Mark. Manag. 2020, 86, 180–190. [Google Scholar] [CrossRef]
- Covin, J.G.; Wales, W.J. The Measurement of Entrepreneurial Orientation. Entrep. Theory Pract. 2012, 36, 677–702. [Google Scholar] [CrossRef]
- Al-Hakimi, M.A.; Saleh, M.H.; Borade, D.B. Entrepreneurial orientation and supply chain resilience of manufacturing SMEs in Yemen: The mediating effects of absorptive capacity and innovation. Heliyon 2021, 7, e08145. [Google Scholar] [CrossRef]
- Lumpkin, G.T.; Dess, G.G. Clarifying the Entrepreneurial Orientation Construct and Linking It to Performance. Acad. Manag. Rev. 1996, 21, 135–172. [Google Scholar] [CrossRef]
- Arian, A.; Sands, J.; Rahman, H.U.; Khatatbeh, I.N. Corporate social performance through instrumental stakeholder theory: A sector-specific perspective. Manag. Decis. 2024, 63, 1369–1390. [Google Scholar] [CrossRef]
- Aylak, B.L. Impacts of Sustainability on Supply Chain Management. Eur. J. Sci. Technol. 2022, 34, 105–109. [Google Scholar] [CrossRef]
- Middleton, F. Reliability vs. Validity in Research|Difference. 2023. Available online: https://www.scribbr.com/methodology/reliability-vs-validity/ (accessed on 21 December 2023).
- Kwilinski, A.; Lyulyov, O.; Pimonenko, T. Spillover Effects of Green Finance on Attaining Sustainable Development: Spatial Durbin Model. Computation 2023, 11, 199. [Google Scholar] [CrossRef]
- Tielietov, O.S.; Letunovska, N.Y.E. Organizational and economic mechanisms of industrial enterprises’ social infrastructure management. Actual Probl. Econ. 2014, 160, 329–337. [Google Scholar]
- Gaweł, A. Entrepreneurship and sustainability: Do they have anything in common? Econ. Bus. Rev. 2012, 12, 5–16. Available online: http://search.ebscohost.com/login.aspx?direct=true&db=bth&AN=74609070&site=ehost-live (accessed on 3 March 2025). [CrossRef]
- Sturm, S.; Hohenstein, N.-O.; Hartmann, E. Linking entrepreneurial orientation and supply chain resilience to strengthen business performance: An empirical analysis. Int. J. Oper. Prod. Manag. 2023, 43, 1357–1386. [Google Scholar] [CrossRef]
- Kuzior, A.; Uzik, J.; Dotsenko, T.; Riabyi, R.; Filatova, A.; Reshetniak, Y.A. Assessment of implicit and explicit illicit regional financial flows, conducted through the fraudulent actions of local authorities: Theoretical basis. Financ. Credit. Act. Probl. Theory Pract. 2024, 6, 432–445. [Google Scholar]
- Singh, P.J.; Power, D. The nature and effectiveness of collaboration between firms, their customers and suppliers: A supply chain perspective. Supply Chain Manag. Int. J. 2009, 14, 189–200. [Google Scholar] [CrossRef]
- Miri-Lavassani, K.; Movahedi, B. Critical Analysis of the Supply Chain Management Theories: Toward the Stakeholder Theory. In Proceedings of the POMS 21st Annual Conference, Vancouver, BC, Canada, 7–10 May 2010. [Google Scholar]
- Fan, H.; Li, G.; Sun, H.; Cheng, T. An information processing perspective on supply chain risk management: Antecedents, mechanism, and consequences. Int. J. Prod. Econ. 2017, 185, 63–75. [Google Scholar] [CrossRef]
- Dey, S. Surviving major disruptions: Building supply chain resilience and visibility through rapid information flow and real-time insights at the “edge”. Sustain. Manuf. Serv. Econ. 2022, 2, 100008. [Google Scholar] [CrossRef]
- Rodrigues De Siqueira, F.; André, C.; Müller, S. Integration between Stakeholders Theory and Resource-Based Vision: The administration literature path. Rev. Ibero Am. Estratégia 2022, 21, 20110. Available online: https://periodicos.uninove.br/riae/article/view/20110 (accessed on 3 March 2025).
- Al-Hakimi, M.A.; Borade, D.B.; Saleh, M.H. The mediating role of innovation between entrepreneurial orientation and supply chain resilience. Asia-Pacific J. Bus. Adm. 2022, 14, 592–616. [Google Scholar] [CrossRef]
- Hörisch, J.; Freeman, R.E.; Schaltegger, S. Applying stakeholder theory in sustainability management: Links, similarities, dissimilarities, and a conceptual framework. Organ. Environ. 2014, 27, 328–346. [Google Scholar] [CrossRef]
- Freeman, R.E.; Dmytriyev, S.D.; Phillips, R.A. Stakeholder Theory and the Resource-Based View of the Firm. J. Manag. 2021, 47, 1757–1770. [Google Scholar] [CrossRef]
- Kayikci, Y.; Kazancoglu, Y.; Gozacan-Chase, N.; Lafci, C. Analyzing the drivers of smart sustainable circular supply chain for sustainable development goals through stakeholder theory. Bus. Strategy Environ. 2022, 31, 3335–3353. [Google Scholar] [CrossRef]
- Collier, Z.A.; Wang, D.; Vogel, J.T.; Tatham, E.K.; Linkov, I. Sustainable roofing technology under multiple constraints: A decision-analytical approach. Environ. Syst. Decis. 2013, 33, 261–271. [Google Scholar] [CrossRef]
- Hair, J.F.; Page, M.; Brunsveld, N. Business Research for the Twenty-First Century. In Essentials of Business Research Methods; Routledge: Oxfordshire, UK, 2019; pp. 3–29. [Google Scholar]
- Bagozzi, R.P.; Yi, Y. Specification, evaluation, and interpretation of structural equation models. J. Acad. Mark. Sci. 2012, 40, 8–34. [Google Scholar] [CrossRef]
- Bhattacherjee, A. Social Science Research: Principles, Methods, and Practices. USA. 2021. Available online: http://scholarcommons.usf.edu/oa_textbooks/3 (accessed on 3 March 2025).
- Kline, R.B. Convergence of Structural Equation Modeling and Multilevel Modeling. In The SAGE Handbook of Innovation in Social Research Methods; SAGE Publications: Thousand Oaks, CA, USA, 2011; pp. 562–589. [Google Scholar]
- Brandon-Jones, E.; Squire, B.; Autry, C.W.; Petersen, K.J. A Contingent Resource-Based Perspective of Supply Chain Resilience and Robustness. J. Supply Chain Manag. 2014, 50, 55–73. [Google Scholar] [CrossRef]
- Kelle, P.; Akbulut, A. The role of ERP tools in supply chain information sharing, cooperation, and cost optimization. Int. J. Prod. Econ. 2005, 93, 41–52. [Google Scholar] [CrossRef]
Construct/Item Code | Measurement Items | Standardized Loadings | t-Values |
---|---|---|---|
Environmental Sustainability: CR = 0.861; AVE = 0.674; CA = 0.858 | |||
EnvSus3 | We act towards the reduction of waste as a business improvement strategy | 0.852 | Fixed |
EnvSus4 | We substitute harmful and hazardous materials/parts, and services | 0.846 | 14.628 |
EnvSus5 | We support the Sustainable Development Goals (SDGs) agenda on the environment | 0.761 | 12.718 |
Social Sustainability: CR = 0.825; AVE = 0.703; CA = 0.823 | |||
SocSus2 | We apply fair employment practices to the local community | 0.854 | Fixed |
SocSus4 | We ensure timely and lawful payment of taxes and other obligations towards the state | 0.822 | 10.972 |
Economic Sustainability: CR = 0.838; AVE = 0.639; CA = 0.822 | |||
EcoSus1 | We believe that the achievement of returns on investment is necessary to survive business operations | 0.739 | Fixed |
EcoSus4 | We target producing at a low cost | 0.96 | 10.812 |
EcoSus5 | We support the Sustainable Development Goals (SDG’s) agenda on the economy | 0.671 | 10.299 |
Supply Chain Resilience: CR = 0.933; AVE = 0.738; CA = 0.932 | |||
SCRES1 | We are able to cope adequately with unexpected disruption in our supply chain by swiftly restoring its product flow | 0.782 | Fixed |
SCRES2 | We are able to adjust to our supply chain disruptions easily | 0.815 | 14.024 |
SCRES3 | We are able to maintain high situational awareness at all times | 0.865 | 14.927 |
SCRES4 | We are able to return to our original state of operations after been disrupted | 0.936 | 16.592 |
SCRES5 | We are able to move our operations to a new desire state after being disrupted | 0.889 | 15.587 |
Information Sharing: CR = 0.910; AVE = 0.669; CA = 0.908 | |||
INFOSH2 | Our supply chain partners and organisation are informed about events and changes that might affect each other through sharing of information. | 0.761 | Fixed |
INFOSH3 | We share timely information with our supply chain partners. | 0.854 | 13.961 |
INFOSH4 | We communicate among our supply chain partners frequently through available mediums (phone calls, emails, WhatsApp, face-to-face) | 0.805 | 12.727 |
INFOSH5 | We have adequate abilities to share standardised and customised information internally and externally. | 0.862 | 13.568 |
INFOSH6 | Complete information is shared among our supply chain partners and the organisation | 0.802 | 12.571 |
Information Technology Usage: CR = 0.932; AVE = 0.773; CA = 0.930 | |||
ITUS1 | We can coordinate the activities of our supply chain partners due to using IT Tools. | 0.863 | Fixed |
ITUS2 | We engage in electronic mailing capabilities with our supply chain partners by using specified IT Tools. | 0.911 | 19.71 |
ITUS3 | Our organization uses IT Tools to enable transaction processing with supply chain partners. | 0.881 | 18.081 |
ITUS4 | We obtain real-time information through our specified IT tool usage. | 0.861 | 17.316 |
Entrepreneurial Orientation–Innovation: CR = 0.961; AVE = 0.891; CA = 0.960 | |||
EOINOV1 | Our organisation supports innovative new products/services | 0.909 | Fixed |
EOINOV2 | Our organisation provides technological leadership in developing new products/services (including new and improved ways of operations) | 0.972 | 28.514 |
EOINOV3 | Our organisation has a long-term commitment to the development of R&D and continues to improve | 0.949 | 26.338 |
Entrepreneurial Orientation–Pro-activeness: CR = 0.794; AVE = 0.564; CA = 0.790 | |||
EOPROC1 | Our organisation searches and exploits anticipated changes in future business operations | 0.81 | Fixed |
EOPROC2 | We strive to take initiative continuously in every situation (e.g., a project, against a competitor) | 0.722 | 10.379 |
EOPROC3 | Seeking new opportunities in our business environment to make our business flourish is one of our objectives | 0.717 | 9.619 |
Entrepreneurial Orientation–Risk taking: CR = 0.831; AVE = 0.624; CA = 0.819 | |||
EORT1 | Our organisation shows concerns about tolerating dangers in venturing into new markets | 0.732 | Fixed |
EORT2 | Our business strategy supports committing resources to projects with uncertain outcomes | 0.905 | 12.26 |
EORT3 | Failures in new opportunities and ventures available to our organization do not deter us. | 0.72 | 10.313 |
Entrepreneurial Orientation–Autonomy: CR = 0.904; AVE = 0.759; CA = 0.900 | |||
EOAUT1 | Our organisation encourages employees to pursue business opportunities within the business environment for self-development (e.g., initiating ideas for continuous improvement) | 0.817 | Fixed |
EOAUT2 | Our organization supports the effort of employees that work autonomously | 0.926 | 16.895 |
EOAUT3 | Our organization believe that best results are obtained when employees decide for themselves the type of business opportunity to pursue | 0.867 | 15.657 |
Entrepreneurial Orientation–Competitive Advantage: CR = 0.837; AVE = 0.721; CA = 0.834 | Fixed | ||
EOCA2 | We adopt an “outperform-the-competitor” response in our business environment | 0.886 | Fixed |
EOCA3 | We take the lead to initiate action and strategies before our competitor | 0.81 | 11.339 |
Chi-square/df = 827.487/539 = 1.535; RMSEA = 0.048 CFI = 0.954 TLI = 0.946; SRMR = 0.042 |
Variables | Mean | S.D. | Skew. | Kurt. | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Firm Age (log) (1) | 1.09 | 0.26 | 0.13 | 10.39 | 1 | ||||||||||||
Firm size (log) (2) | 1.73 | 0.77 | 0.45 | −0.74 | 0.221 ** | 1 | |||||||||||
ENVSUS (3) | 4.93 | 1.41 | −0.54 | −0.23 | 0.069 | 0.064 | 0.82 | ||||||||||
SOCSUS (4) | 5.06 | 1.38 | −0.71 | 0.33 | 0.025 | −0.106 | 0.438 ** | 0.84 | |||||||||
ECOSUS (5) | 5.70 | 1.01 | −0.81 | 0.37 | 0.213 ** | 0.040 | −0.021 | 0.108 | 0.80 | ||||||||
SCRES (6) | 5.23 | 1.39 | −0.70 | −0.05 | 0.040 | −0.010 | 0.377 ** | 0.330 ** | 0.046 | 0.86 | |||||||
INFOSH (7) | 5.33 | 1.05 | −0.50 | −0.07 | 0.009 | −0.048 | 0.306 ** | 0.255 ** | 0.057 | 0.518 ** | 0.82 | ||||||
ITUS (8) | 5.66 | 1.31 | −1.18 | 0.95 | 0.022 | 0.030 | 0.309 ** | 0.390 ** | 0.091 | 0.333 ** | 0.192 ** | 0.88 | |||||
EOINOV (9) | 4.61 | 1.54 | −0.46 | −0.36 | 0.117 | −0.050 | 0.601 ** | 0.527 ** | −0.061 | 0.369 ** | 0.143 * | 0.373 ** | 0.94 | ||||
EOPROC (10) | 5.82 | 0.97 | −0.94 | 1.76 | 0.004 | 0.032 | 0.138 * | 0.195 ** | 0.027 | 0.429 ** | 0.436 ** | 0.214 ** | 0.189 ** | 0.75 | |||
EORT (11) | 4.80 | 1.53 | −0.56 | −0.29 | −0.046 | −0.002 | 0.231 ** | 0.286 ** | 0.004 | 0.097 | 0.060 | 0.554 ** | 0.348 ** | 0.044 | 0.79 | ||
EOAUT (12) | 5.74 | 1.12 | −0.98 | 0.86 | 0.018 | −0.085 | 0.237 ** | 0.297 ** | 0.085 | 0.529 ** | 0.438 ** | 0.253 ** | 0.175 ** | 0.442 ** | 0.026 | 0.87 | |
EOCA (13) | 5.29 | 1.42 | −0.92 | 0.54 | 0.006 | −0.012 | 0.289 ** | 0.247 ** | −0.010 | 0.648 ** | 0.345 ** | 0.253 ** | 0.304 ** | 0.352 ** | 0.108 | 0.446 ** | 0.85 |
Variables | Supply Chain Resilience (Standardized Estimates) | Sustainability (Standardized Estimates) | ||||
---|---|---|---|---|---|---|
Model 1 | Model 2 | Model 3 | Model 4 | Model 5 | Model 6 | |
Controls | ||||||
Firm Age (log) | 0.044 (0.647) | 0.037 (0.629) | 0.003 (0.279) | 0.094 (1.155) | 0.078 (0.999) | 0.001 (0.052) |
Firm size (log) | 0.027 (0.397) | 0.002 (0.040) | 0.008 (0.279) | 0.037 (0.393) | 0.016 (0.186) | 0.003 (0.052) |
Independent Variable | ||||||
Information Sharing (IS) | 0.545 (10.706) ** | 0.493 (9.191) ** | 0.442 (5.649) ** | 0.209 (2.172) * | 0.004 (0.052) | |
Mediator | ||||||
SC Resilience | 0.430 (4.687) ** | 0.149 (0.974) | ||||
Moderators | ||||||
IT Usage (ITUS) | 0.254 (4.415) ** | |||||
Entrepreneurial Orientation (EO) | 0.655 (3.050) ** | |||||
Interaction Effect | ||||||
IS X ITUS | 0.010 (0.279) | |||||
SCRES X EO | 0.008 (0.094) | |||||
Fit indices | ||||||
R2 | 0.002 | 0.299 | 0.362 | 0.204 | 0.332 | 0.478 |
∆R2 | 0.297 | 0.063 | 0.128 | 0.146 | ||
χ2/d.f | 29.061/13 = 2.24 | 104.329/52 = 2.01 | † | 142.645/85 = 1.68 | 251.814/163 = 1.54 | † |
RMSEA | 0.072 | 0.065 | † | 0.054 | 0.048 | † |
CFI | 0.984 | 0.972 | † | 0.965 | 0.968 | † |
TLI | 0.975 | 0.964 | † | 0.957 | 0.962 | † |
SRMR | 0.024 | 0.038 | † | 0.052 | 0.048 | † |
Direct effect path | Mediator | Effect | Boot SE ⸸ | 95% Confidence Interval | ||
Information Sharing → Sustainability | ⸺ | 0.208 | 0.117 | 0.025 to 0.402 | ||
Indirect effect path | ||||||
Information Sharing → Sustainability | Supply Chain Resilience | 0.234 ** | 0.065 | 0.347 to 0.421 | ||
Total effect | ||||||
Information Sharing → Sustainability | 0.443 ** | 0.117 | 0.252 to 0.622 |
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Letunovska, N.; Owusu-Mensah, M.M.; Bonsu, D.O.; Offei, F.A. The Boundary Conditions of Information Sharing and Sustainability: The Mediating Role of Supply Chain Resilience. Sustainability 2025, 17, 7266. https://doi.org/10.3390/su17167266
Letunovska N, Owusu-Mensah MM, Bonsu DO, Offei FA. The Boundary Conditions of Information Sharing and Sustainability: The Mediating Role of Supply Chain Resilience. Sustainability. 2025; 17(16):7266. https://doi.org/10.3390/su17167266
Chicago/Turabian StyleLetunovska, Nataliia, Matilda Maaboah Owusu-Mensah, Desmond Osei Bonsu, and Felix Amoako Offei. 2025. "The Boundary Conditions of Information Sharing and Sustainability: The Mediating Role of Supply Chain Resilience" Sustainability 17, no. 16: 7266. https://doi.org/10.3390/su17167266
APA StyleLetunovska, N., Owusu-Mensah, M. M., Bonsu, D. O., & Offei, F. A. (2025). The Boundary Conditions of Information Sharing and Sustainability: The Mediating Role of Supply Chain Resilience. Sustainability, 17(16), 7266. https://doi.org/10.3390/su17167266