Multiple Driving Paths of High-Tech SME Resilience from a “Resource–Capability–Environment” Perspective: An fsQCA Approach
Abstract
:1. Introduction
2. Theoretical Backgrounds
2.1. High-Tech SME Resilience
2.2. Financial Resources and Organizational Resilience
2.3. Relationship Resources and Organizational Resilience
2.4. Managerial Ability and Organizational Resilience
2.5. Innovation Capability and Organizational Resilience
2.6. Market Environment and Organizational Resilience
2.7. Government Intervention and Organizational Resilience
3. Design and Method
3.1. Methods
3.2. Data and Sample
3.3. Measurements
3.3.1. Outcome Condition
3.3.2. Antecedent Conditions
- (1)
- Financial Resources. Since SMEs are particularly vulnerable to cash flow constraints during crises, this paper used the level of cash holdings of firms to measure their financial resources, referring to Xiao et al. [94], which used “cash and cash equivalents/(total assets–cash and cash equivalents)”.
- (2)
- Relationship Resources. By fulfilling CSR, companies can maintain relationships with multiple stakeholders and build an extensive network of knowledge and resources [59]. Thus, CSR can be a good measure of a company’s relationship resources. Referring to Zhang et al. [95], the average of the 2018–2020 scores of Hexun.com’s CSR report of the rating system for listed companies was selected to measure the CSR performance of the sample companies.
- (3)
- Managerial Ability. A data envelopment analysis (DEA)–tobit model was used to measure managerial ability [63] as the DEA method measures the full efficiency of the firm, and the tobit model decomposes firm efficiency into firm- and manager-level factors.
- (4)
- Innovation Capability. The current research mostly used the ratio of R&D expenditure to prime operating revenue, the ratio of R&D technicians to the total number of employees, and the number of patents applied for by the enterprise to measure innovation capability [96]. Referring to Li and Liu [97], this paper used the ratio of annual R&D expenditures to prime operating revenue to measure innovation capability.
- (5)
- Market Environment. The market environment was measured by the degree of market competition, and the degree of industry concentration, expressed as the industry HHI, was used to reflect the degree of market competition [98]. The higher the value, the greater the market concentration and the weaker the degree of market competition; therefore, its inverse was taken during data processing.
- (6)
3.4. Calibration
4. Results
4.1. Necessity Analysis
4.2. Sufficiency Analysis
4.2.1. Sufficiency Analysis of High Resilience
4.2.2. Sufficiency Analysis of Non-High Resilience
4.3. Robustness Analysis
5. Conclusions and Discussion
5.1. Conclusions
- (1)
- “Resource–capability” driven. This driving path consists of Configurations H1 and H2. The actual meaning of Configuration H1 is that for high-tech SMEs with low innovation capability, strong resilience can be generated by higher financial resources and better relationship resources. Abundant financial resources can help firms withstand adversity before a crisis hits [25], and firms can use their idle financial resources to invest in various areas, such as innovative activities to enhance their core competencies [110] and CSR to gain political legitimacy [111]. Relational resources can provide stability and flexibility to high-tech SMEs to navigate even in the face of crises [20,59]. Moreover, firms that perform well in this area also face lower capital constraints [112], a good mutual reinforcement that fully reflects the interaction between financial and relational resources. Given the interaction between financial and relational resources, even less innovative high-tech SMEs can maintain a high level of resilience.
- (2)
- “Resource–capability–environment” driven. This path includes Configurations H3, H5, and H6. H3 indicates that for high-tech SMEs, good relational resources, high managerial ability, and a highly competitive market environment can lead to high resilience. Moreover, Sadeghi [116] stated that policies and regulations, technological factors, and entrepreneur characteristics are the most important factors for the success of high-tech SMEs. Corporate relationship resources provide managers with more useful information, and competent managers have a better understanding of industry trends and the environment and thus can more accurately predict product demand and use resources effectively. In addition, the managerial ability of high-tech SMEs can be influenced by the external business environment, especially the market environment. A highly competitive market environment drives small firms to engage in technological innovation to enhance competitiveness [117]. Thus, the combination of a highly competitive market environment, competent managers, and good relationship resources is conducive to stimulating high organizational resilience.
- (3)
- “Resource–environment” driven. This path includes Configuration H4, which indicates that good financial and relationship resources can generate high resilience in a poor market environment with little government regulation. Reduced market competition facilitates firms’ access to financial support; more importantly, the stability and predictability of interfirm competitive behavior reduces innovation costs and uncertainties [119]. Government intervention is considered a double-edged sword, both supporting and inhibiting businesses. The inhibiting effect of government interventions can increase the cost of doing business and put a more significant burden on business, while reducing such interventions can allow the company to run better. Companies can rely on their strong financial and relationship resources to effectively mitigate the difficulties they face.
- (4)
- “Resource–capability” inhibition. This path contains Configuration NH1, which indicates that non-high financial resources, relational resources, and managerial ability can lead to the occurrence of non-high resilience in high-tech SMEs. Since high-tech SMEs often invest too much and have long R&D activity cycles, they face serious financing constraints [120], and the lack of financial resources is often one of the key factors inhibiting their growth [121]. Companies that lack relationship resources are at a disadvantage in terms of access to external information and resources. Managers are one of the most important parts of high-tech SMEs, and firms with less capable managers are at a disadvantage in terms of resource allocation. Thus, firms are inhibited by these three antecedent conditions in terms of generating non-high resilience.
- (5)
- “Resource–environment” inhibition. This path contains Configuration NH2, which indicates that high-tech SMEs with poor financial and relational resources are non-highly resilient in a poor market environment and with little government intervention. Correa and Ornaghi [122] stated that stronger market competition can promote firm innovation, while Kang and Park [81] argued that government R&D subsidies to SMEs have a significant impact on firm innovation. A poorer market environment inhibits firms’ innovation and knowledge renewal, and the lack of government intervention diminishes government help and support to a certain extent. Thus, the lack of financial resources, relational resources, a market environment, and government intervention inhibits the organizational resilience of high-tech SMEs.
5.2. Contributions
5.3. Management and Policy Recommendations
5.4. Research Limitations and Future Outlook
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
Appendix A
FR | RR | MA | IC | ME | GI | Number | OR | Raw Consist | PRI Consist |
---|---|---|---|---|---|---|---|---|---|
1 | 1 | 1 | 1 | 1 | 1 | 23 | 1 | 0.925 | 0.861 |
1 | 1 | 1 | 1 | 0 | 0 | 3 | 1 | 0.941 | 0.852 |
1 | 1 | 1 | 1 | 1 | 0 | 14 | 1 | 0.925 | 0.850 |
1 | 1 | 1 | 0 | 0 | 0 | 19 | 1 | 0.918 | 0.842 |
1 | 1 | 1 | 0 | 1 | 1 | 11 | 1 | 0.923 | 0.841 |
1 | 1 | 1 | 1 | 0 | 1 | 6 | 1 | 0.927 | 0.827 |
1 | 1 | 1 | 0 | 0 | 1 | 14 | 1 | 0.912 | 0.819 |
1 | 1 | 1 | 0 | 1 | 0 | 10 | 1 | 0.903 | 0.813 |
0 | 1 | 1 | 1 | 1 | 0 | 12 | 1 | 0.904 | 0.802 |
1 | 1 | 0 | 0 | 0 | 0 | 8 | 1 | 0.908 | 0.795 |
1 | 1 | 0 | 0 | 0 | 1 | 4 | 1 | 0.919 | 0.792 |
0 | 1 | 1 | 1 | 1 | 1 | 12 | 1 | 0.892 | 0.785 |
0 | 1 | 1 | 0 | 1 | 0 | 9 | 1 | 0.900 | 0.780 |
1 | 1 | 0 | 0 | 1 | 1 | 3 | 1 | 0.910 | 0.771 |
0 | 1 | 1 | 0 | 0 | 1 | 9 | 1 | 0.902 | 0.768 |
0 | 1 | 1 | 0 | 1 | 1 | 12 | 1 | 0.890 | 0.758 |
0 | 1 | 0 | 0 | 0 | 1 | 7 | 1 | 0.904 | 0.764 |
1 | 1 | 0 | 1 | 0 | 0 | 12 | 1 | 0.890 | 0.758 |
1 | 1 | 0 | 0 | 1 | 1 | 8 | 1 | 0.901 | 0.758 |
0 | 1 | 1 | 1 | 0 | 0 | 6 | 1 | 0.895 | 0.755 |
0 | 1 | 1 | 0 | 0 | 0 | 11 | 0 | 0.874 | 0.739 |
1 | 1 | 0 | 1 | 1 | 0 | 7 | 0 | 0.883 | 0.729 |
1 | 1 | 0 | 1 | 1 | 1 | 17 | 0 | 0.864 | 0.701 |
1 | 1 | 0 | 1 | 0 | 1 | 19 | 0 | 0.846 | 0.695 |
0 | 1 | 0 | 0 | 0 | 0 | 9 | 0 | 0.852 | 0.674 |
0 | 1 | 0 | 0 | 1 | 1 | 6 | 0 | 0.867 | 0.659 |
0 | 1 | 0 | 1 | 0 | 0 | 5 | 0 | 0.851 | 0.648 |
0 | 1 | 0 | 1 | 1 | 0 | 8 | 0 | 0.840 | 0.629 |
0 | 1 | 0 | 0 | 1 | 0 | 3 | 0 | 0.870 | 0.624 |
0 | 1 | 0 | 1 | 0 | 1 | 3 | 0 | 0.841 | 0.608 |
1 | 0 | 1 | 1 | 1 | 0 | 10 | 0 | 0.824 | 0.555 |
0 | 1 | 0 | 1 | 1 | 1 | 6 | 0 | 0.797 | 0.541 |
1 | 0 | 1 | 1 | 1 | 1 | 4 | 0 | 0.805 | 0.501 |
1 | 0 | 1 | 0 | 1 | 0 | 11 | 0 | 0.759 | 0.496 |
1 | 0 | 1 | 1 | 1 | 1 | 4 | 0 | 0.805 | 0.501 |
1 | 0 | 1 | 0 | 1 | 1 | 6 | 0 | 0.767 | 0.467 |
1 | 0 | 1 | 0 | 0 | 1 | 9 | 0 | 0.722 | 0.429 |
1 | 0 | 1 | 0 | 0 | 0 | 9 | 0 | 0.729 | 0.427 |
1 | 0 | 0 | 0 | 1 | 1 | 5 | 0 | 0.758 | 0.420 |
1 | 0 | 0 | 0 | 0 | 0 | 4 | 0 | 0.735 | 0.381 |
1 | 0 | 0 | 0 | 0 | 1 | 5 | 0 | 0.717 | 0.346 |
1 | 0 | 0 | 1 | 1 | 1 | 15 | 0 | 0.689 | 0.332 |
1 | 0 | 0 | 1 | 0 | 0 | 9 | 0 | 0.706 | 0.311 |
0 | 0 | 1 | 0 | 1 | 0 | 15 | 0 | 0.665 | 0.309 |
1 | 0 | 0 | 1 | 1 | 0 | 14 | 0 | 0.692 | 0.309 |
0 | 0 | 1 | 1 | 1 | 0 | 6 | 0 | 0.720 | 0.304 |
0 | 0 | 1 | 0 | 1 | 1 | 8 | 0 | 0.681 | 0.283 |
1 | 0 | 0 | 1 | 0 | 1 | 10 | 0 | 0.694 | 0.278 |
0 | 0 | 1 | 1 | 1 | 1 | 3 | 0 | 0.674 | 0.265 |
0 | 0 | 1 | 0 | 0 | 1 | 17 | 0 | 0.585 | 0.257 |
0 | 0 | 1 | 1 | 0 | 0 | 4 | 0 | 0.684 | 0.245 |
0 | 0 | 0 | 0 | 1 | 0 | 5 | 0 | 0.672 | 0.223 |
0 | 0 | 0 | 0 | 1 | 1 | 9 | 0 | 0.614 | 0.206 |
0 | 0 | 0 | 0 | 0 | 1 | 11 | 0 | 0.557 | 0.195 |
0 | 0 | 1 | 0 | 0 | 0 | 14 | 0 | 0.534 | 0.190 |
0 | 0 | 0 | 1 | 1 | 0 | 11 | 0 | 0.620 | 0.174 |
0 | 0 | 0 | 0 | 0 | 0 | 19 | 0 | 0.535 | 0.173 |
0 | 0 | 0 | 1 | 0 | 1 | 17 | 0 | 0.490 | 0.137 |
0 | 0 | 0 | 1 | 1 | 1 | 19 | 0 | 0.488 | 0.132 |
0 | 0 | 0 | 1 | 0 | 0 | 16 | 0 | 0.501 | 0.131 |
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Variables | Measurement | Sources | References |
---|---|---|---|
Organizational resilience | The average ROA for 2020–2021 | WIND Database | [26] |
Financial resource | Cash and cash equivalents/(total assets–cash and cash equivalents) | WIND Database | [94] |
Relationship resource | Average of the 2018–2020 scores of Hexun.com’s CSR report | Hexun.com | [95] |
Managerial ability | The DEA–Tobit model | WIND Database | [63] |
Innovation capability | The ratio of annual R&D expenditure to prime operating revenue | WIND Database | [96,97] |
Market environment | The inverse of HHI | WIND Database | [98] |
Government intervention | The ratio of local fiscal expenditures to local GDP | Statistical bulletins of cities in China | [99,100] |
Variables | Descriptives | Calibration | |||||
---|---|---|---|---|---|---|---|
Mean | SD | Min | Max | 0.95 | 0.5 | 0.05 | |
Organizational resilience | 0.051 | 0.088 | −0.356 | 0.777 | 0.102 | 0.052 | 0 |
Financial resource | 0.258 | 0.244 | 0.011 | 1.753 | 0.379 | 0.174 | 0.089 |
Relationship resource | 18.885 | 6.981 | −4.043 | 33.627 | 24.766 | 20.735 | 12.528 |
Managerial ability | 2.5 | 1.118 | 1 | 4 | 4.000 | 2.500 | 1.000 |
Innovation capability | 0.073 | 0.073 | 0 | 1.109 | 0.093 | 0.053 | 0.037 |
Market environment | 33.366 | 17.065 | 2.069 | 71.983 | 39.592 | 30.332 | 25.197 |
Government intervention | 0.139 | 0.041 | 0.059 | 0.420 | 0.179 | 0.133 | 0.107 |
Causal Conditions | High Resilience | Non-High Resilience | ||
---|---|---|---|---|
Consistency | Coverage | Consistency | Coverage | |
Financial resource | 0.650 | 0.675 | 0.461 | 0.464 |
~Financial resource | 0.484 | 0.481 | 0.677 | 0.652 |
Relationship resource | 0.801 | 0.805 | 0.355 | 0.345 |
~Relationship resource | 0.348 | 0.358 | 0.799 | 0.796 |
Managerial ability | 0.671 | 0.680 | 0.492 | 0.483 |
~Managerial ability | 0.490 | 0.499 | 0.674 | 0.665 |
Innovation capability | 0.552 | 0.581 | 0.551 | 0.562 |
~Innovation capability | 0.583 | 0.573 | 0.588 | 0.560 |
Market environment | 0.567 | 0.586 | 0.505 | 0.506 |
~Market environment | 0.522 | 0.521 | 0.586 | 0.567 |
Government intervention | 0.553 | 0.582 | 0.547 | 0.558 |
~Government intervention | 0.579 | 0.569 | 0.590 | 0.561 |
Causal Condition | High-Resilience | Non-High Resilience | ||||||
---|---|---|---|---|---|---|---|---|
H1 | H2 | H3 | H4 | H5 | H6 | NH1 | NH2 | |
Financial resource | ||||||||
Relationship resource | ||||||||
Managerial ability | ||||||||
Innovation capability | ||||||||
Market environment | ||||||||
Government intervention | ||||||||
Consistency | 0.884 | 0.898 | 0.904 | 0.880 | 0.891 | 0.919 | 0.908 | 0.896 |
Raw coverage | 0.328 | 0.385 | 0.356 | 0.204 | 0.165 | 0.202 | 0.422 | 0.256 |
Unique coverage | 0.028 | 0.018 | 0.074 | 0.022 | 0.029 | 0.014 | 0.226 | 0.060 |
Solution consistency | 0.875 | 0.903 | ||||||
Solution coverage | 0.623 | 0.482 |
Causal Condition | High Resilience | Non-High Resilience | |||||
---|---|---|---|---|---|---|---|
H1 | H2 | H3 | H4 | H5 | NH1 | NH2 | |
Financial resource | |||||||
Relationship resource | |||||||
Managerial ability | |||||||
Innovation capability | |||||||
Market environment | |||||||
Government intervention | |||||||
Consistency | 0.884 | 0.898 | 0.904 | 0.891 | 0.919 | 0.908 | 0.896 |
Raw coverage | 0.328 | 0.385 | 0.356 | 0.165 | 0.202 | 0.422 | 0.256 |
Unique coverage | 0.045 | 0.018 | 0.074 | 0.029 | 0.014 | 0.289 | 0.047 |
Solution consistency | 0.883 | 0.906 | |||||
Solution coverage | 0.600 | 0.435 |
Causal Condition | High Resilience | Non-High Resilience | ||||||
---|---|---|---|---|---|---|---|---|
H1 | H2 | H3 | H4 | H5 | H6 | NH1 | NH2 | |
Financial resource | ||||||||
Relationship resource | ||||||||
Managerial ability | ||||||||
Innovation capability | ||||||||
Market environment | ||||||||
Government intervention | ||||||||
Consistency | 0.891 | 0.908 | 0.904 | 0.876 | 0.891 | 0.894 | 0.908 | 0.896 |
Raw coverage | 0.237 | 0.253 | 0.356 | 0.136 | 0.165 | 0.128 | 0.422 | 0.256 |
Unique coverage | 0.048 | 0.016 | 0.098 | 0.022 | 0.035 | 0.014 | 0.226 | 0.060 |
Solution consistency | 0.884 | 0.903 | ||||||
Solution coverage | 0.595 | 0.482 |
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Ma, T.; Liu, Y.; Jia, R. Multiple Driving Paths of High-Tech SME Resilience from a “Resource–Capability–Environment” Perspective: An fsQCA Approach. Sustainability 2023, 15, 8215. https://doi.org/10.3390/su15108215
Ma T, Liu Y, Jia R. Multiple Driving Paths of High-Tech SME Resilience from a “Resource–Capability–Environment” Perspective: An fsQCA Approach. Sustainability. 2023; 15(10):8215. https://doi.org/10.3390/su15108215
Chicago/Turabian StyleMa, Teng, Ya Liu, and Rongyan Jia. 2023. "Multiple Driving Paths of High-Tech SME Resilience from a “Resource–Capability–Environment” Perspective: An fsQCA Approach" Sustainability 15, no. 10: 8215. https://doi.org/10.3390/su15108215
APA StyleMa, T., Liu, Y., & Jia, R. (2023). Multiple Driving Paths of High-Tech SME Resilience from a “Resource–Capability–Environment” Perspective: An fsQCA Approach. Sustainability, 15(10), 8215. https://doi.org/10.3390/su15108215