A Study of the Influence Mechanism of Digital Technology Affordance on the Disruptive Innovation of Enterprises
Abstract
:1. Introduction
2. Literature Review
2.1. Affordance Theory
2.2. Digital Technology Affordance
2.3. Dynamic Capabilities
2.4. Disruptive Innovation
3. Research Hypotheses
3.1. The Effect of Digital Technology Affordance on the Disruptive Innovation of Enterprises
3.2. Mediating Role of Dynamic Capabilities
4. Research Design
4.1. Sample and Data
4.2. Measures of Variables
- (1)
- Digital technology affordance. This study draws on the research by Cheng and other scholars to examine the use of digital technology and its affordances [37]. Digital technology cumulative affordance is measured by four items, such as “Your company can analyze various business data such as R&D, design, manufacturing, product and service”. Digital technology variant affordance is measured by three items, such as “Your enterprise can realize production process collaboration and implement collaboration plans”.
- (2)
- Dynamic capabilities. Current research on dynamic capabilities is very rich, and the scale is relatively mature. According to the research by scholars Wilden et al. [90], Chiua et al. [91], and Lee et al. [92], the dynamic capabilities are divided into sensing, seizing, and reconfiguring. Then, we utilize nine questions in Xi’s study to measure dynamic capabilities [41].
- (3)
- Disruptive innovation. This study utilizes the research by Liu and other scholars to analyze disruptive innovation according to the process of “Fuzzy front-end–Development–Commercialization” [14]. Based on the different characteristics of each stage, disruptive innovation is measured by six items, including “your company develops products based on customers’ pain points and potential needs” [93].
4.3. Models and Data Analysis Procedure
5. Results
5.1. Descriptive Statistics
5.2. Correlation Analysis
5.3. Reliability and Validity
5.4. Hypothesis Testing and Results
6. Conclusions
6.1. Theoretical Contribution
6.2. Managerial Implications
6.3. Limitations
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
Appendix A
Variables | Items | |
---|---|---|
Cumulative affordance (CA) | In your enterprise, digital technology is used to store, process and share data and information of enterprise production, manufacturing, sales and operation, as follows: Q1: Your company can analyze various business data such as R&D, design, manufacturing, product and service Q2: Your enterprise can acquire and reuse historical business data Q3: Your enterprise can store, archive, retrieve, and share business data Q4: Your enterprise has a high level of information management in the relationship with customers | |
Variant affordance (VA) | In your organization, digital technology is being used to enable collaboration at the collective level in the following ways: Q1: Your company is comprehensively promoting digital design, production and management Q2: Your company can achieve production process coordination and implement collaboration plans Q3: Your company effectively enables members of the organization to work together | |
Dynamic capabilities (DC) | Sensing (DC1) | Q1: Your company has the ability to respond quickly to changes in the market environment Q2: Your business has the ability to react quickly to the actions of your competitors Q3: Your company is good at using business capabilities to respond to external opportunities |
Seizing (DC2) | Q1: Your company has abundant access to opportunities and is good at taking advantage of them Q2: When the external environment changes, your company can seize unexpected opportunities Q3: Your company pays close attention to the situation of the market, consumers and competitors, and implements countermeasures in a timely manner | |
Reconfiguring (DC3) | Q1: Your enterprise can use the new organizational norms to update the working mode or management mode Q2: Your company often changes its organizational structure according to new organizational norms Q3: Your company frequently updates its business processes in line with new organizational values | |
Disruptive innovation (DI) | Fuzzy front-end (DI1) | Q1: Your company develops products based on customers’ pain points and potential needs Q2: Your company develops products by proactively anticipating future market demand |
Development (DI2) | Q1: Your company uses leading and cutting-edge technologies in the development and production of products Q2: Your company implements innovations that significantly change existing products, technologies, businesses, or services | |
Commercialization (DI3) | Q1: Your company improves and optimizes products or services through user feedback and continuously expands its user base Q2: The products developed by your company have a high market share and can squeeze out the original market and form a new mainstream market |
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Variables | n | Min | Max | Mean | S.D. |
---|---|---|---|---|---|
Firm age | 241 | 1.00 | 4.00 | 3.622 | 0.721 |
Firm nature | 241 | 1.00 | 5.00 | 3.548 | 0.841 |
Industry background | 241 | 1.00 | 12.00 | 8.838 | 3.762 |
Firm size | 241 | 1.00 | 7.00 | 3.573 | 2.394 |
Cumulative affordance | 241 | 1.00 | 7.00 | 5.010 | 1.527 |
Variant affordance | 241 | 1.00 | 7.00 | 5.008 | 1.565 |
Dynamic capabilities | 241 | 1.00 | 7.00 | 4.916 | 1.416 |
Disruptive innovation | 241 | 1.00 | 7.00 | 4.730 | 1.550 |
Variables | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 |
---|---|---|---|---|---|---|---|---|
1 Firm age | 1 | |||||||
2 Firm nature | −0.194 ** | 1 | ||||||
3 Industry background | 0.019 | 0.076 | 1 | |||||
4 Firm size | 0.341 ** | −0.289 ** | 0.011 | 1 | ||||
5 Cumulative affordance | 0.241 ** | −0.278 ** | −0.077 | 0.435 ** | 1 | |||
6 Variant affordance | 0.309 ** | −0.216 ** | −0.112 | 0.394 ** | 0.878 ** | 1 | ||
7 Dynamic capabilities | 0.189 ** | −0.191 ** | −0.098 | 0.329 ** | 0.804 ** | 0.778 ** | 1 | |
8 Disruptive innovation | 0.209 ** | −0.184 ** | −0.109 | 0.310 ** | 0.748 ** | 0.714 ** | 0.843 ** | 1 |
Variables | Item | Factor Loading | Cronbach’s α | AVE | CR | |
---|---|---|---|---|---|---|
Cumulative affordance | Q1 | 0.841 | 0.924 | 0.756 | 0.925 | |
Q2 | 0.902 | |||||
Q3 | 0.879 | |||||
Q4 | 0.859 | |||||
Variant affordance | Q1 | 0.925 | 0.937 | 0.840 | 0.940 | |
Q2 | 0.950 | |||||
Q3 | 0.867 | |||||
Dynamic capabilities | Sensing | Q1 | 0.928 | 0.950 | 0.866 | 0.951 |
Q2 | 0.937 | |||||
Q3 | 0.926 | |||||
Seizing | Q4 | 0.918 | 0.944 | 0.851 | 0.945 | |
Q5 | 0.908 | |||||
Q6 | 0.941 | |||||
Reconfiguring | Q7 | 0.890 | 0.953 | 0.884 | 0.958 | |
Q8 | 0.960 | |||||
Q9 | 0.965 | |||||
Disruptive innovation | Fuzzy front-end | Q1 | 0.926 | 0.936 | 0.879 | 0.936 |
Q2 | 0.949 | |||||
Development | Q3 | 0.966 | 0.940 | 0.888 | 0.940 | |
Q4 | 0.917 | |||||
Commercialization | Q5 | 0.926 | 0.864 | 0.763 | 0.866 | |
Q6 | 0.821 |
Disruptive Innovation | Phase of Disruptive Innovation | |||||||
---|---|---|---|---|---|---|---|---|
Fuzzy Front-End | Development | Commercialization | ||||||
Model 1 | Model 2 | Model 3 | Model 4 | Model 5 | Model 6 | Model 7 | Model 8 | |
β | β | β | β | β | β | β | β | |
Firm age | 0.042 | −0.024 | 0.076 | 0.011 | 0.028 | −0.037 | 0.003 | −0.057 |
Firm nature | 0.030 | −0.026 | 0.065 | 0.013 | −0.007 | −0.063 | 0.030 | −0.025 |
Industry background | −0.054 | −0.029 | −0.026 | 0.000 | −0.080 | −0.055 | −0.049 | −0.027 |
Firm size | −0.022 | 0.035 | −0.016 | 0.033 | −0.044 | 0.014 | 0.007 | 0.067 |
Cumulative affordance | 0.752 *** | 0.707 *** | 0.749 *** | 0.717 *** | ||||
Variant affordance | 0.699 *** | 0.671 *** | 0.694 *** | 0.649 *** | ||||
R2 | 0.565 | 0.513 | 0.501 | 0.470 | 0.564 | 0.509 | 0.516 | 0.451 |
Adjusted R2 | 0.555 | 0.502 | 0.491 | 0.459 | 0.554 | 0.499 | 0.506 | 0.440 |
F-value | 60.937 *** | 49.475 *** | 47.263 *** | 41.724 *** | 60.679 *** | 48.728 *** | 50.199 *** | 38.651 *** |
Dynamic Capabilities | Disruptive Innovation | |||
---|---|---|---|---|
Model 9 | Model 10 | Model 17 | Model 18 | |
β | β | β | β | |
Firm age | 0.006 | −0.069 | 0.038 | 0.026 |
Firm nature | 0.035 | −0.025 | 0.007 | −0.008 |
Industry background | −0.038 | −0.008 | −0.028 | −0.022 |
Firm size | −0.018 | 0.038 | −0.010 | 0.007 |
Cumulative affordance | 0.817 *** | 0.197 *** | ||
Variant affordance | 0.778 *** | 0.131 *** | ||
Dynamic capabilities | 0.679 *** | 0.730 *** | ||
R2 | 0.649 | 0.611 | 0.726 | 0.720 |
Adjusted R2 | 0.642 | 0.603 | 0.719 | 0.713 |
F-value | 87.083 *** | 73.802 *** | 103.351 *** | 100.264 *** |
Item | Mediating Effect | BootSE | BootLLCI | BootULCI |
---|---|---|---|---|
Cumulative affordance = > Dynamic capabilities = > Disruptive innovation | 0.563 | 0.085 | 0.418 | 0.766 |
Variant affordance = > Dynamic capabilities = > Disruptive innovation | 0.563 | 0.072 | 0.438 | 0.723 |
Dimensions of Dynamic Capabilities | ||||||
---|---|---|---|---|---|---|
Sensing | Seizing | Reconfiguring | ||||
Model 11 | Model 12 | Model 13 | Model 14 | Model 15 | Model 16 | |
β | β | β | β | β | β | |
Firm age | 0.009 | −0.062 | 0.013 | −0.057 | −0.009 | −0.085 |
Firm nature | 0.013 | −0.045 | 0.017 | −0.039 | 0.082 | 0.024 |
Industry background | −0.021 | 0.007 | −0.047 | −0.019 | −0.044 | −0.013 |
Firm size | −0.022 | 0.034 | −0.028 | 0.027 | 0.003 | 0.054 |
Cumulative affordance | 0.787 *** | 0.773 *** | 0.801 *** | |||
Variant affordance | 0.745 *** | 0.730 *** | 0.777 *** | |||
R2 | 0.605 | 0.564 | 0.585 | 0.543 | 0.618 | 0.597 |
Adjusted R2 | 0.597 | 0.555 | 0.576 | 0.533 | 0.609 | 0.589 |
F-value | 72.023 *** | 60.832 *** | 66.131 *** | 55.850 *** | 75.904 *** | 69.758 *** |
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Liu, H.; Ruan, W.; Huang, T.; Zhang, H. A Study of the Influence Mechanism of Digital Technology Affordance on the Disruptive Innovation of Enterprises. Sustainability 2024, 16, 8662. https://doi.org/10.3390/su16198662
Liu H, Ruan W, Huang T, Zhang H. A Study of the Influence Mechanism of Digital Technology Affordance on the Disruptive Innovation of Enterprises. Sustainability. 2024; 16(19):8662. https://doi.org/10.3390/su16198662
Chicago/Turabian StyleLiu, Haibing, Wei Ruan, Tianwei Huang, and Hong Zhang. 2024. "A Study of the Influence Mechanism of Digital Technology Affordance on the Disruptive Innovation of Enterprises" Sustainability 16, no. 19: 8662. https://doi.org/10.3390/su16198662
APA StyleLiu, H., Ruan, W., Huang, T., & Zhang, H. (2024). A Study of the Influence Mechanism of Digital Technology Affordance on the Disruptive Innovation of Enterprises. Sustainability, 16(19), 8662. https://doi.org/10.3390/su16198662