Analyzing How European Startups Generate Eco-Processes and Eco-Products: Eco-Innovation Implementation, Financial Resources, and Patents
Abstract
:1. Introduction
2. Literature Review
2.1. Literature Gap
2.2. Conceptual Framework
3. Methodology
3.1. Data Collection
3.2. Variables and Measures
4. Results
4.1. Descriptive Statistics
4.2. Reliability
4.3. Validity
4.4. Multicollinearity
4.5. Path Coefficients and Mediation
4.6. Effect Size
5. Discussion
6. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
Appendix A
Appendix A.1. Questionnaire Structure
Variables | Main Items | Source |
Independent variable | ||
Dimensions of co-innovation implementation, including | Customer demand | [89] |
Expected benefits | [89] | |
Description of green innovation | [90] | |
Mediator variables, including | ||
Financial resources | Venture capital | Common questions generally introduced in the empirical research on startups |
Business angels | ||
Crowdfunding | ||
Patents | Number of patents registered | Common questions generally introduced in the empirical research on startups |
Number of patents applied | ||
Number of patents licensed | ||
Dependent variables, including | Eco-processes | [91] |
Eco-products | ||
Control variables, including | Startup age | Common questions generally introduced in the empirical research on startups |
Number of employees |
Appendix A.2. Variable Items for the Tested Model
Code | Item Description |
Customer demand | |
CD1 | The environment is a critical issue for our important customers. |
CD2 | Our important customers often bring up environmental issues. |
CD3 | Customer demands motivate us in our environmental efforts. |
CD4 | Our customers have clear demands regarding environmental issues. |
Expected benefits | |
EB1 | Improved profitability |
EB2 | Increased productivity |
EB3 | Increased market share |
EB4 | Entrance into new markets |
EB5 | Strengthening company’s own brand |
EB6 | Gaining competitive advantage |
Description of green innovation | |
DGI1 | Leads to solid waste disposal |
DGI2 | Leads to recycling of materials |
DGI3 | Leads to reducing water and air pollution |
DGI4 | Lead to energy conservation |
DGI5 | Lead to reducing consumption |
DGI6 | Lead to reducing materials |
Financial resources | |
FR.VC | What total financial resources are obtained through venture capital? |
FR.BA | What total financial resources are obtained through business angels? |
FR.C | What total financial resources are obtained through crowdfunding? |
Patents | |
PAT.R | How many patents were registered? |
PAR.A | How many patents were applied for? |
PAT.L | How many patents were licensed? |
Eco-processes | |
EII.PS1 | Our startup often updates processes to protect against contamination. |
EII.PS2 | Our startup often updates processes to meet the standards of environmental law. |
EII.PS3 | Our startup often employs new processes so as not to contaminate the environment. |
EII.PS4 | Our startup often introduces new technologies into processes to save energy. |
EII.PS5 | Our startup often updates equipment in processes to save energy. |
EII.PS6 | Our startup often establishes recycling systems in processes. |
Eco-products | |
EII.PT1 | Our startup often emphasizes developing new eco-products through new technologies to simplify their packaging. |
EII.PT2 | Our startup often emphasizes developing new eco-products through new technologies to simplify their construction. |
EII.PT3 | Our startup often emphasizes developing new eco-products through new technologies to simplify their components. |
EII.PT4 | Our startup often emphasizes developing new eco-products through new technologies to recycle their components easily. |
EII.PT5 | Our unit often emphasizes developing new eco-products through new technologies to decompose their materials easily. |
EII.PT6 | Our startup often emphasizes developing new eco-products through new technologies to use natural materials. |
EII.PT7 | Our startup often emphasizes developing new eco-products through new technologies to reduce waste as much as possible. |
EII.PT8 | Our startup often emphasizes developing new eco-products through new technologies to use as little energy as possible. |
NOE | Number of employees |
S.AGE | Startup age |
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Variable | Mean | Standard Deviation | Kurtosis | Skewness |
---|---|---|---|---|
S.AGE | 3.178 | 2.492 | 1.492 | 1.279 |
NOE | 29.782 | 184.266 | 98.178 | 9.744 |
FR.VC | 4,952,631 | 47,878,676 | 107.809 | 10.379 |
FR.BA | 376,599.8 | 1,311,479 | 32.659 | 5.435 |
FR.C | 31,875 | 205,842.3 | 78.337 | 8.555 |
PAT.R | 0.867 | 4.727 | 104.93 | 10.077 |
PAT.L | 0.575 | 2.887 | 96.874 | 9.538 |
PAT.A | 0.673 | 1.593 | 24.579 | 4.37 |
EII.PS | 3.523 | 1.434 | −1.050 | −0.604 |
EII.PT | 3.151 | 1.541 | −1.386 | −0.189 |
CD | 3.307 | 1.330 | −0.947 | −0.293 |
EB | 3.679 | 1.345 | −0.43 | −0.798 |
DGI | 3.357 | 1.556 | −1.284 | −0.415 |
Cronbach’s Alpha | rho_A | Composite Reliability | Average Variance Extracted (AVE) | |
---|---|---|---|---|
Expected benefits | 0.914 | 0.915 | 0.933 | 0.7 |
Customer demand | 0.911 | 0.912 | 0.938 | 0.79 |
Description of green innovation | 0.872 | 0.875 | 0.904 | 0.613 |
Eco-innovation implementation | 0.929 | 0.93 | 0.938 | 0.485 |
Financial resources | 0.18 | 0.188 | 0.575 | 0.364 |
Patents | 0.679 | 0.876 | 0.839 | 0.668 |
Eco-processes | 0.906 | 0.909 | 0.928 | 0.682 |
Eco-products | 0.958 | 0.96 | 0.965 | 0.775 |
Number of employees | 1 | 1 | 1 | 1 |
Startup age | 1 | 1 | 1 | 1 |
Customer Demand | Description of Green Innovation | Eco-Innovation Implementation | Eco- Processes | Eco- Products | Expected Benefits | Financial Resources | Numbers of Employees | |
---|---|---|---|---|---|---|---|---|
Customer demand | 0.889 | |||||||
Description of green innovation | 0.6 | 0.783 | ||||||
Eco-innovation implementation | 0.797 | 0.876 | 0.696 | |||||
Eco-processes | 0.562 | 0.648 | 0.712 | 0.826 | ||||
Eco-products | 0.583 | 0.757 | 0.751 | 0.796 | 0.88 | |||
Expected benefits | 0.498 | 0.569 | 0.838 | 0.573 | 0.536 | 0.837 | ||
Financial resources | 0.002 | 0.138 | 0.111 | 0.168 | 0.168 | 0.117 | 0.603 | |
Number of employees | −0.015 | 0.064 | 0.053 | 0.09 | 0.094 | 0.068 | 0.329 | 1 |
Patents | 0.079 | 0.161 | 0.136 | 0.103 | 0.156 | 0.094 | −0.038 | −0.014 |
Startup age | −0.004 | 0.104 | 0.067 | 0.093 | 0.11 | 0.05 | 0.091 | 0.206 |
R-Squared | Adjusted R-Squared | |
---|---|---|
Eco-innovation implementation | 1 | 1 |
Financial resources | 0.012 | 0.003 |
Patents | 0.018 | 0.01 |
Eco-processes | 0.517 | 0.495 |
Eco-products | 0.708 | 0.692 |
T-Statistic (|O/STDEV|) | p- Value | |
---|---|---|
Customer demand -> Eco-innovation implementation | 10.574 | 0.00 *** |
Expected benefits -> Eco-innovation implementation | 13.114 | 0.00 *** |
Description of green innovation -> Eco-innovation implementation | 11.719 | 0.00 *** |
Eco-innovation implementation -> Eco-processes | 13.058 | 0.00 *** |
Eco-innovation implementation -> Eco-products | 4.111 | 0.00 *** |
Eco-innovation implementation -> Financial resources | 2.026 | 0.022 * |
Financial resources -> Eco-processes | 2.031 | 0.021 * |
Financial resources -> Eco-products | 0.937 | 0.175 * |
Eco-innovation implementation -> Patents | 1.276 | 0.101 * |
Patents -> Eco-processes | 0.195 | 0.423 * |
Patents -> Eco-products | 1.291 | 0.099 * |
Eco-process -> Eco-products | 5.346 | 0.00 *** |
Customer Demand | Description of Green Innovation | Eco-Innovation Implementation | Eco- Processes | Eco- Products | Expected Benefits | Financial Resources | Numbers of Employees | Patents | Startup Age | |
---|---|---|---|---|---|---|---|---|---|---|
Customer demand | 1029.603 | |||||||||
Description of green innovation | 1768.985 | |||||||||
Eco-innovation implementation | 0.975 | 0.226 | 0.012 | 0.019 | ||||||
Eco-processes | 0.448 | |||||||||
Eco-products | ||||||||||
Expected benefits | 1973.677 | |||||||||
Financial resources | 0.012 | 0.004 | ||||||||
Number of employees | 0.001 | 0 | ||||||||
Patents | 0 | 0.009 | ||||||||
Startup age | 0.002 | 0.003 |
Hypothesis | Support (Yes/No) |
---|---|
H1. Eco-innovation implementation positively affects eco-processes. | Yes |
H2. Eco-innovation implementation positively affects eco-products. | Yes |
H3. Eco-innovation implementation positively affects financial resources. | Yes |
H3a. Financial resources positively affect eco-processes. | Yes |
H3b. Financial resources positively affect eco-products. | No |
H4. Eco-innovation implementation positively affects patents. | No |
H4a. Patents positively affect eco-processes. | No |
H4b. Patents positively affect eco-products. | No |
H5. Eco-processes positively affect eco-products. | Yes |
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Sahili, S.; Barrales-Molina, V. Analyzing How European Startups Generate Eco-Processes and Eco-Products: Eco-Innovation Implementation, Financial Resources, and Patents. Sustainability 2024, 16, 10028. https://doi.org/10.3390/su162210028
Sahili S, Barrales-Molina V. Analyzing How European Startups Generate Eco-Processes and Eco-Products: Eco-Innovation Implementation, Financial Resources, and Patents. Sustainability. 2024; 16(22):10028. https://doi.org/10.3390/su162210028
Chicago/Turabian StyleSahili, Sa’ad, and Vanesa Barrales-Molina. 2024. "Analyzing How European Startups Generate Eco-Processes and Eco-Products: Eco-Innovation Implementation, Financial Resources, and Patents" Sustainability 16, no. 22: 10028. https://doi.org/10.3390/su162210028
APA StyleSahili, S., & Barrales-Molina, V. (2024). Analyzing How European Startups Generate Eco-Processes and Eco-Products: Eco-Innovation Implementation, Financial Resources, and Patents. Sustainability, 16(22), 10028. https://doi.org/10.3390/su162210028