Informal Competition Effect on SMEs’ Innovation: Do Credit Constraints Matter? Evidence from Eastern European Countries
Abstract
:1. Introduction
2. Literature Review
2.1. The Informal Competition Effect on Innovation
2.2. Informal Competition as a Determinant of Financial Barriers
2.3. Financial Constraints and Innovation Nexus
2.4. The Conditional Mediation of Credit Access on the Informal Competition and Innovation Link
3. Materials and Methods
3.1. Sample and Data
3.2. Variables Description
3.2.1. Dependent Variable
“A new or improved product or process (or combination thereof) that differs significantly from the unit’s previous products or processes and that has been made available to potential users (product) or brought into use by the unit (process).”
3.2.2. Independent Variable
3.2.3. Mediating Variable
3.2.4. Second Stage Moderator
3.2.5. Control Variables
3.3. Methodology and Models Specification
- The bootstrap test of the conditional indirect effect is not significant. Yet, the direct effect is significant: There is only a direct effect (i.e., no moderated mediation).
- The bootstrap test of the conditional indirect effect is significant, while the direct link is non-significant: there is only a conditional indirect effect (i.e., full moderated mediation).
- Both the bootstrap test of the conditional indirect effect as well as the direct effect are significant:
- ∘
- If the coefficients have the same direction: There is complementary moderated mediation.
- ∘
- If the coefficients have an opposite direction: There is competitive moderated mediation.
4. Results
4.1. Descriptive Statistics
4.2. Results
5. Discussion
6. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
References
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Count | Frequency | |
---|---|---|
Fabricated Metal Products | 432 | 5.54% |
Food & Beverages | 722 | 9.26% |
Garments | 232 | 2.98% |
Hotels | 63 | 0.81% |
Machinery & Equipment | 540 | 6.93% |
Manufacturing | 1165 | 14.95% |
Non-Metallic Mineral Products | 195 | 2.50% |
Other Manufacturing | 683 | 8.76% |
Other Services | 1921 | 24.64% |
Retail | 1745 | 22.39% |
Textiles | 97 | 1.24% |
Total | 7795 | 100.00% |
PROD_INNO | PROC_INNO | RAD_INNO | GREEN_INNO | |
---|---|---|---|---|
Fabricated Metal Products | 0.269 | 0.22 | 0.171 | 0.17 |
Food & Beverages | 0.341 | 0.207 | 0.247 | 0.206 |
Garments | 0.382 | 0.188 | 0.288 | 0.25 |
Hotels | 0.391 | 0.113 | 0.219 | 0.063 |
Machinery & Equipment | 0.262 | 0.173 | 0.210 | 0.19 |
Manufacturing | 0.459 | 0.309 | 0.311 | 0.279 |
Non-Metallic Mineral Products | 0.332 | 0.135 | 0.181 | 0.227 |
Other Manufacturing | 0.378 | 0.228 | 0.260 | 0.213 |
Other Services | 0.379 | 0.228 | 0.221 | 0.161 |
Retail | 0.336 | 0.187 | 0.212 | 0.151 |
Textiles | 0.134 | 0.059 | 0.142 | 0.277 |
Variables | (1) | (2) | (3) | (4) | (5) | (6) | (7) | (8) | (9) | (10) | (11) | (12) | (13) | (14) | (15) | (16) | (17) | (18) |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
(1) PROD_INNO | 1.000 | |||||||||||||||||
(2) PROC_INNO | 0.315 *** | 1.000 | ||||||||||||||||
(3) RAD_INNO | 0.446 *** | 0.305 *** | 1.000 | |||||||||||||||
(4) GREEN_INNO | 0.129 *** | 0.147 *** | 0.132 *** | 1.000 | ||||||||||||||
(5) INF_COM | 0.050 *** | 0.076 *** | 0.056 *** | 0.048 *** | 1.000 | |||||||||||||
(6) Credit_Const | −0.107 *** | −0.105 *** | −0.097 *** | −0.079 *** | 0.054 *** | 1.000 | ||||||||||||
(7) Size | 0.121 *** | 0.174 *** | 0.108 *** | 0.154 *** | −0.053 *** | 0.194 *** | 1.000 | |||||||||||
(8) PART_LARG | 0.023 ** | 0.060 *** | 0.014 | 0.025 ** | −0.053 *** | 0.026 ** | 0.116 *** | 1.000 | ||||||||||
(9) AGE | 0.014 | 0.042 *** | 0.013 | 0.071 *** | 0.001 | 0.050 *** | 0.175 *** | 0.032 *** | 1.000 | |||||||||
(10) CEO_EXP | 0.011 | 0.025 ** | 0.018 * | 0.026 ** | −0.014 | −0.001 | 0.003 | −0.009 | 0.163 *** | 1.000 | ||||||||
(11) FEM_CEO | −0.002 | −0.035 *** | −0.005 | −0.039 *** | 0.007 | −0.059 *** | −0.094 *** | 0.027 ** | −0.023 ** | −0.012 | 1.000 | |||||||
(12) CERT_QU | 0.026 ** | 0.040 *** | 0.020 * | 0.041 *** | −0.025 ** | 0.045 *** | 0.078 *** | 0.006 | 0.061 *** | −0.042 *** | −0.042 *** | 1.000 | ||||||
(13) FORG_OWN | 0.057 *** | 0.077 *** | 0.062 *** | 0.037 *** | −0.074 *** | −0.019 * | 0.217 *** | 0.093 *** | −0.042 *** | −0.042 *** | 0.027 ** | 0.027 ** | 1.000 | |||||
(14) STAT_OWN | −0.015 | −0.022 ** | −0.024 ** | 0.013 | −0.060 *** | 0.008 | 0.105 *** | 0.034 *** | 0.084 *** | −0.016 | 0.027 ** | 0.004 | −0.028 ** | 1.000 | ||||
(15) FAM_OWN | 0.052 *** | 0.038 *** | 0.041 *** | 0.023 ** | −0.006 | 0.017 | −0.146 *** | −0.001 | 0.069 *** | 0.041 *** | 0.059 *** | 0.031 ** | −0.079 *** | −0.107 *** | 1.000 | |||
(16) R&D | 0.339 *** | 0.299 *** | 0.326 *** | 0.188 *** | 0.073 *** | 0.108 *** | 0.208 *** | 0.023 ** | 0.015 | 0.017 | −0.058 *** | 0.051 *** | 0.075 *** | −0.032 *** | 0.011 | 1.000 | ||
(17) EU | 0.073 *** | 0.017 | 0.080 *** | 0.006 | −0.046 *** | −0.009 | −0.026 ** | −0.029 *** | 0.098 *** | 0.012 | 0.057 *** | 0.031 *** | 0.010 | −0.090 *** | 0.169 *** | −0.085 *** | 1.000 | |
(18) WRTS | 0.156 *** | 0.184 *** | 0.167 *** | 0.154 *** | −0.017 | −0.086 *** | −0.307 *** | −0.111 *** | −0.067 *** | 0.010 | 0.005 | −0.052 *** | −0.142 *** | −0.096 *** | 0.045 *** | −0.239 *** | 0.074 *** | 1.000 |
FIN_OBS | Credit_Const | |
---|---|---|
INF_COM | 0.468 *** (0.019) | 0.126 *** (0.020) |
EU | 0.868 *** (0.171) | 0.363 ** (0.184) |
PART_LARG | −0.031 (0.083) | 0.073 (0.088) |
FORG_OWN | −0.004 *** (0.001) | −0.006 *** (0.001) |
STAT_OWN | −0.002 (0.003) | −0.002 (0.003) |
FAM_OWN | −0.001 ** (0.001) | −0.002 ** (0.001) |
AGE | −0.094 *** (0.036) | 0.058 (0.042) |
CEO_EXP | −0.089 *** (0.033) | 0.014 (0.039) |
FEM_CEO | −0.052 (0.057) | −0.160 ** (0.065) |
Size | 0.018 (0.022) | 0.420 *** (0.025) |
CERT_QU | 0.017 (0.018) | 0.047 ** (0.021) |
Industry | Yes | Yes |
Country | Yse | Yse |
Number of obs | 7599 | 7622 |
Family | ordinal | Bernoulli |
Link | logit | logit |
PROD_INNO | PROC_INNO | RAD_INNO | GREEN_INNO | |
---|---|---|---|---|
CRED_CONS | −0.260 *** (0.036) | −0.244 *** (0.046) | −0.286 *** (0.042) | −0.352 *** (0.056) |
WRTS X CRED_CONS | −0.037 ** (0.014) | −0.045 ** (0.018) | −0.040 ** (0.016) | 0.301 (0.213) |
WRTS | 0.438 *** (0.058) | 0.561 *** (0.068) | 0.609 *** (0.065) | 0.532 *** (0.089) |
INF_COM | 0.082 *** (0.021) | 0.161 *** (0.025) | 0.074 *** (0.024) | 0.086 *** (0.026) |
EU | 1.015 *** (0.193) | 1.035 *** (0.204) | 0.306 (0.197) | 0.049 (0.310) |
PART_LARG | 0.047 (0.091) | 0.198 ** (0.092) | −0.089 (0.103) | 0.184 * (0.111) |
FORG_OWN | 0.001 (0.001) | 0.001 (0.001) | 0.003 ** (0.001) | 0.003 ** (0.001) |
STAT_OWN | −0.010 *** (0.003) | −0.014 *** (0.005) | −0.013 *** (0.004) | −0.001 (0.004) |
FAM_OWN | 0.005 *** (0.001) | 0.004 *** (0.001) | 0.004 *** (0.001) | 0.004 *** (0.001) |
CEO_EXP | 0.038 (0.040) | 0.089 * (0.050) | 0.052 (0.046) | 0.168 ** (0.052) |
FEM_CEO | 0.050 (0.066) | −0.192 ** (0.082) | 0.050 (0.074) | −0.263 ** (0.086) |
R&D | 1.561 *** (0.053) | 1.490 *** (0.057) | 1.587 *** (0.056) | 0.820 *** (0.065) |
CERT_QU | 0.0428 ** (0.018) | 0.092 *** (0.026) | 0.039 * (0.021) | 0.058 ** (0.027) |
AGE | −0.048 (0.043) | −0.095 * (0.051) | −0.003 (0.048) | 0.076 (0.054) |
Size | 0.143 *** (0.027) | 0.291 **** (0.032) | 0.104 *** (0.030) | 0.245 *** (0.034) |
Industry | Yes | Yes | Yes | Yes |
Country | Yes | Yes | Yes | Yes |
Number of obs | 7464 | 7437 | 7439 | 7330 |
Number of Obs = 7795 Replications = 1000 | ||||
---|---|---|---|---|
_bs | Coef. | [95%Conf.Interval] | ||
PROD_INNO | −0.034 *** (0.008) | −0.050 | 0.018 | NB |
−0.051 | 0.019 | P | ||
−0.052 | 0.019 | BC | ||
PROC_INNO | −0.033 *** (0.009) | −0.050 | 0.016 | NB |
−0.053 | 0.017 | P | ||
−0.053 | 0.018 | BC | ||
RAD_INNO | −0.034 *** (0.009) | −0.052 | 0.017 | NB |
−0.053 | 0.018 | P | ||
−0.055 | 0.021 | BC | ||
GREEN_INNO | −0.028 *** (0.008) | −0.043 | −0.012 | NB |
−0.044 | −0.013 | P | ||
−0.46 | −0.015 | BC |
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Hlioui, Z.; Gabsi, M.; Omri, A. Informal Competition Effect on SMEs’ Innovation: Do Credit Constraints Matter? Evidence from Eastern European Countries. Sustainability 2022, 14, 13874. https://doi.org/10.3390/su142113874
Hlioui Z, Gabsi M, Omri A. Informal Competition Effect on SMEs’ Innovation: Do Credit Constraints Matter? Evidence from Eastern European Countries. Sustainability. 2022; 14(21):13874. https://doi.org/10.3390/su142113874
Chicago/Turabian StyleHlioui, Zaineb, Mohamed Gabsi, and Abdelwahed Omri. 2022. "Informal Competition Effect on SMEs’ Innovation: Do Credit Constraints Matter? Evidence from Eastern European Countries" Sustainability 14, no. 21: 13874. https://doi.org/10.3390/su142113874
APA StyleHlioui, Z., Gabsi, M., & Omri, A. (2022). Informal Competition Effect on SMEs’ Innovation: Do Credit Constraints Matter? Evidence from Eastern European Countries. Sustainability, 14(21), 13874. https://doi.org/10.3390/su142113874