Amid COVID-19 Pandemic, Entrepreneurial Resilience and Creative Performance with the Mediating Role of Institutional Orientation: A Quantitative Investigation Using Structural Equation Modeling
Abstract
:1. Introduction
2. Literature Review and Hypotheses Development
2.1. Entrepreneurs’ Resilience and Creative Performance
2.2. Institutional Orientation as a Mediator between Entrepreneurs’ Resilience and Creative Performance
3. Methods
3.1. Sampling, Measures, and Instrument Development
3.2. Data Analysis Techniques
4. Results
4.1. Entrepreneur Profiles and Business Demographics
4.2. Measurement Model
4.3. Structural Model
5. Discussion
6. Implications and Conclusions
7. Limitations and Further Research Opportunities
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
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Metrics | Meaning | Formula | Cutoff Point | Refs. |
---|---|---|---|---|
| ||||
Chi-square/df | Chi-square/degree of freedom | “The differences between the observed and estimated covariance matrix.” | ≤5.0 | Hair et al. [55] and Tabachnic and Fidell [56] |
SRMR | Standardized Root Mean Residual | “Average of the residuals between observed and estimated input metrics but standardized to be between 0 to 1.” | ≤0.05 | |
RMSEA | Root Mean Square Error of Approximation | “The discrepancy per degree of freedom, yet measures discrepancy in terms of the population, not just the sample used for estimation.” | ≤0.05 | |
| ||||
CFI | Comparative Fit Index). | “The relative improvement in fit of the hypothesized model over the null model, CFI provides an unbiased estimate of its corresponding population value and is less sensitive to the sample size.” | ≥0.90 | Hair et al. [57] and Tabachnic and Fidell [56] |
NFI | Normed fit index | “A relative comparison of the proposed model to the null model.” | ≥0.90 | |
| ||||
PNFI | Parsimony Normed Fit Index | An extension of NFI by multiplying it by the parsimony ratio or PR (the ratio of degrees of freedom used by a model to the total degrees of freedom available) | >0.5 | Hair et al. [57] and Tabachnic and Fidell [56] |
PCFI | Parsimony Comparative Fit Index | “Adjusts the CFI using PR.” | >0.5 |
N = 390 | % | Groups | ||||
---|---|---|---|---|---|---|
N = 390 | % | |||||
Gender | Male | 359 | 92% | Restaurants | 78 | 20% |
Female | 31 | 8% | Travel agents | 70 | 18% | |
Marital status | Married | 293 | 75% | Estate management | 66 | 17% |
Unmarried | 97 | 25% | Mobile phone accessories | 59 | 15% | |
Age | <21 years old | 35 | 9% | Food truck | 117 | 30% |
From 22 to 45 years old | 160 | 41% | ||||
From 46 to 60 years old | 156 | 40% | ||||
>60 years old | 39 | 10% | ||||
Education level | high school degree or less | 117 | 30% | |||
University degree | 238 | 61% | ||||
MBA graduate | 35 | 9% | ||||
Number of employees | <5 employees | 293 | 75% | |||
From 5 to 49 employees | 97 | 25% | ||||
Years in operation | <5 years of experience | 117 | 30% | |||
6 to 15 years of experience | 195 | 50% | ||||
>15 years of experience | 78 | 20% |
Factors and Items | SFL | t-Value | M | S.D | |
---|---|---|---|---|---|
Entrepreneurs’ Resilience (Optimism) Connor & Davidson [50] (a = 0.968) (CR = 0.986, AVE = 0.887, MSV = 0.145) | |||||
Optmsm1 | Things happen for a reason | 0.919 | F | 3.35 | 1.037 |
Optmsm2 | I can handle unpleasant feelings | 0.931 | 33.732 | 3.36 | 1.031 |
Optmsm3 | I have to act on a hunch | 0.942 | 35.186 | 3.36 | 1.034 |
Optmsm4 | I have a strong sense of purpose | 0.921 | 32.564 | 3.35 | 1.031 |
Optmsm5 | I see the humorous side of things | 0.944 | 35.500 | 3.37 | 1.025 |
Optmsm6 | I tend to bounce back after a hardship or illness | 0.928 | 33.430 | 3.36 | 1.026 |
Optmsm7 | Coping with stress strengthens me | 0.979 | 41.202 | 3.38 | 1.009 |
Optmsm8 | I give my best effort, no matter what | 0.947 | 35.885 | 3.36 | 1.032 |
Optmsm9 | Sometimes fate or God can help | 0.965 | 38.631 | 3.37 | 1.032 |
Entrepreneurs’ resilience (Hardiness) Connor & Davidson [50] (a = 0.963) (CR = 0.970, AVE = 0.819, MSV = 0.396) | |||||
Hardns1 | Under pressure, I focus and think clearly | 0.917 | F | 5.30 | 1.740 |
Hardns2 | When things look hopeless, I don’t give up | 0.878 | 27.895 | 5.07 | 1.834 |
Hardns3 | I can deal with whatever comes my way | 0.940 | 34.262 | 5.16 | 1.744 |
Hardns4 | I can make unpopular or difficult decisions | 0.898 | 29.708 | 5.09 | 1.673 |
Hardns5 | I prefer to take the lead in problem-solving | 0.872 | 27.432 | 5.25 | 1.834 |
Hardns6 | I think of myself as a strong person | 0.896 | 29.489 | 5.20 | 1.671 |
Hardns7 | I am not easily discouraged by failure | 0.889 | 28.864 | 5.15 | 1.784 |
Hardns8 | I like challenges | 0.892 | 29.148 | 5.09 | 1.843 |
Hardns9 | I work to attain my goals | 0.960 | 37.024 | 5.18 | 1.781 |
Entrepreneurs’ resilience (Resourceful.) Connor & Davidson [50] (a = 0.966) (CR = 0.948, AVE = 0.776, MSV = 0.216) | |||||
Resrorflns1 | I take pride in my achievements | 0.914 | F | 4.74 | 1.824 |
Resrorflns2 | I have close and secure relationships | 0.961 | 32.802 | 4.72 | 1.795 |
Resrorflns3 | I know where to turn for help | 0.910 | 39.410 | 4.76 | 1.798 |
Resrorflns4 | Past success gives me confidence for new challenges | 0.900 | 39.066 | 4.66 | 1.875 |
Resrorflns5 | I can achieve my goals | 0.930 | 25.617 | 4.61 | 1.868 |
Resrorflns6 | I can adapt to change | 0.852 | 18.334 | 4.45 | 1.927 |
Resrorflns7 | I feel in control of my life | 0.851 | 18.198 | 4.46 | 1.915 |
Creative performanceWang & Netemeyer [51] (a = 0.945) (CR = 0.950, AVE = 0.761, MSV = 0.145) | |||||
Cr_Perf_1: | I carry out my routine tasks in inventive ways | 0.899 | F | 3.63 | 0.871 |
Cr_Perf_2: | I come up with new ideas for satisfying customer needs | 0.878 | 26.004 | 3.59 | 1.059 |
Cr_Perf_3 | I generate and evaluate multiple alternatives for novel customer problems | 0.806 | 21.686 | 3.58 | 1.186 |
Cr_Perf_4 | I have fresh perspectives on old problems | 0.905 | 27.945 | 3.57 | 0.788 |
Cr_Perf_5 | I improvise methods for solving a problem when an answer is not apparent | 0.850 | 24.149 | 3.39 | 0.928 |
Cr_Perf_6: | I generate creative ideas for service delivery | 0.892 | 26.949 | 3.41 | 0.910 |
Institutional orientation Chaney et al. [38] (a = 0.939) (CR = 0.939, AVE = 0.838, MSV = 0.396) | |||||
Cus_Orint | We are primarily focused on the customers with institutional power | 0.920 | F | 4.63 | 2.114 |
Embedness | We foster institutional and political relationships to influence and control the organization’s environment | 0.928 | 30.754 | 4.66 | 1.940 |
Legitmcy | Our organization is seen as well-established in the market and effectively performs institutional work | 0.898 | 28.426 | 4.62 | 2.043 |
Results of CFA model fit: (χ2 (517, N = 390) = 1556.17, p < 0.001, normed χ2 = 3.010, RMSEA = 0.038, SRMR = 0.021, CFI = 0.987, TLI = 0.966, NFI = 0.988, PCFI = 0.809 and PNFI = 0.709). |
1 | 2 | 3 | 4 | 5 | |
---|---|---|---|---|---|
1—Entrepreneurs’ resilience (optimism) | 0.942 | ||||
2—Entrepreneurs’ resilience (hardiness) | 0.055 | 0.905 | |||
3—Entrepreneurs’ resilience (resourcefulness) | 0.104 | 0.431 | 0.852 | ||
4—Creative performance | 0.381 | 0.069 | 0.036 | 0.872 | |
5—Institutional orientation | 0.126 | 0.629 | 0.431 | 0.206 | 0.915 |
Hypotheses | Beta (β) | C-R (t-Value) | R2 | Hypotheses Results | |||
---|---|---|---|---|---|---|---|
H1 | Hardiness | Creative performance | 0.23 ** | 2.369 | Supported | ||
H2 | Resourcefulness | Creative performance | 0.26 ** | 3.754 | Supported | ||
H3 | Optimism | Creative performance | 0.24 ** | 3.818 | Supported | ||
H4 | Hardiness Institutional orientation Creative Performance | Path 1 β = 0.46 *** and Path 2: β =0.56 *** | Path 1 t-value = 8.011 and Path 2: t-value = 9.797 | Supported | |||
H5 | Resourcefulness Institutional orientation Creative Performance | Path 1 β = 0.41 *** and Path 2: β = 0.56 *** | Path 1 t-value = 7.629 and Path 2: t-value = 9.797 | Supported | |||
H6 | Optimism Institutional orientation Creative Performance | Path 1 β = 0.44 *** and Path 2: β = 0.56 *** | Path 1 t-value = 7.499 and Path 2: t-value = 9.797 | Supported | |||
Creative performance | 0.51 |
Indirect Path | Unstandardized Estimate | Lower | Upper | p-Value | Standardized Estimate |
---|---|---|---|---|---|
Hardiness --> institutional orientation --> creative performance | 0.371 | 0.269 | 0.450 | 0.001 | 0.354 *** |
Resourcefulness --> institutional orientation --> creative performance | 0.394 | 0.201 | 0.420 | 0.001 | 0.306 *** |
Optimism --> institutional orientation --> creative performance | 0.384 | 0.221 | 0.438 | 0.001 | 0.329 *** |
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Azazz, A.M.S.; Elshaer, I.A. Amid COVID-19 Pandemic, Entrepreneurial Resilience and Creative Performance with the Mediating Role of Institutional Orientation: A Quantitative Investigation Using Structural Equation Modeling. Mathematics 2022, 10, 2127. https://doi.org/10.3390/math10122127
Azazz AMS, Elshaer IA. Amid COVID-19 Pandemic, Entrepreneurial Resilience and Creative Performance with the Mediating Role of Institutional Orientation: A Quantitative Investigation Using Structural Equation Modeling. Mathematics. 2022; 10(12):2127. https://doi.org/10.3390/math10122127
Chicago/Turabian StyleAzazz, Alaa M. S., and Ibrahim A. Elshaer. 2022. "Amid COVID-19 Pandemic, Entrepreneurial Resilience and Creative Performance with the Mediating Role of Institutional Orientation: A Quantitative Investigation Using Structural Equation Modeling" Mathematics 10, no. 12: 2127. https://doi.org/10.3390/math10122127
APA StyleAzazz, A. M. S., & Elshaer, I. A. (2022). Amid COVID-19 Pandemic, Entrepreneurial Resilience and Creative Performance with the Mediating Role of Institutional Orientation: A Quantitative Investigation Using Structural Equation Modeling. Mathematics, 10(12), 2127. https://doi.org/10.3390/math10122127