Economists vs. Engineers—Assessing Students’ Entrepreneurial Intentions from the Perspective of Mindset and Resilience
Abstract
1. Introduction
2. Theoretical Framework
2.1. Determinants of Entrepreneurial Intentions
2.2. Entrepreneurial Mindset and Entrepreneurial Intention
2.3. Resilience Capacity and Entrepreneurial Intention
2.4. Entrepreneurial Intention and Socio-Demographic Factors
3. Materials and Methods
4. Results
5. Discussion
6. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
Appendix A
N | Mean | Std. Dev. | ||||
---|---|---|---|---|---|---|
Male | Female | Male | Female | Male | Female | |
EI | 118 | 274 | 3.42 | 3.39 | 0.66 | 0.71 |
EM | 118 | 274 | 3.9 | 4.07 | 0.48 | 0.42 |
R | 118 | 274 | 3.92 | 4.07 | 0.55 | 0.49 |
E&M | E&B | E&M | E&B | E&M | E&B | |
EI | 218 | 174 | 3.55 | 3.22 | 0.63 | 0.70 |
EM | 218 | 174 | 4.00 | 4.05 | 0.43 | 0.44 |
R | 218 | 174 | 4.01 | 4.05 | 0.47 | 0.51 |
RO | RM | RO | RM | RO | RM | |
EI | 314 | 78 | 3.38 | 3,4 | 0.65 | 0,7 |
EM | 314 | 78 | 4.03 | 4.02 | 0.45 | 0.39 |
R | 314 | 78 | 4.08 | 4.03 | 0.53 | 0.51 |
Y | EI | EM | R | We | EI | EM | R | ||
---|---|---|---|---|---|---|---|---|---|
1 | Mean | 3.54 | 4.08 | 4.09 | 1 | Mean | 3.36 | 3.99 | 3.99 |
N | 146 | 146 | 146 | N | 245 | 245 | 245 | ||
Std. Deviation | 0.64 | 0.43 | 0.50 | Std. Deviation | 0.69 | 0.44 | 0.50 | ||
2 | Mean | 3.28 | 3.99 | 3.99 | 2 | Mean | 3.48 | 4.04 | 4.08 |
N | 118 | 118 | 118 | N | 96 | 96 | 96 | ||
Std. Deviation | 0.72 | 0.47 | 0.51 | Std. Deviation | 0.71 | 0.46 | 0.55 | ||
3 | Mean | 3.28 | 3.96 | 3.96 | 3 | Mean | 3.46 | 4.11 | 4.16 |
N | 77 | 77 | 77 | N | 32 | 32 | 32 | ||
Std. Deviation | 0.77 | 0.44 | 0.52 | Std. Deviation | 0.64 | 0.44 | 0.47 | ||
4 | Mean | 3.46 | 4.03 | 4.02 | 4 | Mean | 3.46 | 4.18 | 4.04 |
N | 51 | 51 | 51 | N | 19 | 19 | 19 | ||
Std. Deviation | 0.63 | 0.43 | 0.54 | Std. Deviation | 0.79 | 0.41 | 0.55 |
A | 1 (18–19 Years Old) | 2 (20 Years Old) | 3 (21 Years Old) | 4 (22 Years Old) | 5 (23 Years Old) | 6 (over 20 Years Old) | ||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Mean | N | SD | Mean | N | SD | Mean | N | SD | Mean | N | SD | Mean | N | SD | Mean | N | SD | |
EI | 3.47 | 112 | 0.64 | 3.43 | 117 | 0.71 | 3.37 | 78 | 0.73 | 3.37 | 51 | 0.73 | 3.13 | 16 | 0.60 | 3.29 | 18 | 0.81 |
EM | 4.04 | 112 | 0.42 | 4.05 | 117 | 0.45 | 3.99 | 78 | 0.42 | 4.01 | 51 | 0.45 | 3.90 | 16 | 0.58 | 4.06 | 18 | 0.50 |
R | 4.07 | 112 | 0.48 | 4.03 | 117 | 0.52 | 4.03 | 78 | 0.49 | 3.99 | 51 | 0.50 | 3.78 | 16 | 0.70 | 4.02 | 18 | 0.56 |
Model | Unstandardized Coefficients | Standardized Coefficients | t | Sig. | Collinearity Statistics | |||
---|---|---|---|---|---|---|---|---|
B | Std. Error | Beta | Tolerance | VIF | ||||
Model 1 | (Constant) | 0.72 | 0.30 | 2.41 | 0.02 | |||
EM | 0.41 | 0.10 | 0.26 | 3.99 | 0.00 | 0.49 | 2.032 | |
R | 0.25 | 0.09 | 0.19 | 2.86 | 0.00 | 0.49 | 2.032 | |
Model 2 | (Constant) | 0.68 | 0.31 | 2.22 | 0.03 | |||
EM | 0.43 | 0.11 | 0.27 | 3.91 | 0.00 | 0.44 | 2.27 | |
Rh | 0.06 | 0.10 | 0.05 | 0.64 | 0.52 | 0.31 | 3.24 | |
Rc | −0.00 | 0.07 | 0.00 | −0.01 | 0.99 | 0.54 | 1.86 | |
Ra | −0.01 | 0.07 | −0.01 | −0.17 | 0.87 | 0.45 | 2.22 | |
Rm | 0.08 | 0.06 | 0.08 | 1.51 | 0.13 | 0.69 | 1.44 | |
Ro | 0.09 | 0.05 | 0.11 | 1.91 | 0.06 | 0.61 | 1.63 | |
Rr | −0.06 | 0.05 | −0.08 | −1.21 | 0.23 | 0.52 | 1.94 | |
Rs | 0.08 | 0.06 | 0.09 | 1.39 | 0.17 | 0.49 | 2.05 |
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Fields of Study | Total Population | Respondents | Response Rate | Years of Study and No. of Respondents | |||
---|---|---|---|---|---|---|---|
1 | 2 | 3 | 4 | ||||
1. Engineering and management | 573 | 218 | 38.0% | 74 | 57 | 52 | 36 |
2. Economics and business | 7409 | 174 | 2.3% | 72 | 61 | 24 | 15 |
Total sample | 7982 | 392 | 5.0% | 146 | 118 | 77 | 51 |
No. | Percent | |
---|---|---|
Gender | ||
Male | 118 | 30% |
Female | 274 | 70% |
Total | 392 | 100% |
Year of study | ||
1 | 146 | 37% |
2 | 118 | 30% |
3 | 77 | 20% |
4 | 51 | 13% |
Total | 392 | 100% |
Field of study (University) | ||
Engineering and management (GATU) | 218 | 56% |
Economics and business (AICU) | 174 | 44% |
Total | 392 | 100% |
Work experience | ||
No experience | 245 | 63% |
Up to one year of experience | 96 | 24% |
1–3 years of experience | 32 | 8% |
More than 3 years of experience | 19 | 5% |
Total | 392 | 100% |
Age | ||
Students aged 18 to 19 | 112 | 29% |
Students aged 20 | 117 | 30% |
Students aged 21 | 78 | 20% |
Students aged 22 | 51 | 13% |
Students aged 23 | 16 | 4% |
Students over 23 years old | 18 | 4% |
Total | 392 | 100% |
Country | ||
Romania | 314 | 80% |
Republic of Moldova | 78 | 20% |
Total | 392 | 100% |
Objectives | Methods, Techniques, and Tools Used |
---|---|
Construction of reliability testing | Alpha Cronbach |
Description of the data | Descriptive statistics, correlation analyses |
Evaluation of determinations between variables | ANOVA test, multiple regression analyses, Mann–Whitney U test |
Scope | Valid Cases | Excluded Cases | Total Cases | Cronbach’s Alpha | Cronbach’s Alpha Based on Standardized Items | No. of Items |
---|---|---|---|---|---|---|
All variables (EI, EM, R) | 392 | 0 | 392 | 0.921 | 0.929 | 53 |
Entrepreneurial Intention (EI) | 392 | 0 | 392 | 0.815 | 0.822 | 10 |
Entrepreneurial Mindset (EM) | 392 | 0 | 392 | 0.807 | 0.826 | 18 |
Resilience (R) | 392 | 0 | 392 | 0.895 | 0.902 | 25 |
Variables | N | Minimum | Maximum | Mean | Std. Deviation | Variance |
---|---|---|---|---|---|---|
EI | 392 | 1.10 | 5 | 3.40 | 0.70 | 0.49 |
EM | 392 | 2.44 | 5 | 4.02 | 0.44 | 0.20 |
R | 392 | 2.04 | 5 | 4.03 | 0.51 | 0.26 |
Rh | 392 | 2.29 | 5 | 4.18 | 0.59 | 0.34 |
Rc | 392 | 2.40 | 5 | 3.94 | 0.60 | 0.36 |
Ra | 392 | 1.67 | 5 | 4.09 | 0.65 | 0.42 |
Rm | 392 | 1.25 | 5 | 3.91 | 0.70 | 0.48 |
Ro | 392 | 1.00 | 5 | 3.79 | 0.85 | 0.72 |
Rr | 392 | 1.00 | 5 | 3.83 | 0.88 | 0.77 |
Rs | 392 | 1.00 | 5 | 4.26 | 0.77 | 0.59 |
G | 392 | 1 | 2 | 1.70 | 0.459 | 0.211 |
Y | 392 | 1 | 4 | 2.14 | 1.171 | 1.372 |
F | 392 | 1 | 2 | 1.44 | 0.497 | 0.247 |
We | 392 | 1 | 4 | 1.55 | 0.838 | 0.703 |
A | 392 | 1 | 6 | 2.48 | 1.372 | 1.882 |
C | 392 | 1 | 2 | 1.20 | 0.400 | 0.160 |
EI | EM | R | Rh | Rc | Ra | Rm | Ro | Rr | Rs | G | Y | F | We | A | C | |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
EI | 1 | 0.39 ** | 0.37 ** | 0.35 ** | 0.27 ** | 0.27 ** | 0.26 ** | 0.27 ** | 0.20 ** | 0.33 ** | −0.01 | −0.08 | −0.24 ** | 0.06 | −0.09 | 0.06 |
EM | 0.40 ** | 1 | 0.71 ** | 0.70 ** | 0.54 ** | 0.60 ** | 0.38 ** | 0.41 ** | 0.47 ** | 0.57 ** | 0.18 ** | −0.05 | 0.05 | 0.12 * | −0.04 | −0.04 |
R | 0.37 ** | 0.71 ** | 1 | 0.89 ** | 0.78 ** | 0.76 ** | 0.67 ** | 0.66 ** | 0.70 ** | 0.74 ** | 0.13 ** | −0.07 | 0.04 | 0.09 | −0.08 | −0.08 |
Rh | 0.35 ** | 0.70 ** | 0.89 ** | 1 | 0.60 ** | 0.60 ** | 0.52 ** | 0.49 ** | 0.57 ** | 0.68 ** | 0.13* | −0.03 | 0.03 | 0.06 | −0.06 | −0.09 |
Rc | 0.27 ** | 0.54 ** | 0.78 ** | 0.60 ** | 1 | 0.54 ** | 0.43 ** | 0.43 ** | 0.47 ** | 0.54 ** | 0.14 ** | −0.03 | 0.07 | 0.06 | −0.07 | −0.04 |
Ra | 0.27 ** | 0.61 ** | 0.76 * | 0.61 ** | 0.55 ** | 1 | 0.35 ** | 0.53 ** | 0.60 ** | 0.48 ** | 0.07 | −0.04 | 0.03 | 0.17 ** | 0.00 | −0.02 |
Rm | 0.26 ** | 0.38 ** | 0.67 ** | 0.52 ** | 0.43 ** | 0.35 ** | 1 | 0.31 ** | 0.29 ** | 0.44 ** | 0.16 ** | −0.08 | 0.05 | 0.02 | −0.11 * | −0.07 |
Ro | 0.27 ** | 0.42 ** | 0.69 ** | 0.49 ** | 0.43 ** | 0.53 ** | 0.30 ** | 1 | 0.54 ** | 0.43 ** | −0.02 | −0.08 | 0.00 | 0.10 | −0.05 | −0.05 |
Rr | 0.20 ** | 0.47 ** | 0,7 ** | 0.57 ** | 0.47 ** | 0.60 ** | 0.29 ** | 0.54 ** | 1 | 0.39 ** | −0.06 | −0.05 | 0.04 | 0.05 | −0.05 | −0.10 |
Rs | 0.33 ** | 0.59 ** | 0.74 ** | 0.68 ** | 0.54 ** | 0.48 ** | 0.44 ** | 0.43 ** | 0.39 ** | 1 | 0.19 ** | −0.04 | −0.01 | 0.04 | −0.04 | −0.03 |
G | −0.01 | 0.18 ** | 0.13 ** | 0.13 * | 0.14 ** | 0.07 | 0.16 ** | −0.02 | −0.06 | 0.19 ** | 1 | −0.03 | 0.09 | −0.10 | −0.10 | 0.05 |
Y | −0.08 | −0.05 | −0.07 | −0.03 | −0.04 | −0.04 | −0.08 | −0.08 | −0.05 | −0.04 | −0.03 | 1 | −0.08 | 0.28 ** | 0.75 ** | −0.01 |
F | −0.24 ** | 0.05 | 0.04 | 0.03 | 0.07 | 0.03 | 0.05 | 0.00 | 0.04 | −0.01 | 0.09 | −0.08 | 1 | −0.09 | 0.00 | −0.19 ** |
We | 0.06 | 0.18 * | 0.09 | 0.06 | 0.06 | 0.17 ** | 0.02 | 0.10 | 0.05 | 0.04 | −0.10 | 0.28 ** | −0.09 | 1 | 0.39 ** | −0.07 |
A | −0.09 | −0.04 | −0.08 | −0.06 | −0.07 | 0.00 | −0.11 * | −0.05 | −0.05 | −0.04 | −0.10 | 0.75 ** | 0.00 | 0.39 ** | 1 | −0.03 |
C | 0.06 | −0.04 | −0.08 | −0.09 | −0.04 | −0.02 | −0.07 | −0.05 | −0.10 | −0.03 | 0.05 | −0.01 | −0.19 ** | −0.07 | −0.03 | 1 |
Variables | Model 1 | ||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
M1 | M1-G1 | M1-G2 | M1-F 1 | M1-F 2 | M1-C1 | M1-C2 | M1-Y1 | M1-Y4 | M1-We1 | M1-We2 | M1-A1 | M1-A3 | |
Constant | 0.72 (0.02) | 0.84 (0.07) | 0.50 (0.21) | 0.37 (0.31) | 0.89 (0.06) | 0.58 (0.08) | 1.35 (0.08) | 0.87 (0,7) | −0.25 (0.71) | 0.98 (0.01) | 0.53 (0.35) | 1.09 (0.05) | 0.68 (0.36) |
EM | 0.41 (0.00) | 0.31 (0.06) | 0.50 (0.00) | 0.54 (0.00) | 0.27 (0.11) | 0.93 (0.00) | 0.42 (0.06) | 0.77 (0.00) | 0.58 (0.03) | 0.47 (0.00) | 0.13 (0.50) | 0.67 (0.00) | 0.16 (0.55) |
R | 0.25 (0.00) | 0.34 (0.02) | 0.21 (0.06) | 0.26 (0.02) | 0.30 (0.04) | 0.30 (0.00) | 0.12 (0.53) | −0.12 (0.35) | 0.34 (0.09) | 0.13 (0.27) | 0.59 (0.00) | −0.08 (0.62) | 0.51 (0.03) |
R2 | 0.17 | 0.23 | 0.17 | 0.26 | 0.14 | 0.20 | 0.10 | 0.21 | 0.42 | 0.14 | 0.27 | 0.16 | 0.17 |
R2 Adj. | 0.17 | 0.22 | 0.16 | 0.26 | 0.13 | 0.19 | 0.07 | 0.20 | 0.39 | 0.13 | 0.25 | 0.15 | 0.15 |
D-B Test | 1.95 | 1.88 | 1.81 | 2.27 | 1.97 | 1.83 | 1.94 | 1.84 | 2.13 | 1.81 | 1.83 | 2.19 | 1.74 |
F Test | 40.96 | 17,3 | 26.78 | 28.26 | 14.38 | 28.37 | 3.97 | 19.07 | 17.14 | 19.03 | 17.13 | 10.39 | 7.81 |
F Sig. | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.02 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
Std.Dev. | 0.99 | 0.99 | 0.99 | 0.99 | 0.99 | 0.99 | 0.98 | 0.99 | 0.98 | 0.99 | 0.99 | 0.99 | 0.99 |
Variables | Model 2 | ||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
M2 | M2- G1 | M2- G2 | M2- F 1 | M2- F 2 | M2- C1 | M2- C2 | M2- Y1 | M2- Y2–4 | M2- We1 | M2- We2 | M2- A1 | M2- A3 | |
Constant | 0.68 (0.03) | 0.77 (0.11) | 0.34 (0.41) | 0.31 (0.41) | 0.90 (0.07) | 0.63 (0.06) | 1.33 (0.09) | 0.87 (0.07) | 0.85 (0.03) | 0.98 (0.01) | 0.10 (0.85) | 0.95 (0.10) | 0.63 (0.08) |
EM | 0.43 (0.00) | 0.35 (0.08) | 0.49 (0.00) | 0.54 (0.00) | 0.32 (0.09) | 0.42 (0.00) | 0.37 (0.11) | 0.86 (0.00) | 0.12 (0.40) | 0.46 (0.00) | 0.33 (0.06) | 0.75 (0.00) | 0.31 (0.02) |
Rh | 0.06 (0.52) | −0.13 (0.42) | 0.13 (0.30) | 0.04 (0.72) | 0.08 (0.64) | 0.11 (0.33) | 0.04 (0.84) | −0.09 (0.56) | 0.14 (0.28) | 0.10 (0.48) | 0.03 (0.84) | 0.05 (0.77) | 0.06 (0.60) |
Rc | −0.001 (0.90) | 0.23 (0.04) | −0.11 (0.26) | 0.03 (0.69) | 0.00 (0.99) | −0.07 (0.41) | 0.22 (0.18) | −0.16 (0.12) | 0.11 (0.29) | −0.04 (0.70) | 0.05 (0.68) | −0.21 (0.11) | 0.07 (0.41) |
Ra | −0.01 (0.87) | 0.06 (0.60) | −0.05 (0.59) | 0.02 (0.84) | −0.04 (0.76) | −0.06 (0.50) | 0.10 (0.54) | 0.01 (0.93) | −0.04 (0.69) | −0.06 (0.54) | 0.08 (0.53) | 0.06 (0.67) | −0.06 (0.47) |
Rm | 0.08 (0.13) | 0.06 (0.55) | 0.13 (0.06) | 0.13 (0.04) | 0.06 (0.48) | 0.08 (0.20) | 0.12 (0.34) | 0.18 (0.04) | 0.06 (0.42) | 0.03 (0.71) | 0.22 (0.02) | 0.12 (0.23) | 0.08 (0.26) |
Ro | 0.09 (0.06) | 0.13 (0.87) | 0.13 (0.04) | 0.01 (0.82) | 0.18 (0.03) | 1.56 (0.00) | 0.24 (0.04) | −0.08 (0.92) | 0.13 (0.03) | 0.07 (0.30) | 0.13 (0.09) | −0.02 (0.80) | 0.14 (0.02) |
Rr | −0.61 (0.23) | 0.05 (0.62) | 0.13 (0.04) | −0.08 (0.19) | −0.04 (0.61) | 0.04 (0.15) | 0.14 (0.22) | 0.00 (0.98) | −0.08 (0.21) | −0.06 (0.38) | 0.10 (0.21) | −0.08 (0.39) | −0.54 (0.37) |
Rs | 0.83 (0.17) | 0.07 (0.41) | 0.15 (0.07) | 0.11 (0.03) | 0.01 (0.88) | 0.07 (0.06) | 0,5 (0.68) | −0.12 (0.17) | 0.19 (0.02) | 0.09 (0.29) | 0.09 (0.25) | −0.05 (0.67) | 0.14 (0.05) |
R2 | 0.19 | 0.26 | 0.21 | 0.29 | 0.17 | 0.23 | 0.22 | 0.25 | 0.22 | 0.15 | 0.28 | 0.20 | 0.22 |
R2 Adj. | 0.17 | 0.21 | 0.19 | 0.26 | 0.12 | 0.21 | 0.13 | 0.21 | 0.20 | 0.12 | 0.24 | 0.14 | 0.20 |
D-B Test | 1.95 | 1.89 | 1.79 | 2.31 | 2.03 | 1.88 | 1.87 | 1.81 | 1.94 | 1.82 | 1.89 | 2.17 | 1.90 |
F Test | 11.21 | 4.77 | 9.03 | 10.65 | 4.07 | 4.07 | 2.42 | 4.82 | 8.47 | 5.28 | 6.65 | 3.31 | 9.53 |
F Sig. | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.02 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
Std.Dev. | 0.99 | 0.97 | 0.99 | 0.98 | 0.98 | 0.97 | 0.95 | 0.97 | 0.98 | 0.98 | 0.97 | 0.96 | 0.97 |
Gen (G) | Field (F) | Country (C) | |||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Mean Rank | Mann–Whitney U | Mean Rank | Mann–Whitney U | Mean Rank | Mann–Whitney U | ||||||||||
1 | 2 | MWU | Z | Sig. | 1 | 2 | MWU | Z | Sig. | 1 | 2 | MWU | Z | Sig. | |
EI | 197.36 | 196.13 | 16,064 | −0.10 | 0.92 | 219.02 | 174.0 | 14,057 | −4.41 | 0.00 | 193.67 | 207.90 | 60,811 | −0.94 | 0.32 |
Year of study (Y) | Age (A) | Work experience (We) | |||||||||||||
Mean Rank | Mann–Whitney U | Mean Rank | Mann–Whitney U | Mean Rank | Mann–Whitney U | ||||||||||
1 | 2 | MWU | Z | Sig. | 1 | 2 | MWU | Z | Sig. | 1 | 2 | MWU | Z | Sig. | |
EI | 214.99 | 185.53 | 15,258 | −2.49 | 0.01 | 187.97 | 210.72 | 15,917 | −1.93 | 0.05 | 203.20 | 193.82 | 14,929 | −0.74 | 0.46 |
Source | H1 | H2 | H2.1 | H2.2 | H2.3 | H2.4 | H2.5 | H2.6 | H2.7 | H3.1 | H3.2 | H3.3 | H3.4 | H3.5 | H3.6 |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Descriptive statistic | - | - | - | - | - | - | - | - | - | c | pc | c | i | c | i |
Regression analysis | c | c | i | pc | i | pc | pc | pc | pc | - | - | - | - | - | - |
Mann–Whitney U test | - | - | - | - | - | - | - | - | - | c(si) | c | c | c(si) | i | i |
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Tudose, M.B.; Lazarescu, R.P.; Clipa, R.I. Economists vs. Engineers—Assessing Students’ Entrepreneurial Intentions from the Perspective of Mindset and Resilience. Adm. Sci. 2025, 15, 284. https://doi.org/10.3390/admsci15070284
Tudose MB, Lazarescu RP, Clipa RI. Economists vs. Engineers—Assessing Students’ Entrepreneurial Intentions from the Perspective of Mindset and Resilience. Administrative Sciences. 2025; 15(7):284. https://doi.org/10.3390/admsci15070284
Chicago/Turabian StyleTudose, Mihaela Brindusa, Raluca Petronela Lazarescu, and Raluca Irina Clipa. 2025. "Economists vs. Engineers—Assessing Students’ Entrepreneurial Intentions from the Perspective of Mindset and Resilience" Administrative Sciences 15, no. 7: 284. https://doi.org/10.3390/admsci15070284
APA StyleTudose, M. B., Lazarescu, R. P., & Clipa, R. I. (2025). Economists vs. Engineers—Assessing Students’ Entrepreneurial Intentions from the Perspective of Mindset and Resilience. Administrative Sciences, 15(7), 284. https://doi.org/10.3390/admsci15070284