Creative Personality and Academic Achievement in Secondary School Students: Contributions to the Development of a Sustainable Future
Abstract
1. Introduction
2. Materials and Methods
2.1. Participants
2.2. Instruments
- Problem Identification and Solving Ability—indicates a person’s skill in facing and resolving problems, even in difficult or adverse situations.
- Independence, Creative Self-Concept, and Inventiveness—characteristic of creative individuals who foster creativity and innovation through art and the creation of new things.
- Enjoyment and Interest in Diverse Games and Openness to Experience—reflects a person’s ability to remain open to exploration, research, and learning about the unknown.
- Enjoyment of Intellectual Games and Learning—promotes the development of creativity and intelligence, fundamental aspects for generating novel ideas and creations.
- Enjoyment of Risk, Construction, and Sense of Humor—relates to the ability to create stories, novels, or fables as a form of emotional and intellectual expression, demonstrating the capacity to confront various challenges in their narratives.
2.3. Data Collection and Analysis Procedure
3. Results
4. Discussion and Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
References
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| Variable | N | M | SD | Min. | Max. | Skewness | Kurtosis |
|---|---|---|---|---|---|---|---|
| Factor 1: Problem Identification and Solving Ability | 124 | 1.84 | 0.52 | 0.60 | 3.00 | −0.385 | −0.153 |
| Factor 2: Independence, Creative Self-Concept, and Inventiveness | 125 | 1.86 | 0.57 | 0.50 | 3.00 | −0.133 | −0.243 |
| Factor 3: Enjoyment and Interest in Diverse Games and Openness to Experience | 125 | 1.66 | 0.60 | 0.20 | 3.00 | −0.011 | −0.583 |
| Factor 4: Enjoyment of Intellectual Games and Learning | 125 | 1.62 | 0.62 | 0.00 | 3.00 | −0.320 | 0.005 |
| Factor 5: Enjoyment of Risk, Construction, and Sense of Humor | 125 | 1.86 | 0.57 | 0.33 | 3.00 | −0.030 | −0.469 |
| Academic Performance in STEM Subjects | 124 | 6.14 | 1.86 | 1.67 | 9.67 | −0.209 | −0.409 |
| Academic Performance in Non-STEM Subjects | 124 | 6.76 | 1.85 | 1.17 | 9.50 | −0.922 | 0.500 |
| Sex | N | Mean Rank | U | Z | Sig. | Effect Size | |
|---|---|---|---|---|---|---|---|
| Factor 1: Problem Identification and Solving Ability | Males | 74 | 54.94 | 1290.500 | −2.873 | 0.004 | −0.258 |
| Females | 50 | 73.69 | |||||
| Factor 2: Independence, Creative Self-Concept, and Inventiveness | Males | 74 | 62.89 | 1879.000 | −0.041 | 0.968 | |
| Females | 51 | 63.16 | |||||
| Factor 3: Enjoyment and Interest in Diverse Games and Openness to Experience | Males | 74 | 56.73 | 1423.000 | −2.344 | 0.019 | −0.210 |
| Females | 51 | 72.10 | |||||
| Factor 4: Enjoyment of Intellectual Games and Learning | Males | 74 | 59.80 | 1650.000 | −1.200 | 0.230 | |
| Females | 51 | 67.65 | |||||
| Factor 5: Enjoyment of Risk, Construction, and Sense of Humor | Males | 74 | 67.88 | 1526.000 | −1.840 | 0.066 | |
| Females | 51 | 55.92 | |||||
| Academic Performance in STEM Subjects | Males | 73 | 59.58 | 1648.500 | −1.084 | 0.278 | |
| Females | 51 | 66.68 | |||||
| Academic Performance in Non-STEM Subjects | Males | 73 | 56.12 | 1395.500 | −2.368 | 0.018 | −0.212 |
| Females | 51 | 71.64 |
| F1 | F2 | F3 | F4 | F5 | Academic Performance in STEM Subjects | Academic Performance in Non-STEM Subjects | |
|---|---|---|---|---|---|---|---|
| F1: Problem Identification and Solving Ability | 1.000 | ||||||
| F2: Independence, Creative Self-Concept, and Inventiveness | 0.380 ** | 1.000 | |||||
| F3: Enjoyment and Interest in Diverse Games and Openness to Experience | 0.749 ** | 0.430 ** | 1.000 | ||||
| F4: Enjoyment of Intellectual Games and Learning | 0.482 ** | 0.116 | 0.526 ** | 1.000 | |||
| F5: Enjoyment of Risk, Construction, and Sense of Humor | 0.199 * | 0.359 ** | 0.319 ** | 0.186 * | 1.000 | ||
| Academic Performance in STEM Subjects | 0.347 ** | 0.049 | 0.246 ** | 0.222 * | −0.061 | 1.000 | |
| Academic Performance in Non-STEM Subjects | 0.432 ** | 0.130 | 0.328 ** | 0.315 ** | −0.020 | 0.879 ** | 1.000 |
| Non-Standardized Coefficients | Standardized Coefficients | ||||||
|---|---|---|---|---|---|---|---|
| Variables | B | SD | β | t | Sig. | Tolerance | VIF |
| Intercept (Academic Performance in STEM Subjects) | 4.458 | 0.759 | 5.875 | <0.001 | |||
| F1: Problem Identification and Solving Ability | 1.275 | 0.467 | 0.357 | 2.733 | 0.007 | 0.424 | 2.357 |
| F2: Independence, Creative Self-Concept, and Inventiveness | −0.397 | 0.336 | −0.120 | −1.180 | 0.240 | 0.705 | 1.419 |
| F3: Enjoyment and Interest in Diverse Games and Openness to Experience | 0.224 | 0.438 | 0.073 | 0.511 | 0.611 | 0.355 | 2.820 |
| F4: Enjoyment of Intellectual Games and Learning | 0.090 | 0.330 | 0.030 | 0.272 | 0.786 | 0.597 | 1.674 |
| F5: Enjoyment of Risk, Construction, and Sense of Humor | −0.245 | 0.307 | −0.075 | −0.798 | 0.427 | 0.809 | 1.236 |
| Non-Standardized Coefficients | Standardized Coefficients | ||||||
|---|---|---|---|---|---|---|---|
| Variables | B | SD | β | t | Sig. | Tolerance | VIF |
| Intercept (Academic Performance in STEM Subjects) | 4.380 | 0.731 | 5.990 | <0.001 | |||
| F1: Problem Identification and Solving Ability | 1.392 | 0.450 | 0.392 | 3.096 | 0.002 | 0.424 | 2.357 |
| F2: Independence, Creative Self-Concept, and Inventiveness | −0.204 | 0.324 | −0.062 | −0.630 | 0.530 | 0.705 | 1.419 |
| F3: Enjoyment and Interest in Diverse Games and Openness to Experience | 0.097 | 0.422 | 0.032 | 0.230 | 0.818 | 0.355 | 2.820 |
| F4: Enjoyment of Intellectual Games and Learning | 0.312 | 0.318 | 0.105 | 0.981 | 0.329 | 0.597 | 1.674 |
| F5: Enjoyment of Risk, Construction, and Sense of Humor | −0.258 | 0.296 | −0.080 | −0.871 | 0.385 | 0.809 | 1.236 |
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Sainz-Gómez, M.; Ruiz-Melero, M.J.; Lopes-Oliveira, S.; Bermejo, R. Creative Personality and Academic Achievement in Secondary School Students: Contributions to the Development of a Sustainable Future. Educ. Sci. 2026, 16, 577. https://doi.org/10.3390/educsci16040577
Sainz-Gómez M, Ruiz-Melero MJ, Lopes-Oliveira S, Bermejo R. Creative Personality and Academic Achievement in Secondary School Students: Contributions to the Development of a Sustainable Future. Education Sciences. 2026; 16(4):577. https://doi.org/10.3390/educsci16040577
Chicago/Turabian StyleSainz-Gómez, Marta, María José Ruiz-Melero, Silvia Lopes-Oliveira, and Rosario Bermejo. 2026. "Creative Personality and Academic Achievement in Secondary School Students: Contributions to the Development of a Sustainable Future" Education Sciences 16, no. 4: 577. https://doi.org/10.3390/educsci16040577
APA StyleSainz-Gómez, M., Ruiz-Melero, M. J., Lopes-Oliveira, S., & Bermejo, R. (2026). Creative Personality and Academic Achievement in Secondary School Students: Contributions to the Development of a Sustainable Future. Education Sciences, 16(4), 577. https://doi.org/10.3390/educsci16040577

