Soft Skills and Study-Related Factors: Direct and Indirect Associations with Academic Achievement and General Distress in University Students
Abstract
:1. Introduction
2. Soft Skills and Students’ Outcomes
3. Study-Related Factors and Students’ Outcomes
4. Theoretical Framework
5. Rationale of the Study and Hypotheses
6. Methods
7. Materials
7.1. Soft Skills
7.2. Study-Related Factors
7.3. Outcome Measures
7.4. Procedure
8. Data Analysis
9. Results
9.1. Factor Composition for Soft Skills and Motivational Beliefs
9.2. Path Analysis
9.3. Model Invariance
10. Discussion
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
References
- York, T.T.; Gibson, C.; Rankin, S. Defining and measuring academic success. Pract. Assess. Res. Eval. 2015, 20, 5. [Google Scholar]
- Richardson, M.; Abraham, C.; Bond, R. Psychological correlates of university students’ academic performance: A systematic review and meta-analysis. Psychol. Bull. 2012, 138, 353–387. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Auerbach, R.P.; Mortier, P.; Bruffaerts, R.; Alonso, J.; Benjet, C.; Cuijpers, P.; Demyttenaere, K.; Ebert, D.D.; Green, J.G.; Hasking, P.; et al. WHO World Mental Health Surveys International College Student Project: Prevalence and distribution of mental disorders. J. Abnorm. Psychol. 2018, 127, 623–638. [Google Scholar] [CrossRef] [PubMed]
- Liu, Y.; Zhang, N.; Bao, G.; Huang, Y.; Ji, B.; Wu, Y.; Liu, C.; Li, G. Predictors of depressive symptoms in college students: A systematic review and meta-analysis of cohort studies. J. Affect. Disord. 2019, 244, 196–208. [Google Scholar] [CrossRef]
- MacCann, C.; Jiang, Y.; Brown, L.E.R.; Double, K.S.; Bucich, M.; Minbashian, A. Emotional intelligence predicts academic performance: A meta-analysis. Psychol. Bull. 2019, 146, 150–186. [Google Scholar] [CrossRef]
- Martins, A.; Ramalho, N.; Morin, E. A comprehensive meta-analysis of the relationship between emotional intelligence and health. Personal. Individ. Differ. 2010, 49, 554–564. [Google Scholar] [CrossRef]
- Ben-Eliyahu, A. Academic emotional learning: A critical component of self-regulated learning in the emotional learning cycle. Educ. Psychol. 2019, 54, 84–105. [Google Scholar] [CrossRef]
- Mega, C.; Ronconi, L.; De Beni, R. What makes a good student? How emotions, self-regulated learning, and motivation contribute to academic achievement. J. Educ. Psychol. 2014, 106, 121–131. [Google Scholar] [CrossRef] [Green Version]
- Heckman, J.J.; Kautz, T. Hard evidence on soft skills. Labour Econ. 2012, 19, 451–464. [Google Scholar] [CrossRef] [Green Version]
- Khine, M.S.; Areepattamannil, S. (Eds.) Non-Cognitive Skills and Factors in Educational Attainment; Springer: Berlin, Germany, 2016. [Google Scholar]
- World Economic Forum. New Vision for Education: Unlocking the Potential of Technology; British Columbia Teachers’ Federation: Vancouver, BC, Canada, 2015. [Google Scholar]
- Park, N.; Peterson, C.; Seligman, M.E. Strengths of character and well-being. J. Soc. Clin. Psychol. 2004, 23, 603–619. [Google Scholar] [CrossRef] [Green Version]
- Robles, M.M. Executive perceptions of the top 10 soft skills needed in today’s workplace. Bus. Commun. Q. 2012, 75, 453–465. [Google Scholar] [CrossRef]
- Gajda, A.; Karwowski, M.; Beghetto, R.A. Creativity and academic achievement: A meta-analysis. J. Educ. Psychol. 2017, 109, 269–299. [Google Scholar] [CrossRef]
- Lam, K.K.L.; Zhou, M. Examining the relationship between grit and academic achievement within K–12 and higher education: A systematic review. Psychol. Sch. 2019, 56, 1654–1686. [Google Scholar] [CrossRef]
- Von Stumm, S.; Ackerman, P.L. Investment and intellect: A review and meta-analysis. Psychol. Bull. 2013, 139, 841–869. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Feraco, T.; Resnati, D.; Fregonese, D.; Spoto, A.; Meneghetti, C. Soft skills and extracurricular activities sustain motivation and self-regulated learning at school. J. Exp. Educ. 2021, 1–20. [Google Scholar] [CrossRef]
- Muenks, K.; Wigfield, A.; Yang, J.S.; O’Neal, C.R. How true is grit? Assessing its relations to high school and college students’ personality characteristics, self-regulation, engagement, and achievement. J. Educ. Psychol. 2017, 109, 599–620. [Google Scholar] [CrossRef]
- Credé, M.; Tynan, M.C.; Harms, P.D.J. Much ado about grit: Meta-analytic synthesis of the grit literature. J. Personal. Soc. Psychol. 2017, 113, 492–511. [Google Scholar] [CrossRef]
- Kashdan, T. Social anxiety spectrum and diminished positive experiences: Theoretical synthesis and meta-analysis. Clin. Psychol. Rev. 2007, 27, 348–365. [Google Scholar] [CrossRef]
- Spielberger, C.D.; Reheiser, E.C. Assessment of emotions: Anxiety, anger, depression, and curiosity. Appl. Psychol. Health Well-Being 2009, 1, 271–302. [Google Scholar] [CrossRef]
- Baas, M.; Nijstad, B.A.; Boot, N.C.; De Dreu, C.K. Mad genius revisited: Vulnerability to psychopathology, biobehavioral approach-avoidance, and creativity. Psychol. Bull. 2016, 142, 668–692. [Google Scholar] [CrossRef] [Green Version]
- Su, M.R.; Shum, K.K.M. The moderating effect of mindfulness on the mediated relation between critical thinking and psychological distress via cognitive distortions among adolescents. Front. Psychol. 2019, 10, 1455. [Google Scholar] [CrossRef]
- Litman, J.A.; Jimerson, T.L. The Measurement of Curiosity As a Feeling of Deprivation. J. Pers. Assess. 2004, 82, 147–157. [Google Scholar] [CrossRef]
- Peterson, C.; Seligman, M.E.P. Character Strengths and Virtues: A Handbook and Classification; Oxford University Press, American Psychological Association: Oxford, UK, 2004. [Google Scholar]
- Pintrich, P.R. A conceptual framework for assessing student motivation and self-regulated learning in college students. Educ. Psychol. Rev. 2004, 16, 385–407. [Google Scholar] [CrossRef] [Green Version]
- Duckworth, A.L.; Peterson, C.; Matthews, M.D.; Kelly, D.R. Grit: Perseverance and passion for long-term goals. J. Personal. Soc. Psychol. 2007, 92, 1087–1101. [Google Scholar] [CrossRef] [PubMed]
- Petrides, K.V.; Furnham, A. Trait emotional intelligence: Psychometric investigation with reference to established trait taxonomies. Eur. J. Personal. 2001, 15, 425–448. [Google Scholar] [CrossRef]
- Pekrun, R. The control-value theory of achievement emotions: Assumptions, corollaries, and implications for educational research and practice. Educ. Psychol. Rev. 2006, 18, 315–341. [Google Scholar] [CrossRef]
- Pekrun, R.; Lichtenfeld, S.; Marsh, H.W.; Murayama, K.; Goetz, T. Achievement emotions and academic performance: Longitudinal models of reciprocal effects. Child Dev. 2017, 88, 1653–1670. [Google Scholar] [CrossRef] [PubMed]
- Panadero, E. A review of self-regulated learning: Six models and four directions for research. Front. Psychol. 2017, 8, 422. [Google Scholar] [CrossRef] [Green Version]
- Durand-Bush, N.; McNeill, K.; Harding, M.; Dobransky, J. Investigating stress, psychological well-being, mental health functioning, and self-regulation capacity among university undergraduate students: Is this population optimally functioning? Can. J. Couns. Psychother. 2015, 49, 253–274. [Google Scholar]
- Bandura, A. Self-Efficacy: The Exercise of Control; Freeman: New York, NY, USA, 1997. [Google Scholar]
- Dweck, C.S.; Leggett, E.L. A social-cognitive approach to motivation and personality. Psychol. Rev. 1988, 95, 256–273. [Google Scholar] [CrossRef]
- Chemers, M.; Hu, L.; Garcia, B. Academic self-efficacy and first-year college student performance and adjustment. J. Educ. Psychol. 2001, 93, 55–64. [Google Scholar] [CrossRef]
- Costa, A.; Faria, L. Implicit theories of intelligence and academic achievement: A meta-analytic review. Front. Psychol. 2018, 9, 829. [Google Scholar] [CrossRef] [PubMed]
- Burnette, J.L.; Knouse, L.E.; Vavra, D.T.; O’Boyle, E.; Brooks, M.A. Growth mindsets and psychological distress: A meta-analysis. Clin. Psychol. Rev. 2020, 77, 101816. [Google Scholar] [CrossRef] [PubMed]
- Grøtan, K.; Sund, E.R.; Bjerkeset, O. Mental health, academic self-efficacy and study progress among college students—The SHoT Study, Norway. Front. Psychol. 2019, 10, 45. [Google Scholar] [CrossRef] [Green Version]
- Kareshki, H.; Mirdoraghi, F.; Hamzehlo, M. The role of students’ achievement goals in their mental health. J. Psychol. Stud. 2012, 8, 159–178. [Google Scholar] [CrossRef]
- Connor, K.M.; Davidson, J.R. Development of a new resilience scale: The Connor-Davidson Resilience Scale (CD-RISC). Depress. Anxiety 2003, 4, 76–82. [Google Scholar] [CrossRef]
- De Beni, R.; Zamperlin, C.; Meneghetti, C.; Cornoldi, C.; Fabris, M.; Tona, G.D.M.; Moè, A. Test AMOS-Abilitá e Motivazione allo Studio: Prove di Valutazione e Orientamento per la Scuola Secondaria di Secondo Grado e l’Università: Nuova Edizione. AMOS Test-Abilities and Motivation to Study: Assessment and Orientation Tasks for High School and University: New Edition; Edizioni Centro Studi Erickson: Trento, Italy, 2014. [Google Scholar]
- Fredrickson, B.L. The role of positive emotions in positive psychology: The broaden-and-build theory of positive emotions. Am. Psychol. 2001, 56, 218–226. [Google Scholar] [CrossRef]
- Alhadabi, A.; Karpinski, A.C. Grit, self-efficacy, achievement orientation goals, and academic performance in university students. Int. J. Adolesc. Youth 2020, 25, 519–535. [Google Scholar] [CrossRef] [Green Version]
- Datu, J.A.D.; Fong, R.W. Examining the association of grit with test emotions among Hong Kong Chinese primary school students. Sch. Psychol. Int. 2018, 39, 510–525. [Google Scholar] [CrossRef]
- Lauriola, M.; Litman, J.A.; Mussel, P.; De Santis, R.; Crowson, H.M.; Hoffman, R.R. Epistemic curiosity and self-regulation. Personal. Individ. Differ. 2015, 83, 202–207. [Google Scholar] [CrossRef]
- Wolters, C.A.; Hussain, M. Investigating grit and its relations with college students’ self-regulated learning and academic achievement. Metacognition Learn. 2015, 10, 293–311. [Google Scholar] [CrossRef]
- Villavicencio, F.T. Critical thinking, negative academic emotions, and achievement: A mediational analysis. Asia-Pac. Educ. Res. 2011, 20, 118–126. [Google Scholar]
- Richards, J.B.; Litman, J.; Roberts, D.H. Performance characteristics of measurement instruments of epistemic curiosity in third-year medical students. Med. Sci. Educ. 2013, 23, 355–363. [Google Scholar] [CrossRef]
- Goetz, T.; Bieg, M. Academic emotions and their regulation via emotional intelligence. In Psychosocial Skills and School Systems in the Twenty-First Century: Theory, Research, and Applications; Lipnevich, A.A., Preckel, F., Roberts, R.D., Eds.; Springer: Berlin, Germany, 2016; pp. 279–298. [Google Scholar]
- Phan, H.P. Relations between goals, self-efficacy, critical thinking and deep processing strategies: A path analysis. Educ. Psychol. 2009, 29, 777–799. [Google Scholar] [CrossRef]
- Vuong, Q.H. Mindsponge Theory; De Gruyter: Berlin, Germany, 2023. [Google Scholar]
- Stallman, H.M. Psychological distress in university students: A comparison with general population data. Aust. Psychol. 2010, 45, 249–257. [Google Scholar] [CrossRef]
- Casali, N.; Ghisi, M.; Meneghetti, C. The Role of General and Study-Related Intraindividual Factors on Academic Learning Outcomes under COVID-19: A Cross-Sectional and Longitudinal Analysis. Educ. Sci. 2022, 12, 101. [Google Scholar] [CrossRef]
- Ahmed, W.; van der Werf, G.; Kuyper, H.; Minnaert, A. Emotions, self-regulated learning, and achievement in mathematics: A growth curve analysis. J. Educ. Psychol. 2013, 105, 150–161. [Google Scholar] [CrossRef]
- Artino, A.R.; Jones, K.D. Exploring the complex relations between achievement emotions and self-regulated learning behaviors in online learning. Internet High. Educ. 2012, 15, 170–175. [Google Scholar] [CrossRef]
- Huang, C. Achievement goals and achievement emotions: A meta-analysis. Educ. Psychol. Rev. 2011, 23, 359–388. [Google Scholar] [CrossRef]
- Tang, W.K. Resilience and self-compassion related with achievement emotions, test anxiety, intolerance of uncertainty, and academic achievement. Psychol. Stud. 2019, 64, 92–102. [Google Scholar] [CrossRef]
- Voyer, D.; Voyer, S.D. Gender differences in scholastic achievement: A meta-analysis. Psychol. Bull. 2014, 140, 1174–1204. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Pekrun, R.; Goetz, T.; Frenzel, A.C.; Barchfeld, P.; Perry, R.P. Measuring emotions in students’ learning and performance: The Achievement Emotions Questionnaire (AEQ). Contemp. Educ. Psychol. 2011, 36, 36–48. [Google Scholar] [CrossRef] [Green Version]
- Bussey, K. The influence of gender on students’ self-regulated learning and performance. In Handbook of Self-Regulation of Learning and Performance; Schunk, D.H., Zimmerman, B.J., Eds.; Routledge: London, UK, 2011; pp. 426–441. [Google Scholar]
- Burnette, J.L.; O’Boyle, E.H.; VanEpps, E.M.; Pollack, J.M.; Finkel, E.J. Mind-sets matter: A meta-analytic review of implicit theories and self-regulation. Psychol. Bull. 2013, 139, 655–701. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Huang, C. Gender differences in academic self-efficacy: A meta-analysis. Eur. J. Psychol. Educ. 2013, 28, 1–35. [Google Scholar] [CrossRef]
- Erdogan, E.; Ozdogan, O.; Erdogan, M. University students’ resilience level: The effect of gender and faculty. Procedia Soc. Behav. Sci. 2015, 186, 1262–1267. [Google Scholar] [CrossRef] [Green Version]
- Wang, Y.A.; Rhemtulla, M. Power analysis for parameter estimation in structural equation modeling: A discussion and tutorial. Adv. Methods Pract. Psychol. Sci. 2021, 4, 1–17. [Google Scholar] [CrossRef]
- Littman-Ovadia, H. Short form of the VIA inventory of strengths: Construction and initial tests of reliability and validity. Int. J. Humanit. Soc. Sci. Educ. 2015, 2, 229–237. Available online: www.arcjournals.org (accessed on 2 June 2023).
- Feraco, T.; Casali, N.; Meneghetti, C. Do Strengths Converge into Virtues? An Item-, Virtue-, and Scale-Level Analysis of the Italian Values in Action Inventory of Strengths-120. J. Pers. Assess. 2022, 104, 395–407. [Google Scholar] [CrossRef]
- Pintrich, P.R.; Smith, D.; Garcia, T.; McKeachie, W. A Manual for the Use of the Motivated Strategies for Learning Questionnaire (MSLQ); National Center for Research to Improve Postsecondary Teaching and Learning: Ann Arbor, MI, USA, 1991. [Google Scholar]
- Moretti, G.; Giuliani, A.; Morini, A.L. Accrescere la consapevolezza degli studenti come soggetti in formazione: Utilizzo, e validazione del Motivated Strategies for Learning Questionnaire in Italia [Increase students’ awareness as trainee subjects: Use and validation of the Motivated Strategies for Learning Questionnaire in Italy]. G. Ital. Della Ric. Educ. 2018, 1, 115–131. [Google Scholar]
- Duckworth, A.L.; Quinn, P.D. Development and validation of the Short Grit Scale (Grit–S). J. Personal. Assess. 2009, 91, 166–174. [Google Scholar] [CrossRef]
- Sulla, F.; Renati, R.; Bonfiglio, S.; Rollo, D. Italian students and the Grit-S: A self-report questionnaire for measuring perseverance and passion for long-term goals. In Proceedings of the 2018 IEEE International Symposium on Medical Measurements and Applications (MeMeA), Rome, Italy, 11–13 June 2018. [Google Scholar] [CrossRef]
- Cooper, A.; Petrides, K. A psychometric analysis of the Trait Emotional Intelligence Questionnaire-Short Form (TEIQue-SF) using item response theory. J. Personal. Assess. 2010, 92, 449–457. [Google Scholar] [CrossRef] [PubMed]
- Di Fabio, A.; Palazzeschi, L. Proprietà psicometriche del Trait Emotional Intelligence Questionnaire Short Form (TEIQue-SF) nel contesto italiano [Psychometric properties of the Trait Emotional Intelligence Questionnaire Short Form (TEIQue-SF) in the Italian context] Counseling. G. Ital. Di Ric. E Appl. 2011, 4, 327–336. [Google Scholar] [CrossRef]
- Mega, C.; Moè, A.; Pazzaglia, F.; Rizzato, R.; Rossana, E.; Beni, D. Emozioni nello studio e successo accademico. Presentazione di uno strumento. [Study-related emotions and academic success. Presentation of a measure]. G. Ital. Di Psicol. 2007, 34, 451–464. [Google Scholar] [CrossRef]
- Lovibond, P.F.; Lovibond, S.H. The structure of negative emotional states: Comparison of the Depression Anxiety Stress Scales (DASS) with the Beck Depression and Anxiety Inventories. Behav. Res. Ther. 1995, 33, 335–343. [Google Scholar] [CrossRef]
- Bottesi, G.; Ghisi, M.; Altoè, G.; Conforti, E.; Melli, G.; Sica, C. The Italian version of the Depression Anxiety Stress Scales-21: Factor structure and psychometric properties on community and clinical samples. Compr. Psychiatry 2015, 60, 170–181. [Google Scholar] [CrossRef]
- RStudio Team. RStudio: Integrated Development for R. RStudio. 2020. Available online: http://www.rstudio.com/ (accessed on 2 June 2023).
- Zuo, J.; Zhao, X.; Nguyen, Q.B.M.; Ma, T.; Gao, S. Soft skills of construction project management professionals and project success factors. Eng. Constr. Archit. Manag. 2018, 25, 425–442. [Google Scholar] [CrossRef]
- Rosseel, Y. lavaan: An R package for structural equation modeling. J. Stat. Softw. 2012, 48, 1–36. [Google Scholar] [CrossRef] [Green Version]
- Feraco, T.; Resnati, D.; Fregonese, D.; Spoto, A.; Meneghetti, C. An Integrated Model of School Students’ Academic Achievement and Life Satisfaction. Linking Soft Skills, Extracurricular Activities, Self-Regulated Learning, Motivation, and Emotions. Eur. J. Psychol. Educ. 2022, 38, 109–130. [Google Scholar] [CrossRef]
- Van der Zanden, P.J.A.C.; Denessen, E.; Cillessen, A.H.N.; Meijer, P.C. Patterns of success: First-year student success in multiple domains. Stud. High. Educ. 2019, 44, 2081–2095. [Google Scholar] [CrossRef] [Green Version]
- Pajares, F. Gender and perceived self-efficacy in self-regulated learning. Theory Into Pract. 2002, 41, 116–125. [Google Scholar] [CrossRef]
- Vuong, Q.H.; Nguyen, M.H.; La, V.P. The Mindsponge and BMF Analytics for Innovative Thinking in Social Sciences and Humanities; De Gruyter: Berlin, Germany, 2022. [Google Scholar]
Soft Skill | Definition | Theory |
---|---|---|
Epistemic curiosity | Drive to know | Interest/deprivation theory of curiosity (I/D, [24]) |
Creativity | Thinking of new and effective ways to do things | Character strengths taxonomy [25] |
Critical thinking | Analyzing and questioning learning material | Pintrich’s [26] model on motivation and self-regulated learning |
Perseverance | Prolonged effort to achieve goals | Grit [27] |
Social awareness | Efficient interpersonal interaction | Trait emotional intelligence [28] |
Entire Sample (n = 606) | Females (n = 453) | Males (n = 151) | |
---|---|---|---|
Age | 22.74 (3.72) | 22.62 (3.67) | 23.09 (3.86) |
Origin | |||
Northern Italy | 464 (76.57%) | 343 (75.72%) | 121 (79.08%) |
Central Italy | 18 (2.97%) | 15 (3.31%) | 3 (1.96%) |
Southern Italy | 124 (20.46%) | 95 (20.97%) | 29 (18.95%) |
Cycle | |||
Bachelor’s | 362 (59.74%) | 271 (59.82%) | 91 (59.48%) |
Master’s | 163 (26.9%) | 114 (25.17%) | 49 (32.03%) |
Single cycle | 81 (13.37%) | 68 (15.01%) | 13 (8.5%) |
Course year | 2.57 (1.47) | 2.52 (1.41) | 2.7 (1.62) |
Area of study | |||
Health sciences | 217 (35.81%) | 185 (40.84%) | 32 (20.92%) |
Humanities | 149 (24.59%) | 123 (27.15%) | 26 (16.99%) |
Sciences | 92 (15.18%) | 72 (15.89%) | 76 (49.67%) |
Social sciences | 148 (24.42%) | 73 (16.11%) | 19 (12.42%) |
Disclaimer/Publisher’s Note: The statements, opinions and data contained in all publications are solely those of the individual author(s) and contributor(s) and not of MDPI and/or the editor(s). MDPI and/or the editor(s) disclaim responsibility for any injury to people or property resulting from any ideas, methods, instructions or products referred to in the content. |
© 2023 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
Share and Cite
Casali, N.; Meneghetti, C. Soft Skills and Study-Related Factors: Direct and Indirect Associations with Academic Achievement and General Distress in University Students. Educ. Sci. 2023, 13, 612. https://doi.org/10.3390/educsci13060612
Casali N, Meneghetti C. Soft Skills and Study-Related Factors: Direct and Indirect Associations with Academic Achievement and General Distress in University Students. Education Sciences. 2023; 13(6):612. https://doi.org/10.3390/educsci13060612
Chicago/Turabian StyleCasali, Nicole, and Chiara Meneghetti. 2023. "Soft Skills and Study-Related Factors: Direct and Indirect Associations with Academic Achievement and General Distress in University Students" Education Sciences 13, no. 6: 612. https://doi.org/10.3390/educsci13060612
APA StyleCasali, N., & Meneghetti, C. (2023). Soft Skills and Study-Related Factors: Direct and Indirect Associations with Academic Achievement and General Distress in University Students. Education Sciences, 13(6), 612. https://doi.org/10.3390/educsci13060612