Psychological Resources of Students’ Professional Development
Abstract
Abstract
Background. Living conditions in modern society are marked by unprecedented volatility in economic and educational systems, presenting novel challenges for sustaining professional development trajectories of youth. This paradigm underscores the critical need to investigate psychological resources that foster career adaptability, particularly amidst escalating stress loads and uncertainty.
Objectives. The study had its purpose to investigate the psychological resources determining inter-individual variability in students’ career adaptability as the most important characteristic of the professional development of personality.
Study Participants. The study involved 1,701 Russian students (54.32% female) aged 16 to 25 years (M = 18.23, SD = 1.46).
Methods. The research was conducted using a cross-sectional design with valid and reliable psychodiagnostic questionnaires and modern data analysis methods, including machine learning. Data collection was carried out via the online platform "Testograf". Data processing was performed in MS Excel and JASP ver. 0.19.03. Statistical analysis included Spearman’s correlation, a machine learning classification algorithm (decision tree), and Kruskal–Wallis test.
Results. The study allowed to develop a model of predictors of students’ career adaptability. It shows that the most adaptive students, as a rule, have the developed skills of conscious self-regulation, a high level of psychological well-being, and a pronounced temporal orientation toward the future. For students who may have deficient regulatory resources, a greater level of psychological well-being combined with future orientation enhances the possibilities of professional realization. High chronic stress reduces career adaptability; however, this effect is observed only in case of deficient psychological resources, in particular, low levels of conscious self-regulation and psychological well-being.
Conclusions. Conscious self-regulation, psychological well-being, future orientation, and chronic stress severity are predictive for students’ career adaptability. The study emphasizes the importance of an integrated approach to understanding the mechanisms of professional development of young people, taking into account general patterns and individual differences in its trajectories. The practical prospects of the study are related to the development of psychological and pedagogical support programs for students aimed at improving their career adaptability through the development of conscious self-regulation skills (regulatory competencies), the formation of a positive time perspective, stress management, and psychological well-being maintenance.
References
Akkermans, J., da Motta Veiga, S.P., Hirschi, A., Marciniak, J. (2024). Career transitions across the lifespan: A review and research agenda. Journal of Vocational Behavior, 148, 103957. https://doi.org/10.1016/j.jvb.2023.103957
Akkermans, J., Paradniké, K., Van der Heijden, B.I., De Vos, A. (2018). The best of both worlds: The role of career adaptability and career competencies in students' well-being and performance. Frontiers in Psychology, 9, 1678. https://doi.org/10.3389/fpsyg.2018.01678
Amaral, F.A., Krägeloh, C., Henning, M.A., Moir, F. (2023). Career indecision, depressive symptoms, self-efficacy and negative thoughts when transitioning from high school: A scoping review. Australian Journal of Career Development, 32(2), 158-169. https://doi.org/10.1177/10384162231180339
Andre, L., Van Vianen, A.E., Peetsma, T.T., Oort, F.J. (2018). Motivational power of future time perspective: Meta-analyses in education, work, and health. PloS One, 13(1), e0190492. https://doi.org/10.1371/journal.pone.0190492
Arbona, C., Fan, W., Phang, A., Olvera, N., Dios, M. (2021). Intolerance of uncertainty, anxiety, and career indecision: A mediation model. Journal of Career Assessment, 29(4), 699-716. https://doi.org/10.1177/10690727211002564
Assana, S., Laohasiriwong, W., Rangseekajee, P. (2017). Quality of life, mental health and educational stress of high school students in the northeast of Thailand. Journal of Clinical and Diagnostic Research, 11(8), 1-6. https://doi.org/10.7860/JCDR/2017/29209.10429
Boo, S., Wang, C., Kim, M. (2021). Career adaptability, future time perspective, and career anxiety among undergraduate students: A cross-national comparison. Journal of Hospitality, Leisure, Sport & Tourism Education, 29(1), 100328. https://doi.org/10.1016/j.jhlste.2021.100328
Bouckenooghe, D., Kanar, A., Klehe, U.-C. (2022). A latent transition analysis examining the nature of and movement between career adaptability profiles. Journal of Vocational Behavior, 136, 103728. https://doi.org/10.1016/j.jvb.2022.103728
Bukharina, A.Y., Tolstykh, N.N. (2019). Time Perspective and Temporal Competence as Factors of Productive Learning Motivation. Sovremennaya zarubezhnaya psikhologiya = Journal of Modern Foreign Psychology, 8(2), 36-48. https://doi.org/10.17759/jmfp.2019080204
Charbuty, B., Abdulazeez, A. (2021). Classification based on decision tree algorithm for machine learning. Journal of Applied Science and Technology Trends, 2(1), 20-28.
Chen, Y., Liu, Y. (2021). Which Risk Factors Matter More for Psychological Distress during the COVID-19 Pandemic? An Application Approach of Gradient Boosting Decision Trees. International Journal of Environmental Research and Public Health, 18(11), 5879. https://doi.org/10.3390/ijerph18115879
Cleofas, J.V., Rocha, I.C.N., Parcon, R.G. (2023). COVID-19 pandemic anxiety, academic stress, and quality of life among college students in the Philippines: A mediation study. Jurnal Cakrawala Pendidikan, 42(1), 1-11. https://doi.org/10.21831/cp.v42i1.47590
Datu, J.A.D., Buenconsejo, J.U. (2021). Academic engagement and achievement predict career adaptability. The Career Development Quarterly, 69(1), 34-48. https://doi.org/10.1002/cdq.12247
Di Mario, S., Rollo, E., Gabellini, S., Filomeno, L. (2024). How Stress and Burnout Impact the Quality of Life Amongst Healthcare Students: An Integrative Review of the Literature. Teaching and Learning in Nursing, 19(4), 315-323. https://doi.org/10.1016/j.teln.2024.04.009
Diaconu-Gherasim, L.R., Țepordei, A.M., Labăr, A.V., Vîrgă, D., Măirean, C. (2024). University students' future time perspective and career adaptability: The mediating role of grit. The Career Development Quarterly, 72, 121-134. https://doi.org/10.1002/cdq.12348
Feng, Y., Akkermans, J., Jin, Q., Zhou, W. (2025). Forgone identity dwelling and career exploration: A self-regulatory perspective. Journal of Vocational Behavior, 104150. https://doi.org/10.1016/j.jvb.2025.104150
Fomina, T.G., Bondarenko, I.N. (2024). Validation of the Well-being Manifestations Measurement Scale (WBMMS) on a sample of Russian students. Lomonosov Psychology Journal, 47(2), 243-264. https://doi.org/10.11621/LPJ-24-23
Furtado, C., Lakshmipriya, E. (2025). Future Time Perspective, Perceived Personal Competence and Career Decision Making Among Pre-University Students. International Journal for Multidisciplinary Research, 7(2). URL: https://www.ijfmr.com/research-paper.php?id=40910 (accessed: 20.06.2025)
Gut, Yu.N. (2019). The role of time perspective in the process of professional self-determination and personal development. Vestnik Vyatskogo gosudarstvennogo universiteta = Herald of Vyatka State University, (3), 140-148. https://doi.org/10.25730/VSU.7606.19.045
Hartung, P.J., Savickas, M.L. (2024). Career Adapt-Abilities Scale (CAAS). In: Krägeloh, C.U., Alyami, M., Medvedev, O.N. (eds). International handbook of behavioral health assessment (pp. 1-18). Cham: Springer International Publishing.
Jia D., Yuan X. (2024). A Review of the Relationship between Health Behaviors and Career Adaptability among University Students. Journal of Medicine and Health Science, 2(4), 43-49. https://doi.org/10.62517/jmhs.202405407
Jia, Y., Hou, Z.J., Shen, J. (2022a). Adolescents' future time perspective and career construction: Career adaptability as mediator and hope as moderator. Journal of Career Development, 49(1), 202-217. https://doi.org/10.1177/0894845320926579
Jia, Y., Hou, Z.J., Zhang, H., Xiao, Y. (2022b). Future time perspective, career adaptability, anxiety, and career decision-making difficulty: Exploring mediations and moderations. Journal of Career Development, 49(2), 282-296. https://doi.org/10.1177/0894845320941922
Joseph, V.R. (2022). Optimal ratio for data splitting. Statistical Analysis and Data Mining: The ASA Data Science Journal, 15(4), 531-538. https://doi.org/10.1002/sam.11583
Kondratyuk, N.G., Burmistrova-Savenkova, A.V., Morosanova, V.I. (2023). What Determines Professional Plans in High School Students. Psikhologiya. Zhurnal vysshei shkoly ekonomiki = Psychology. Journal of the Higher School of Economics, 20(3), 500-522. https://doi.org/10.17323/1813-8918-2023-3-500-522
Kondratyuk, N.G., Potanina, A.M., Morosanova, V.I. (2025). Validation of the "Career Adapt-Abilities Scale" in students: the Russian context. Psikhologicheskii zhurnal = Psychological journal, 46(2), 96-109. https://doi.org/10.31857/S0205959225020106
Kondratyuk, N.G., Tsyganov, I.Y., Kolesnikova, I.M., Morosanova, V.I. (2021). Regulatory Resources and Person's Life Plans under Uncertainty Conditions during COVID-19 Lockdown in Russia. Vestnik Rossiiskogo universiteta druzhby narodov. Seriya: Psikhologiya i pedagogika = RUDN Journal of Psychology and Pedagogics, 15(1), 7-24. http://dx.doi.org/10.22363/2313-1683-2021-18-1-7-24
Kumar, D. (2020). Decision tree classifier: a detailed survey. International Journal of Information and Decision Sciences, 12(3), 246-269. https://doi.org/10.1504/IJIDS.2020.108141
Leskovets, Yu., Radzharaman, A., Ul'man, Dzh. (2016). Mining of Massive Datasets. Moscow: Press Publ.
Ling, H., Teng, S., Liu, X., Wu, J., Gu, X. (2022). Future work self salience and future time perspective as serial mediators between proactive personality and career adaptability. Frontiers in Psychology, 13, 824198. https://doi.org/10.3389/fpsyg.2022.824198
Magnano, P., Lodi, E., Zammitti, A., Patrizi, P. (2021). Courage, Career Adaptability, and Readiness as Resources to Improve Well-Being during the University-to-Work Transition in Italy. International Journal of Environmental Research and Public Health, 18(6), 2919. https://doi.org/10.3390/ijerph18062919
Masse, R., Poulin, C., Dassa, C., Lambert, J., Belair, S., Battaglini, A. (1998). The structure of mental health: higher-order confirmatory factor analyses of psychological distress and well-being measures. Social Indicators Research, 45(1-3), 475-504.
Merino-Tejedor, E., Hontangas, P.M., Petrides, K.V. (2018). Career adaptability mediates the effect of trait emotional intelligence on academic engagement. Revista de Psicodidáctica, 23(2), 77-85. https://doi.org/10.1016/j.psicoe.2017.10.002
Morosanova, V.I. (2021). Conscious self-regulation as a meta-resource for achieving goals and solving the problems of human activity. Lomonosov Psychology Journal, (1), 3-37. https://doi.org/10.11621/vsp.2021.01.01
Morosanova, V.I., Bondarenko, I.N., Dolivec, S.S. (2025). Academic stress and psychological resources for achieving educational goals. Obrazovanie i nauka = The Education and Science Journal, 27(2), 108-134. https://doi.org/10.17853/1994-5639-2025-2-108-134
Morosanova, V.I., Kondratyuk, N.G. (2020). V.I. Morosanova's "Self-regulation profile questionnaire - SRPQM 2020". Voprosy psikhologii = Questions of psychology, (4), 155-167.
Morosanova, V.I., Kondratyuk, N.G. (2022). The Contribution of Conscious Self-Regulation and Personality Traits to Professionally-Oriented Resources of Students. Pedagogy = Pedagogics, 86(2), 18.
Morosanova, V.I., Kondratyuk, N.G., Potanina, A.M. (2024). Regulatory Resources of Professional Self-Determination in Students Under Stress: Research Approaches and Theoretical Foundations. Lomonosov Psychology Journal, 47(2), 31-60. https://doi.org/10.11621/LPJ-24-14
Morosanova, V.I., Vanin, A.V. (2010). Role of individual features of time perspective and conscious self-regulation in high school students choosing a profession. Psikhologicheskie issledovaniya = Psychological Studies, (5), 5-13.
Morosanova, V.I., Zinchenko, Yu.P. (2024). A short questionnaire on acute and chronic stress: development and validation. Sibirskii psikhologicheskii zhurnal = Siberian Psychological Journal, (94), 6-22. https://doi.org/10.17223/17267080/94/1
Nestik, T.A., Nikishina, O.S. (2021). Attitudes towards the pandemic and individual time perspective: Russian validation of the short version of the Zimbardo Time Perspective Inventory (ZTPI-15). Yaroslavskii psikhologicheskii vestnik = Yaroslavl Psychological Bulletin, (3), 29-37.
Nikander, J., Tolvanen, A., Aunola, K., Ryba, T.V. (2022). The role of individual and parental expectations in student-athletes' career adaptability profiles. Psychology of Sport and Exercise, 59, 102127. https://doi.org/10.1016/j.psychsport.2021.102127
Oliveira, Í.M., Marques, C. (2024). The Role of Career Adaptability and Academic Engagement in College Student's Life Satisfaction. International Journal of Environmental Research and Public Health, 21(5), 596. https://doi.org/10.3390/ijerph21050596
Oztemel, K., Yıldız-Akyol, E. (2021). The predictive role of happiness, social support, and future time orientation in career adaptability. Journal of Career Development, 48(3), 199-212. https://doi.org/10.1177/0894845319840437
Parmentier, M., Pirsoul, T., Nils, F. (2022). Career adaptability profiles and their relations with emotional and decision-making correlates among Belgian undergraduate students. Journal of Career Development, 49(4), 934-950. https://doi.org/10.1177/08948453211005553
Ran, J., Liu, H., Yuan, Y., Yu, X. Dong, T. (2023). Linking Career Exploration, Self-Reflection, Career Calling, Career Adaptability and Subjective Well-Being: A Self-Regulation Theory Perspective. Psychology Research and Behavior Management, 16, 2805-2817. https://doi.org/10.2147/PRBM.S420666
Rudolph, C.W., Kooij, D.T., Rauvola, R.S., Zacher, H. (2018). Occupational future time perspective: A meta-analysis of antecedents and outcomes. Journal of Organizational Behavior, 39(2), 229-248. https://doi.org/10.1002/job.2264
Saporovskaya, M.V., Konzhin, S.I., Tikhomirova, E.V., Samokhvalova, A.G. (2023). Personal regulators for building the image of the future at different stages of professionalization. Teoreticheskaya i eksperimental'naya psikhologiya = Theoretical and Experimental Psychology, 16(4), 122-142. https://doi.org/10.11621/TEP-23-32
Savickas, M.L., Porfeli, E.J. (2012). Career adapt-abilities scale: Construction, reliability, and measurement equivalence across 13 countries. Journal of Vocational Behavior, 80(3), 661-673. https://doi.org/10.1016/j.jvb.2012.01.009
Tang, X., Tang, S., Ren, Z., Wong, D.F.K. (2019). Prevalence of depressive symptoms among adolescents in secondary school in mainland China: A systematic review and meta-analysis. Journal of Affective Disorders, 245, 498-507. https://doi.org/10.1016/j.jad.2018.11.043
Vashisht, S., Kaushal, P., Vashisht, R. (2023). Emotional intelligence, personality variables and career adaptability: a systematic review and meta-analysis. Vision, 27(3), 316-328. https://doi.org/10.1177/0972262921989877
Wang, N., Yan, Z., Cheng, D., Ma, X., Wang, W. (2024). Career adaptability and academic achievement among Chinese high school students: a person-centered longitudinal study. Journal of Youth and Adolescence, 53(3), 718-731. https://doi.org/10.1007/s10964-023-01884-6
Xu, Q., Zhang, C., Cui, Y., Hu, X., Yu, S. (2023). Career capital and well-being: the moderating role of career adaptability and identity of normal student. Social Indicators Research, 169(1), 235-253. https://doi.org/10.1007/s11205-023-03157-y
Zhai, Y., Du, X. (2024). Trends in Diagnosed Posttraumatic Stress Disorder and Acute Stress Disorder in US College Students, 2017-2022. JAMA Network Open, 7(5), e2413874. https://doi.org/10.1001/jamanetworkopen.2024.13874
Zhang, Y., Shi, P., Gao, M., Chang, H. (2022). Factors Influencing Aggressive Adolescent Behavior: An Analysis Using the Decision Tree Method. The Journal of Genetic Psychology, 183(6), 537-548. https://doi.org/10.1080/00221325.2022.2094213
Received: 03/17/2025
Revised: 04/24/2025
Accepted: 05/23/2025
Keywords: career adaptability; conscious self-regulation; psychological well-being; future orientation; chronic stress; decision tree; students
DOI: https://doi.org/10.11621/TEP-25-18
Available in the on-line version with: 23.06.2025
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