SPECIFICS OF APPLICATION OF MATHEMATICAL AND STATISTICAL METHODS IN STUDIES OF PERSONAL WELL-BEING IN UKRAINE
Author (s): Danylchenko T. V.
Work place:
Danylchenko T. V.,
Doctor of Sciences (Psychology), Assistant Professor;
Professor of the Department of Psychology;
Academy of the State Penitentiary Service, Chernihiv, Ukraine;
ORSID: 0000-0001-8809-0132
Language: Ukrainian
Scientific Herald of Sivershchyna. Series: Education. Social and Behavioural Sciences 2021. № 1 (6): 56–76
https://doi.org/10.32755/sjeducation.2021.01.056
Personal well-being has been actively studied over the past two decades regarding the social practice demands. However, it is an extremely complex multi-concept which is difficult to verify. The article analyzes the mathematical and statistical methods used in Ukrainian studies of the phenomenon of personal well-being over the past five years. Firstly, the study shows that in domestic publications (especially articles) the importance is not given to the mathematical and statistical methods.
Secondly, typical tasks in the study of personal well-being are the description of primary data, the study of similarity (Student’s t-test, Mann-Whitney’s U-test, Kraskal-Wallace’s H-test, Wilcoxon’s T-test, ANOVA) and the study of dependencies (Pearson’s correlation coefficient, Spearman’s rank-order correlation coefficient).
Thirdly, correlation analysis is still one of the main analysis statistical tools over the past five years according the study of the links between well-being and other psychological phenomena. Since well-being is a highly complex system characterized by the presence of recurrent relationships and nonlinearity, it is important to use the synergetic paradigm and modern mathematical and statistical means of data analysis (Data mining), which allow to characterize systems characterized by ambiguity and uncertainty.
Fourthly, application of new modern statistical methods is not yet widespreaded. When studying the phenomenon of personal well-being, the practice of processing small databases within the framework of applied statistics continues. Structural modeling, which makes it possible to confirm multidimensional models of well-being, is not widespreaded.
Application of Bayesian networks of trust is quite promising, which are based on the concept of subjective probability, thus it is focused not on the study of objective reality, but on clarifying the individual’s ideas about it.
Key words: psychological well-being, mathematical and statistical analysis, subjective well-being, modeling, personal well-being.
References
- Hаbа, І.N. (2019), “Psychological well-being of student young people: gender aspects”, Theory and Practice of Modern Psychology, No. 1, Vol. 1, PP. 150–154.
- Ma, F., Shevchenko, R.P. and Karhina, N.V. (2020), “Student youth representation of psychological well-being: results of content analysis of works”, Insight: Psychological Dimensions of Society, No. 3, PP. 44-55, available at: https://doi.org/10.32999/2663-970X/2020-3-3. https://doi.org/10.32999/2663-970X/2020-3-3
- Levit, L.Z. (2016), Psychology of Development and Implementation of the Living Potential of the Subject: Doctor of Sciences (Psychology) thesis, Kyiv.
- Cummins, R. (1995), “On the trail of the gold standard for life satisfaction”, Social Indicators Research, Vol. 35, PP. 179–200. https://doi.org/10.1007/BF01079026
- Danylchenko, T.V. (2018), “Gender differences of experiencing of subjective social well-being”, European Journal of Education and Applied Psychology, Vol. 1, No. 1, PP. 1–10. https://doi.org/10.12973/ejper.1.1.1
- Arzamascev, A.A. and Zenkova, N.A. (2005), “Modeling of a psychological test using the apparatus of artificial neural networks”, Bulletin of Tambov State University, Vol. 10, Issue 2, PP. 176–183.
- Zenkova, N.A. (2009), “Modeling based on artificial neural networks as a research method in psychological science”, Bulletin of Tambov State University, Vol. 14, Issue 3, PP. 577–590.
- Chubukova, I.A. (2008), Data Mining, Internet University of Information Technologies, BINOM Laboratory of Knowledge, Мoscow.
- Minkov, M. (2009), “Predictors of differences in subjective well-being across 97 nation”, Cross-Cultural Research, Vol. 43, Issue 2, PP. 152–179. https://doi.org/10.1177/1069397109332239
- Gallagher, M.W., Lopez, S.J. and Preacher, K.J. (2009), “The hierarchical structure of well-being”, Journal of Personality, Vol. 77, No. 4, PP. 1025–1049. https://doi.org/10.1111/j.1467-6494.2009.00573.x
- Hisanaga, A. (2012), “The relationship between dialectical self and hedonic, eudaimonic, and social well-being”: Master’s theses, available at: http://thekeep.eiu.edu/theses/988 (accessed 5 May 2016)
- Vasylets, N.М. (2016), “Psychological well-being of the individual as a factor of public confidence in police officers”, Scientific Bulletin of Lviv State University of Internal Affairs, No. 1, PP. 12–20.
- Yermolaieva, Ye.S. (2017), “Parameters of psychological well-being of students”, Scientific Bulletin of Kherson State University, No. 4, Vol. 2, PP. 36–40.
- Kharchenko, А.S. and Goncharova, N.О. (2017), “Features of psychological well-being of students with different orientation types”, Psychology and Personality, No. 2 (12), PP. 186–194.
- Talko, А.Z. (2019), “Factors of Psychological Well-being in Adolescence. Current issues of Personal Growth”, Collection of Scientific Works, Proceedings of All-Ukrainian Scientific and Practical Conference for Young Scholars, Zhytomyr, April 19, 2019, Published by Ivan Franko State University, Zhytomyr, PP. 128–130.
- Karamushka, L.M., and Klochko, A.O. (2020), “The subjective well-being of managers of educational organizations: The connection with innovative management styles”, Current Psychological Problems: Collection of Scientific Works of the Kostiuk H.S. Institute of Psychology of the National Academy of Pedagogical Sciences of Ukraine, Vol 1, No. 55, PP.16–23.
- Igumnova, О.B., Dghyhun, L.М. and Rudenok, А.І. (2020), “Psychological well-being of future psychologists with different types of achieving motivation”, Bulletin of the National Aviation University. Series: Pedagogy. Psychology, No. 1(16), PP. 164–172. https://doi.org/10.18372/2411-264X.16.14694
- Dvornyk, M.S. (2020), “Electronic support of psychological well-being of servicemen: primary data analysis”, Problems of Political Psychology, No. 9, Vol. 23, PP. 54–71, available at: https://doi.org/10.33120/popp-Vol23-Year2020-46. https://doi.org/10.33120/popp-Vol23-Year2020-46
- Kovtun, V. (2017), “Features psychological well-being at different stages of ontogenesis”, Current Issues of Personal Growth: Collection of Scientific Works of the First Regional Student’s Conference, Published by Ivan Franko State University, Zhytomyr, PP. 35–37.
- Melnyk, O.V. and Lukomska, S.O. (2018), “Psychological well-being as a factor of social adaption of anti-terrorist operation participant”, Current Psychological Problems: Collection of Scientific Works of the Kostiuk H.S. Institute of Psychology of the National Academy of Pedagogical Sciences of Ukraine, Methodology and theory of psychology, No. 14, Vol. 1, Publisher Lysenko M.M., Kyiv – Nizhyn, PP. 233–242.
- Berezovska, L.I. (2020), “The impact of social networks on the individual’s psychological well-being”, Bulletin of the National University of Defense of Ukraine, No. 2(55), PP. 28–36.
- Fedotova, Т. (2018), “Features of subjective well-being as an indicator of mental health (on the example of state employees)”, Psychological perspectives, No. 31, PP. 280–291. https://doi.org/10.29038/2227-1376-2018-31-280-291
- Malimon, L. Ya. (2020), “The relationship between psychological well-being and job satisfaction of civil servants”, Psychological health of the organization’s personnel in the conditions of the: problems and technologies of application, Proceedings of the XIV International Scientific-Practical Online Conference on Organizational and Economic Psychology, May 21, 2020, Kyiv – Bila Tserkva, PP. 109–112.
- Danyliuk, I.V. and Kuprieieva, О. (2020), “Psychological well-being in the space of students’ self-realization”, Happiness and Contemporary Society: Conference Proceedings, Lviv, March, 20-21, 2020, SPOLOM, Lviv, PP. 63–66, available at: https://doi.org/10.31108/7.2020.14. https://doi.org/10.31108/7.2020.14
- Iurchynska, H.K. and Hruzynova, K.M. (2019), “Components of psychological well-being as indicators of personal self-realization”, Well-being of the individual sun well-being of the environment antinomy of the modern way of life: materials of a scientific-practical round table, Kyiv, April, 21, 2019, Kostiuk H.S. Institute of Psychology of the National Academy of Pedagogical Sciences of Ukraine, Kyiv, PP. 56–58.
- Pohorilska, N.I. and Marinina, V.M. (2019), “The relationship between personality traits and well-being in adolescence”, Well-being of the individual sun well-being of the environment antinomy of the modern way of life: materials of a scientific-practical round table, Kyiv, April, 21, 2019, Kostiuk H.S. Institute of Psychology of the National Academy of Pedagogical Sciences of Ukraine, PP. 34–36.
- Kovalchuk, O.S. and Kantsyrenko, O.V. (2016), “The relationship of social responsibility as a value with psychological well-being of Ukrainian youth”, Organizational Psychology. Economic Psychology, No. 1, PP. 37–44.
- Shylina, А.А. and Khreplivets, М.А. (2018), “Correlations of subjective alienation and psychological well-being for different aged persons”, Scientific Bulletin of Kherson State University, Issue 1, Vol. 1, PP. 222–227.
- Diomidova, N.Iu., Shaikhlislamov, Z.R. and Lazorenko, T.M. (2020), “Emotional intelligence as a factor in the psychological well-being of future psychologists”, Bulletin Skovoroda H.S. Kharkiv National Pedagogical University. Psychology, Issue 62, PP. 108–122.
- Zharikova, S.B. (2019), “Gender specificity of the interrelation between psychological well-being and differential types of reflection in first-year students”, Theory and Practice of Modern Psychology, No. 6, Vol. 1, РР. 43–46. https://doi.org/10.32840/2663-6026.2019.6-1.9
- Hruzynova, K.M. (2020), “Features of the relationship between the main components of the worldview and psychological well-being”, Scientific Bulletin of Kherson State University, Issue 3, PP. 14–22. https://doi.org/10.32999/ksu2312-3206/2020-3-2
- Riepina, O.H. and Dehtiarov, D.A. (2010), “Procedures for improving the quality of statistical processing in the analysis of empirical data in psychological research”, Bulletin of Dnipropetrovsk University. Series “Psychology”, Issue 16, No. 9/1, PP. 87–92.
- Bevzenko, L.D. (2002), “Social self-organization. Synergetic paradigm: Possibilities of social interpretation”, Institute of Sociology of the National Academy of Sciences of Ukraine, Kyiv.
- Kruhlov, K.O. and Blyskun, O.O. (2020), “Features of the subjective social well-being young employees in the organization”, Scientific Bulletin of Kherson State University, Issue 4, PP. 100–107. https://doi.org/10.32999/ksu2312-3206/2020-4-14
- Grankina-Sazonova, N.V. (2018), “The psychology students’ psychological well-being and hardiness”, Psychological Journal, No. 7(17), PP. 23–42. https://doi.org/10.31108/1.2018.7.17.2
- Shamich, О.M. (2019), “The psychological factors of Paralympic athletes’ subjective well-being”, Current problems of psychology. Collection of Scientific Works of the Kostiuk H.S. Institute of Psychology of the National Academy of Pedagogical Sciences of Ukraine, Vol. 6, Issue 15, PP. 376–384.
- Biron, B.V. (2018), “The positive personal traits as predictors of social well-being”, Theoretical and applied problems of psychology, No. 47(3), PP. 26–37.
- Volynets, N.V. (2020), “Structural components of personal well-being in the professional activity environment”, Collection of scientific works of the National Academy of the State Border Guard Service of Ukraine. Series: Psychological Sciences, No. 1(12), PP. 33–54.
- Pavlenko, H.V. (2020), “Personal dispositions as a resource of psychological well-being in the conditions of uncertainty”, Doctor of Sciences (Philosophy) thesis, Kharkiv.
- Kargina, N.V. (2018), “Resources and factors of psychological well-being of the person”, PhD in Psychology thesis, Odesa.
- Yezerska, N.V. (2018), “Psychological factors of subjective well-being of adolescents in conditions of a specialized boarding school”, PhD in Psychology thesis, Kyiv.
- Huliaieva, O.V. (2018). “Factors of the psychological well-being of the students with disabilities”, PhD in Psychology thesis, Kharkiv.
- Danylchenko, T.V. (2018), “Psychology of the Subjective Social Well-being”, Doctor of Sciences (Philosophy) thesis, Kyiv.
- Volynets, N.V. (2020), “Psychology of personal well-being of the staff of the State Border Guard Service of Ukraine”, Doctor of Sciences (Philosophy) thesis, Kyiv.
- Titov, I.H., Titova, T.Ie., Sedykh, K.V., Giacomuzzi, S., Ertl, M., Rabe, M. (2020), “Psychological well-being of the personality during the COVID-19 pandemic”, Psychology and Personality, No. 2(18), PP. 55–76. https://doi.org/10.33989/2226-4078.2020.2.211913
- Gimaeva, Yu. and Malofeykina, K.О. (2019), “Personal maturity and subjective well-being of full-time and part-time students at the university”. The Journal of V. N. Karazin Kharkiv National University. Series: Psychology, Issue 67, PP. 15–24, available at: https://doi.org/10.26565/2225-7756-2019-67-02
- Shtepa, O.S. (2016), “Psychological resourcefulness as a criterion of individual health”, Problems of Modern Psychology: Collection of research papers of Kamianets-Podilskyi Ivan Ohienko National University, G.S. Kostiuk Institute of Psychology at the National Academy of Pedagogical Science of Ukraine, Issue 32, Aksioma, Kamianets-Podilskyi, РP. 571–585.