The Motivational Intelligence Test-Questionnaire (MOTI): development and validation

Authors

DOI:

https://doi.org/10.17721/BPSY.2025.2(22).4

Keywords:

motivation, motivational intelligence, psychodiagnostic method, questionnaire, test, validation

Abstract

Background. The article presents the results of the development of a method for the psychological diagnosis of motivational intelligence (MI) in adults – the MotI test-questionnaire, which was the main objective of our work. In accordance with the theoretical criteria expressed in the works of M. Apter and H. Vechorkovska, a battery of 90 items was formed.

Methods. The survey involved 1332 individuals aged 18 to 71 years through the online service Google Forms. To confirm validity, the following instruments were applied: the Acceptance and Action Questionnaire (AAQ-II), the Personal Change Readiness Survey (PCRS), the Comprehensive assessment of Acceptance and Commitment Therapy processes (CompACT), the Self-organization of Activity (SOA) scale – an adaptation by Ye. Mandrykova of the English “Time Structure Questionnaire,” and the “Stylistic Self-Regulation of Human Behavior” technique. Data analysis was conducted using the software Statistica 10.0 and Jamovi 2.6.

Results. The content of the scales was determined by exploratory factor analysis, which made it possible to identify 9 factors that subsequently formed 10 scales. The final confirmation of the questionnaire structure was carried out by confirmatory factor analysis and SEM. The fit indices of the 10-factor model meet the required standards: RMSEA = 0,047; 90 % CI [0,045–0,049]; CFI = 0,90; TLI = 0,90; SRMR = 0,046. The internal consistency of the scales was tested using Cronbach’s alpha. Construct validity was examined, including convergent and divergent validity. The retest reliability of the questionnaire meets the required conditions. The normality of data distribution across the extracted scales was verified using the Kolmogorov–Smirnov, Liliefors, ShapiroWilk criterion, indicators of skewness and kurtosis Zscore. In some scales, a slight shift of the data distribution toward positive values was observed. The theoretical model demonstrated satisfactory agreement with the empirical data. Spearman’s test-retest correlation coefficients (n=215, p<0,001) indicate strong inter-functional relationships (r = 0.570–0.898), thus confirming good reliability of the method. The convergent validity of the method was confirmed by the identified correlations with similar indicators of other psychodiagnostic techniques.

Conclusions. Statistical analysis made it possible to establish a 10-factor structure of the questionnaire. The analysis of discriminant validity (intercorrelations of the scales of the developed method) confirmed the logical structure and semantic content of the scales. Construct validity was confirmed. Test-retest reliability was high for nine scales and sufficient for one scale.

Downloads

Download data is not yet available.

References

Buzko, N. (2022). Influence of anxiety on the motivation to achieve success. Actual Problems of Psychology in Educational Institutions, 1, 36–42. https://doi.org/10.31812/psychology.v1i.7565 [in Ukrainian].

Burlakova, I. A. (2022). Psychology of professional thinking, readiness for change (pp. 29–32). KRC PK Publishing. https://cpk.org.ua/wp-content/uploads/2023/03/psihologiya-profesijnogo-mislennya-gotovnist-do-zmin.-burlakova-i.a.pdf [in Ukrainian].

Burovska, I. (2021). Relationship between motivational-semantic orientations and personality factors in patients with diabetes mellitus. Psychological Journal, 7(3), 7–16. https://doi.org/10.31108/1.2021.7.3.1 [in Ukrainian].

Goleman, D. (2018). Emotional intelligence (S.-L. Humetska, Trans.). Vivat [in Ukrainian].

Hulko, H., & Lisova, A. (2015). The role of achievement motivation in the process of socialization of a gifted teenager. Bulletin of Taras Shevchenko National University of Kyiv. Psychology, 1(3), 22–26 https://psychology.bulletin.knu.ua/article/view/7633 [in Ukrainian].

Hupalovska, V., & Levus, N. (2014). Psychological features of motivational intelligence. Bulletin of Taras Shevchenko National University of Kyiv. Psychology, 1, 31–35 [in Ukrainian].

Levus, N. I., & Hupalovska, V. A. (2012). Models of motivational intelligence in students of different forms of education. Bulletin of Chernihiv National Pedagogical University. Series: Psychological Sciences, 1(103), 207–214 [in Ukrainian].

Levus, N. I., & Hupalovska, V. A. (2025). Standardization and interpretation of the scales of the "Motivational Intelligence Test". Bulletin of Lviv University. Series: Psychological Sciences, 24, 71–86. https://doi.org/10.30970/PS.2025.24.9 [in Ukrainian].

Shvalb, Yu. (2018). Motivational grounds of personal activity. Bulletin of Taras Shevchenko National University of Kyiv. Psychology, 1(8), 60–64 [in Ukrainian].

Shyroka, A. O., & Mykolaichuk, M. I. (2021). Adaptation of the Ukrainian version of the Acceptance and Action Questionnaire (AAQ-II) on normative and subclinical groups of subjects. Kherson State University Scientific Bulletin. Series: Psychological Sciences, 3, 101–112. https://doi.org/10.32999/ksu2312-3206/2021-3-14 [in Ukrainian].

Yatsiuk, M. V. (2023). Psychology of personal self-regulation (Psychological workshop). Vinnytsia Academy of Continuous Education [in Ukrainian].

Apter, M. J. (2007). Reversal Theory: The Dynamics of Motivation, Emotion, and Personality. Oneworld.

Asparouhov, T., & Muthén, B. (2023). Residual Structural Equation Models. Structural Equation Modeling: A Multidisciplinary Journal, 30(1), 1–31. https://doi.org/10.1080/10705511.2022.2074422

Boluarte-Carbajal, A., Salazar-Conde, M., Alata Vasquez, S., & Zegarra-López, A. (2023). Psychometric review of the perceived stress scale under CFA and Rasch models in Lima, Peru. Frontiers in Psychology, 14, 1–12. https://doi.org/10.3389/fpsyg.2023.1160466

Cole, V., & Lacey, C. H. (2023). Algorithms for Measurement Invariance Testing: Contrasts and Connections. Cambridge University Press. https://doi.org/10.1017/9781009303408

Comrey, A. L., & Lee, H. B. (1992). A First Course in Factor Analysis (2nd ed.). Lawrence Erlbaum Associates.

Deci, E. L., & Ryan, R. M. (2000). The "what" and "why" of goal pursuits: Human needs and the self-determination of behavior. Psychological Inquiry, 11(4), 227–268. https://doi.org/10.1207/S15327965PLI1104_01

Eliadis, A. (2023). Social intelligence and empathy; an integrated literature review. Journal of International Business Research, 22(4), 1–11.

Fenn, J., Tan, C.-S., & George, S. (2020). Development, validation and translation of psychological tests. BJPsych Advances, 26(5), 306–315. https://doi.org/10.1192/bja.2020.33

Francis, A. W., Dawson, D. L., & Golijani-Moghaddam, N. (2016). The development and validation of the Comprehensive assessment of Acceptance and Commitment Therapy processes (CompACT). Journal of Contextual Behavioral Science, 5(3), 134–145. https://doi.org/10.1016/j.jcbs.2016.05.003

Goretzko, D., Siemund, K., & Sterner, P. (2024). Evaluating Model Fit of Measurement Models in Confirmatory Factor Analysis. Educational and Psychological Measurement, 84(1), 123–144. https://doi.org/10.1177/00131644231163813

Klaassen, C. A. J., & van Es, B. (2024). Inference via the Skewness-Kurtosis Set. Journal of Statistical Planning and Inference, 230, 1–15. https://doi.org/10.1016/j.jspi.2023.12.001

Kumar, S., Sahney, S., & Sekar, S. (2024). An Overview of Social Intelligence: A Bibliometric and Morphological Analyses. Management and Labour Studies, 50(1), 102–128. https://doi.org/10.1177/0258042X241249817

Mayer, J. D., & Salovey, P. (1993). The Intelligence of Emotional Intelligence. Intelligence, 17(4), 433–442. https://doi.org/10.1016/0160-2896(93)90010-3

Miao, C., Humphrey, R. H., & Qian, S. (2017). A meta-analysis of emotional intelligence and work attitudes. Journal of Occupational and Organizational Psychology, 90(2), 177–202. https://doi.org/10.1111/joop.12167

Ryan, R. M., & Deci, E. L. (2020). Intrinsic and extrinsic motivation from a self-determination theory perspective: Definitions, theory, practices, and future directions. Contemporary Educational Psychology, 61, 1018–1060. https://doi.org/10.1016/j.cedpsych.2020.101860

Schweizer, K. (2023). Advances in Modeling Traits and Abilities in Test Construction. European Journal of Psychological Assessment, 39(1), 1–3. https://doi.org/10.1027/1015-5759/a000001

Sideridis, G., & Alghamdi, M. (2025). Corrected goodness-of-fit index in latent variable modeling using non-parametric bootstrapping. Frontiers in Psychology, 16, 1562305. https://doi.org/10.3389/fpsyg.2025.1562305

Slaney, K. L., Storey, J. E., & Barnes, J. (2011). Is my test valid? Guidelines for the practicing psychologist for evaluating the psychometric properties of measures. Canadian Journal of School Psychology, 26(1), 83–94. https://doi.org/10.1177/082834011409641

Vansteenkiste, M., & Mouratidis, A. (2016). Emerging trends and future directions for the field of motivation psychology: A special issue in honor of Prof. Dr. Willy Lens. Psychologica Belgica, 56(3), 317–341. https://doi.org/10.5334/pb.354

Wieczorkowska, G., & Burnstein, E. (2004). Individual Differences in Adaptation to Social Change. International Journal of Sociology, 34(3), 83–99. https://doi.org/10.1080/00207659.2004.11043135

Wieczorkowska, G., & Wierzbinski, J. (2007). The role of agency beliefs in transition. International Journal of Psychology, 42(2), 113–115. https://doi.org/10.1080/00207590600991369

Wieczorkowska-Wierzbińska, G. (2014). Psychological diagnosis of employees’ working style. Problemy Zarządzania, 12(45), 81–98. https://doi.org/10.7172/1644-9584.45.6

Published

30.12.2025

How to Cite

HUPALOVSKA, V., & LEVUS, N. (2025). The Motivational Intelligence Test-Questionnaire (MOTI): development and validation. Bulletin of Taras Shevchenko National University of Kyiv. Psychology, 2(22), 27-44. https://doi.org/10.17721/BPSY.2025.2(22).4