The Affect Regulation-based Resilience Scale (ARRS) was developed as an integrative tool to assess adults' psychological resilience. Utilizing a two-phase approach, the process consisted of item generation followed by rigorous psychometric evaluation. Initial interviews informed item selection, which subsequent analyses including confirmatory factor analysis and validity and reliability analysis using two adult samples (n = 424 and n = 425). Criterion-related validity was established by examination relationships between the ARRS, and key constructs: psychological resilience, stress-related growth, emotion regulation, coping, depression, anxiety, stress, and subjective well-being. The scale was developed through theoretical and empirical validation, identifying four dimensions (inner resources and goal orientation, positive stress mindset, self and life evaluation, and sensitivity) and comprising 34 validated items. Results indicated satisfactory item performance and good fit for the four-factor model. The ARRS demonstrated significant positive correlations with psychological resilience, stress-related growth, cognitive reappraisal, and subjective well-being, while showing negative correlation with depression, anxiety, expressive suppression and stressr. By integrating coping and emotion-regulation approaches, the ARRS represents a psychometrically robust measure for assessing adults' psychological resilience.
| [1] |
Ahern, N. R., E. M. Kiehl, M. Lou Sole, and J. Byers. 2006. “A Review of Instruments Measuring Resilience.” Issues in Comprehensive Pediatric Nursing 29, no. 2: 103-125. https://doi.org/10.1080/01460860600677643.
|
| [2] |
Aldao, A., S. Nolen-Hoeksema, and S. Schweizer. 2010. “Emotion-Regulation Strategies Across Psychopathology: A Meta-Analytic Review.” Clinical Psychology Review 30, no. 2: 217-237. https://doi.org/10.1016/j.cpr.2009.11.004.
|
| [3] |
Bandura, A.1997. Self-Efficacy: The Exercise of Control. W H Freeman/Times Books/Henry Holt & Co.
|
| [4] |
Bonanno, G. A., S. A. Romero, and S. I. Klein. 2015. “The Temporal Elements of Psychological Resilience: An Integrative Framework for the Study of Individuals, Families, and Communities.” Psychological Inquiry 26, no. 2: 139-169. https://doi.org/10.1080/1047840X.2015.992677.
|
| [5] |
Bonsignore, M., K. Barkow, F. Jessen, and R. Heun. 2001. “Validity of the Five-Item WHO Well-Being Index (WHO-5) in an Elderly Population.” European Archives of Psychiatry and Clinical Neuroscience 251, no. Suppl 2: II27-II31. https://doi.org/10.1007/BF03035123.
|
| [6] |
Boullion, A., M. C. Withers, and M. Lippmann. 2021. “Mindsets: Investigating Resilience.” Personality and Individual Differences 174: 110669. https://doi.org/10.1016/j.paid.2021.110669.
|
| [7] |
Chen, W., G. Zhang, X. Tian, J. Luo, R. Gao, and T. Yang. 2020. “Test of the Emotion Regulation Questionnaire in the Middle School Students.” Chinese Mental Health Journal 34, no. 3: 206-211.
|
| [8] |
Chrousos, G. P.2009. “Stress and Disorders of the Stress System.” Nature Reviews Endocrinology 5, no. 7: 374-381. https://doi.org/10.1038/nrendo.2009.106.
|
| [9] |
Cohen, S., and T. A. Wills. 1985. “Stress, Social Support, and the Buffering Hypothesis.” Psychological Bulletin 98, no. 2: 310-357. https://doi.org/10.1037/0033-2909.98.2.310.
|
| [10] |
Compas, B. E., S. S. Jaser, A. H. Bettis, et al. 2017. “Coping, Emotion Regulation and Psychopathology in Childhood and Adolescence: A Meta-Analysis and Narrative Review.” Psychological Bulletin 143, no. 9: 939-991. https://doi.org/10.1037/bul0000110.
|
| [11] |
Connor, K. M., and J. R. Davidson. 2003. “Development of a New Resilience Scale: The Connor-Davidson Resilience Scale (CD-RISC).” Depression and Anxiety 18, no. 2: 76-82. https://doi.org/10.1002/da.10113.
|
| [12] |
Coote, H. M. J., and A. K. MacLeod. 2012. “A Self-Help, Positive Goal-Focused Intervention to Increase Well-Being in People With Depression.” Clinical Psychology & Psychotherapy 19, no. 4: 305-315. https://doi.org/10.1002/cpp.1797.
|
| [13] |
Creswell, J. D., E. K. Lindsay, D. K. Villalba, and B. Chin. 2019. “Mindfulness Training and Physical Health: Mechanisms and Outcomes.” Psychosomatic Medicine 81, no. 3: 224-232. https://doi.org/10.1097/PSY.0000000000000675.
|
| [14] |
Crum, A. J., P. Salovey, and S. Achor. 2013. “Rethinking Stress: The Role of Mindsets in Determining the Stress Response.” Journal of Personality and Social Psychology 104, no. 4: 716-733. https://doi.org/10.1037/a0031201.
|
| [15] |
Crum, A. J., E. Santoro, I. Handley-Miner, et al. 2023. “Evaluation of the “Rethink Stress” Mindset Intervention: A Metacognitive Approach to Changing Mindsets.” Journal of Experimental Psychology. General 152, no. 9: 2603-2622. https://doi.org/10.1037/xge0001396.
|
| [16] |
Dai, B. B., J. Li, and S. X. Liu. 2011. “Development of the Resilience Scale.” Chinese Mental Health Journal 25, no. 5: 385-388.
|
| [17] |
Den Hartigh, R. J. R., and Y. Hill. 2022. “Conceptualizing and Measuring Psychological Resilience: What Can We Learn From Physics?” New Ideas in Psychology 66: 100934. https://doi.org/10.1016/j.newideapsych.2022.100934.
|
| [18] |
Epel, E. S., A. D. Crosswell, S. E. Mayer, et al. 2018. “More Than a Feeling: A Unified View of Stress Measurement for Population Science.” Frontiers in Neuroendocrinology 49: 146-169. https://doi.org/10.1016/j.yfrne.2018.03.001.
|
| [19] |
Fletcher, D., and M. Sarkar. 2013. “Psychological Resilience: A Review and Critique of Definitions, Concepts, and Theory.” European Psychologist 18, no. 1: 12-23. https://doi.org/10.1027/1016-9040/a000124.
|
| [20] |
Folkman, S., and J. T. Moskowitz. 2000. “Positive Affect and the Other Side of Coping.” American Psychologist 55, no. 6: 647-654. https://doi.org/10.1037//0003-066x.55.6.647.
|
| [21] |
Fung, S., C. Y. W. Kong, Y. Liu, et al. 2022. “Validity and Psychometric Evaluation of the Chinese Version of the 5-Item WHO Well-Being Index.” Frontiers in Public Health 10: 872436. https://doi.org/10.3389/fpubh.2022.872436.
|
| [22] |
Gross, J. J.2015. “Emotion Regulation: Current Status and Future Prospects.” Psychological Inquiry 26, no. 1: 1-26. https://doi.org/10.1080/1047840X.2014.940781.
|
| [23] |
Hayes, S. C., J. B. Luoma, F. W. Bond, A. Masuda, and J. Lillis. 2006. “Acceptance and Commitment Therapy: Model, Processes and Outcomes.” Behaviour Research and Therapy 44, no. 1: 1-25. https://doi.org/10.1016/j.brat.2005.06.006.
|
| [24] |
Herrman, H., D. E. Stewart, N. Diaz-Granados, E. L. Berger, B. Jackson, and T. Yuen. 2011. “What Is Resilience?” Canadian Journal of Psychiatry 56, no. 5: 258-265. https://doi.org/10.1177/070674371105600504.
|
| [25] |
Hu, L., and P. M. Bentler. 1999. “Cutoff Criteria for Fit Indexes in Covariance Structure Analysis: Conventional Criteria Versus New Alternatives.” Structural Equation Modeling: A Multidisciplinary Journal 6, no. 1: 1-55. https://doi.org/10.1080/10705519909540118.
|
| [26] |
Hu, Y. Q., and Y. Q. Gan. 2008. “Development and Validation of the Adolescent Psychological Resilience Scale.” Acta Psychologica Sinica 40, no. 8: 902.
|
| [27] |
John, O. P., and J. Eng. 2014. “Three Approaches to Individual Differences in Affect Regulation: Conceptualizations, Measures, and Findings.” In Handbook of Emotion Regulation, edited by J. J. Gross, 2nd ed., 321-345. Guilford Press.
|
| [28] |
Jowkar, B., J. Kojuri, N. Kohoulat, and A. A. Hayat. 2014. “Academic Resilience in Education: The Role of Achievement Goal Orientations.” Journal of Advances in Medical Education & Professionalism 2, no. 1: 33-38.
|
| [29] |
Krok, D., B. Zarzycka, and E. Telka. 2021. “Risk of Contracting COVID-19, Personal Resources and Subjective Well-Being Among Healthcare Workers: The Mediating Role of Stress and Meaning-Making.” Journal of Clinical Medicine 10, no. 1: 132. https://doi.org/10.3390/jcm10010132.
|
| [30] |
Lazarus, R. S.2000. “Toward Better Research on Stress and Coping.” American Psychologist 55: 665-673. https://doi.org/10.1037/0003-066X.55.6.665.
|
| [31] |
Lazarus, R. S., and S. Folkman. 1987. “Transactional Theory and Research on Emotions and Coping.” European Journal of Personality 1, no. 3: 141-169. https://doi.org/10.1002/per.2410010304.
|
| [32] |
Lerner, J. S., Y. Li, P. Valdesolo, and K. S. Kassam. 2015. “Emotion and Decision Making.” Annual Review of Psychology 66: 799-823. https://doi.org/10.1146/annurev-psych-010213-115043.
|
| [33] |
Li, C.-H.2016. “Confirmatory Factor Analysis With Ordinal Data: Comparing Robust Maximum Likelihood and Diagonally Weighted Least Squares.” Behavior Research Methods 48, no. 3: 936-949. https://doi.org/10.3758/s13428-015-0619-7.
|
| [34] |
Li, T., S.-W. Wang, J.-J. Zhou, Q.-Z. Ren, and Y.-L. Gao. 2018. “Psychometric Properties of the Chinese Version of the Stress-Related Growth Scale: Short Form in Undergraduate Nursing Students.” Nursing & Health Sciences 20, no. 4: 509-515. https://doi.org/10.1111/nhs.12544.
|
| [35] |
Liu, J. J. W., M. Reed, and T. A. Girard. 2017. “Advancing Resilience: An Integrative, Multi-System Model of Resilience.” Personality and Individual Differences 111: 111-118. https://doi.org/10.1016/j.paid.2017.02.007.
|
| [36] |
Lü, W., Z. Wang, and X. You. 2016. “Physiological Responses to Repeated Stress in Individuals With High and Low Trait Resilience.” Biological Psychology 120: 46-52. https://doi.org/10.1016/j.biopsycho.2016.08.005.
|
| [37] |
Magee, W., and L. Upenieks. 2019. “Gender Differences in Self-Esteem, Unvarnished Self-Evaluation, Future Orientation, Self-Enhancement and Self-Derogation in a U.S. National Sample.” Personality and Individual Differences 149: 66-77. https://doi.org/10.1016/j.paid.2019.05.016.
|
| [38] |
Marroquín, B., H. Tennen, and A. L. Stanton. 2017. “Coping, Emotion Regulation, and Well-Being: Intrapersonal and Interpersonal Processes.” In The Happy Mind: Cognitive Contributions to Well-Being, edited by M. D. Robinson and M. Eid, 253-274. Springer Nature. https://doi.org/10.1007/978-3-319-58763-9_14.
|
| [39] |
Masten, A. S., C. M. Lucke, K. M. Nelson, and I. C. Stallworthy. 2021. “Resilience in Development and Psychopathology: Multisystem Perspectives.” Annual Review of Clinical Psychology 17, no. 1: 521-549. https://doi.org/10.1146/annurev-clinpsy-081219-120307.
|
| [40] |
Matheny, K. B., D. W. Aycock, J. L. Pugh, W. L. Curlette, and K. A. Silva Cannella. 1986. “Stress Coping: A Qualitative and Quantitative Synthesis With Implications for Treatment.” Counseling Psychologist 14, no. 4: 499-549. https://doi.org/10.1177/0011000086144001.
|
| [41] |
McEwen, B. S.1998. “Stress, Adaptation, and Disease: Allostasis and Allostatic Load.” Annals of the New York Academy of Sciences 840, no. 1: 33-44. https://doi.org/10.1111/j.1749-6632.1998.tb09546.x.
|
| [42] |
Park, C. L.2010. “Making Sense of the Meaning Literature: An Integrative Review of Meaning Making and Its Effects on Adjustment to Stressful Life Events.” Psychological Bulletin 136, no. 2: 257-301. https://doi.org/10.1037/a0018301.
|
| [43] |
Parker, J. D. A., and N. S. Endler. 1992. “Coping With Coping Assessment: A Critical Review.” European Journal of Personality 6, no. 5: 321-344. https://doi.org/10.1002/per.2410060502.
|
| [44] |
Rees, T., and P. Freeman. 2007. “The Effects of Perceived and Received Support on Self-Confidence.” Journal of Sports Sciences 25, no. 9: 1057-1065. https://doi.org/10.1080/02640410600982279.
|
| [45] |
Richardson, G. E.2002. “The Metatheory of Resilience and Resiliency.” Journal of Clinical Psychology 58, no. 3: 307-321. https://doi.org/10.1002/jclp.10020.
|
| [46] |
Ryff, C. D.2014. “Psychological Well-Being Revisited: Advances in the Science and Practice of Eudaimonia.” Psychotherapy and Psychosomatics 83, no. 1: 10-28. https://doi.org/10.1159/000353263.
|
| [47] |
Shoda, Y., W. Mischel, and J. C. Wright. 1993. “The Role of Situational Demands and Cognitive Competencies in Behavior Organization and Personality Coherence.” Journal of Personality and Social Psychology 65: 1023-1035. https://doi.org/10.1037/0022-3514.65.5.1023.
|
| [48] |
Sisto, A., F. Vicinanza, L. L. Campanozzi, G. Ricci, D. Tartaglini, and V. Tambone. 2019. “Towards a Transversal Definition of Psychological Resilience: A Literature Review.” Medicina 55, no. 11: 745. https://doi.org/10.3390/medicina55110745.
|
| [49] |
Smith, B. W., J. Dalen, K. Wiggins, E. Tooley, P. Christopher, and J. Bernard. 2008. “The Brief Resilience Scale: Assessing the Ability to Bounce Back.” International Journal of Behavioral Medicine 15, no. 3: 194-200. https://doi.org/10.1080/10705500802222972.
|
| [50] |
Thoits, P. A.2011. “Mechanisms Linking Social Ties and Support to Physical and Mental Health.” Journal of Health and Social Behavior 52, no. 2: 145-161. https://doi.org/10.1177/0022146510395592.
|
| [51] |
Troy, A. S., and I. B. Mauss. 2011. “Resilience in the Face of Stress: Emotion Regulation as a Protective Factor.” In Resilience and Mental Health: Challenges Across the Lifespan, edited by S. M. Southwick, B. T. Litz, D. Charney, and M. J. Friedman, 30-44. Cambridge University Press.
|
| [52] |
Troy, A. S., E. C. Willroth, A. J. Shallcross, N. R. Giuliani, J. J. Gross, and I. B. Mauss. 2023. “Psychological Resilience: An Affect-Regulation Framework.” Annual Review of Psychology 74, no. 1: 547-576. https://doi.org/10.1146/annurev-psych-020122-041854.
|
| [53] |
Updegraff, J. A., and S. E. Taylor. 2000. “From Vulnerability to Growth: Positive and Negative Effects of Stressful Life Events.” In Loss and Trauma: General and Close Relationship Perspectives, edited by J. H. Harvey and E. D. Miller, 3-28. Brunner-Routledge.
|
| [54] |
Wagnild, G. M.2011. The Resilience Scale User's Guide: For the US English Version of the Resilience Scale and the 14-Item Resilience Scale (RS-14). Resilience Center.
|
| [55] |
Wagnild, G. M., and H. M. Young. 1993. “Development and Psychometric.” Journal of Nursing Measurement 1, no. 2: 165-17847.
|
| [56] |
Wang, K., H.-S. Shi, F.-L. Geng, et al. 2016. “Cross-Cultural Validation of the Depression Anxiety Stress Scale-21 in China.” Psychological Assessment 28, no. 5: e88-e100. https://doi.org/10.1037/pas0000207.
|
| [57] |
Wang, L., Z. Shi, Y. Zhang, and Z. Zhang. 2010. “Psychometric Properties of the 10-Item Connor-Davidson Resilience Scale in Chinese Earthquake Victims.” Psychiatry and Clinical Neurosciences 64, no. 5: 499-504. https://doi.org/10.1111/j.1440-1819.2010.02130.x.
|
| [58] |
Windle, G., K. M. Bennett, and J. Noyes. 2011. “A Methodological Review of Resilience Measurement Scales.” Health and Quality of Life Outcomes 9, no. 1: 8. https://doi.org/10.1186/1477-7525-9-8.
|
| [59] |
Yang, H. F., and Z. Q. Zhao. 2012. “A Study on Emergency Coping Ability of Residents in Urban and Rural Areas: A Case Study of Zhejiang Province.” Journal of Catastrophology 1, no. 3: 126-131. https://doi.org/10.3969/j.issn.1000-811X.2012.03.026.
|
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