Assessing Student Resilience in Indonesia: Validating the Resilience at University Scale (RAUS) Using Rasch Analysis
DOI:
https://doi.org/10.56294/saludcyt20262566Keywords:
Resilience, University Students, Psychometric Validation, Rasch ModelAbstract
Introduction: this study aims to adapt and test the validity and reliability of the Resilience at University Scale (RAUS) in the Indonesian context, resulting in the ID-RAUS instrument to measure student resilience. Student resilience is a key factor in coping with challenges in higher edu-cation, especially amidst global crises, pandemics, and increasingly complex academic pres-sures.
Method: the study involved 1046 university students from 19 provinces in Indonesia. Participants were selected through invitations sent via WhatsApp, where they were asked to complete the instrument through a Google Form link. The Rasch model was used to evaluate the fit of each item on the ID-RAUS, assess measurement consistency, and ensure cultural appropri-ateness in the local context.
Results: the results showed that ID-RAUS met the standards of validity and reliability, with low measurement standard errors (SE = 0.05 logit). Rasch's analysis showed that the instrument had good internal consistency, with a Cronbach's Alpha value of 0.90 and an item reliability of 0.99. In addition, the analysis of Differential Item Functioning (DIF) revealed differences in responses between genders, university status, and provinces. In particular, male students showed higher resilience scores compared to female students (20% vs. 14%), and students from private universities showed slightly higher levels of resilience (15%) compared to students from public universities (14%). These results suggest that several items need to be adjusted to ensure fairness in the measurement between different demographic groups.
Conclusions: these findings confirm that ID-RAUS is a valid and reliable instrument for assessing stu-dent resilience in Indonesia. ID-RAUS provides valuable insights for designing educational policies and intervention programs tailored to cultural and demographic factors. Future re-search should examine convergent and discriminant validity and revise items that show DIF to ensure broader applicability.
References
1. Quintana E, Chuang H hua. Resilience in educational system : A systematic review and directions for future research. Int J Educ Dev. 2023;99(March):102761. DOI: https://doi.org/10.1016/j.ijedudev.2023.102761
2. Dison L, Shalem Y, Langsford D. Resourcefulness matters: Student patterns for coping with structural and academic challenges. South African J High Educ. 2019;33(4):76–93. DOI: https://doi.org/10.20853/33-4-2831
3. Rothkopf C, Schworm S. Exploring dog-assisted interventions in higher education: Students’ attitudes and perceived effects on well-being. Int J Environ Res Public Health. 2021;18(9). DOI: https://doi.org/10.3390/ijerph18094492
4. Fook CY, Sidhu GK. Investigating Learning Challenges Faced by Students in Higher Education. Procedia - Soc Behav Sci. 2015;186:604–12. DOI: https://doi.org/10.1016/j.sbspro.2015.04.001
5. Brewer M, Kessel G van, Sanderson B, Naumann F, Lane M, Reubenson A, et al. Resilience in higher education students: a scoping review. High Educ Res Dev. 2019;38(6):1105–20. DOI: https://doi.org/10.1080/07294360.2019.1626810
6. Turner M, Holdsworth S, Scott-Young CM. Resilience at University: the development and testing of a new measure. High Educ Res Dev. 2017;36(2):386–400. DOI: https://doi.org/10.1080/07294360.2016.1185398
7. Fatimah M, Fitriana N, Zaid SMR. Resilience, Academic Stress, And Happines Aamong Higher Ecucation Students. J Nusant Stud 2024. 2024;9(1):53–73. DOI: https://doi.org/10.24200/jonus.vol9iss1pp53-73
8. Suranata K, Atmoko A, Hidayah N. Enhancing Students’ Resilience: Comparing The Effect of Cognitive-Behavior And Strengths-Based Counseling. 2017;134(Icirad):102–8. DOI: https://doi.org/10.2991/icirad-17.2017.20
9. Durso S de O, Afonso LE, ... Resilience in higher education: A conceptual model and its empirical analysis. Educ Policy Anal …. 2021; DOI: https://doi.org/10.14507/epaa.29.6054
10. Mulloy M. School-based resilience: How an urban public high school reduced students’ risk exposure and promoted their social-emotional development and academic success. Adv Sch Ment Health Promot. 2011;4(1):4–22. DOI: https://doi.org/10.1080/1754730X.2011.9715619
11. Ungar M. Resilience across cultures. Br J Soc Work. 2008;38(2):218–35. DOI: https://doi.org/10.1093/bjsw/bcl343
12. Wedyaswari M, Grace Lusiani Larasati Simanjuntak J, Hanafitri A, Witriani. Resilience process in Bidikmisi students: understanding risk, protective and promotive factor, and resilient outcome. Cogent Educ. 2022;9(1). DOI: https://doi.org/10.1080/2331186X.2022.2143616
13. Kuang K, Wilson SR, Tian Z, Buzzanell PM. Development and validation of a culturally adapted measure of communication resilience processes for Chinese contexts. Int J Intercult Relations. 2022;91(July):70–87. DOI: https://doi.org/10.1016/j.ijintrel.2022.09.003
14. Dwiastuti I, Hendriani W, Andriani F. Perkembangan penelitian resiliensi akademik di Indonesia: Scoping literature review (The development of academic resilience research in Indonesia: Scoping literature review). J Psikol Talent. 2021;7(1):23–35. DOI: https://doi.org/10.26858/talenta.v7i1.23748
15. Dwiastuti I, Hendriani W, Andriani F. The impact of academic resilience on academic performance in college students during the COVID-19 pandemic. KnE Soc Sci. 2022; DOI: https://doi.org/10.18502/kss.v7i1.10198
16. Connor KM, Davidson JRT. Development of a new Resilience scale: The Connor-Davidson Resilience scale (CD-RISC). Depress Anxiety. 2003;18(2):76–82. DOI: https://doi.org/10.1002/da.10113
17. Smith BW, Dalen J, Wiggins K, Tooley E, Christopher P, Bernard J. The brief resilience scale: assessing the ability to bounce back. Int J Behav Med. 2008;15(3):194–200. DOI: https://doi.org/10.1080/10705500802222972
18. Cassidy S. The Academic Resilience Scale (ARS-30): A new multidimensional construct measure. Front Psychol. 2016 Nov 18;7(NOV).
19. Bond T, Yan Z, Heene M. Applying the Rasch model: Fundamental measurement in the human sciences. Routledge; 2015.
20. Sumintono B, Widhiarso W. Aplikasi model Rasch untuk penelitian ilmu-ilmu sosial (edisi revisi). Revisi. Bandung: Trim Komunikata Publishing House; 2014.
21. Fox CM, Jones JA. Uses of Rasch modeling in counseling psychology research. J Couns Psychol. 1998;45(1):30–45. DOI: https://doi.org/10.1037//0022-0167.45.1.30
22. Aminah S, Hidayah N, Hanurawan F, Indreswari H. Tailoring of the career adaptabilities scale for Indonesian youth. Child Youth Serv Rev. 2024;166(September):107914. DOI: https://doi.org/10.1016/j.childyouth.2024.107914
23. Folastri S, Ramli M, Sofyan A. Development and Preliminary Validation of a Scale to Measure Sexual Violence Awareness using the Rasch Model. Psychol Hub. 2023;40(3):59–66.
24. Suranata K, Rangka IB, Apriliana IPA, Ifdil I, Paramartha WE, Dharsana IK. Psychometric properties of the Indonesian version students Well-being scale a confirmatory factor analysis and concurrent validity. Adv Soc Sci Educ Humanit Res. 2021;613(Icirad):6–12. DOI: https://doi.org/10.2991/assehr.k.211222.002
25. Rangka IB, Hidayah N, Hanurawan F, Eva N. A Rasch-based validation of the Indonesian version of the food neophobia scale. Food Qual Prefer. 2023;109(5):104891. DOI: https://doi.org/10.1016/j.foodqual.2023.104891
26. Septiana NZ, Atmoko A, Muslihati, Dewanti SR. The Indonesian Version of Triangular Hate Scale: A Validation and Current Mapping on Young Adults via Rasch Analysis. Atlantis Press International BV; 2024. 269–284 p. DOI: https://doi.org/10.2991/978-94-6463-494-5_17
27. Ariyanto RD, Hidayah N, Hambali IM, Indreswari H, Arizona, Muhayani U, et al. Indonesian version of Runco Ideational Behaviour Scale via Rasch analysis. Atlantis Press International BV; 2024. 285–298 p. DOI: https://doi.org/10.2991/978-94-6463-494-5_18
28. Turner M, Bowen P, Hayes P, Ryan J. Psychometric and conceptual analysis of the resilience at university scale. Curr Psychol. 2022;41(8):5220–35. DOI: https://doi.org/10.1007/s12144-020-00995-8
29. Winwood PC, Colon R, McEwen K. A Practical Measure of Workplace Resilience: Developing the Resilience at Work Scale. J Occup Environ Med. 2013;55(10):1205–12. DOI: https://doi.org/10.1097/JOM.0b013e3182a2a60a
30. Commission IT. ITC guidelines for the large-scale assessment of linguistically and culturally diverse populations. Int J Test. 2019;19(4):301–36. DOI: https://doi.org/10.1080/15305058.2019.1631024
31. Boone WJ, Staver JR, Yale MS. Rasch analysis in the human sciences. Springer; 2013. DOI: https://doi.org/10.1007/978-94-007-6857-4
32. Bond TG, Fox CM. Applying the Rasch model: Fundamental measurement in the human sciences. 2nd ed. Psychology Press; 2007.
33. DeMars CE. Classical test theory and item response theory. Wiley Handb Psychom Test A Multidiscip Ref Surv scale test Dev. 2018;49–73. DOI: https://doi.org/10.1002/9781118489772.ch2
34. Embretson SE, Reise SP. Item response theory. Psychology Press; 2013. DOI: https://doi.org/10.4324/9781410605269
35. Engelhard G. Using item response theory and model—data fit to conceptualize differential item and person functioning for students with disabilities. Educ Psychol Meas. 2009;69(4):585–602. DOI: https://doi.org/10.1177/0013164408323240
36. Prieto L, Alonso J, Lamarca R. Classical test theory versus Rasch analysis for quality of life questionnaire reduction. Health Qual Life Outcomes. 2003;1:1–13. DOI: https://doi.org/10.1186/1477-7525-1-27
37. Andrich D, Marais I. Reliability and Validity in Classical Test Theory BT - A Course in Rasch Measurement Theory: Measuring in the Educational, Social and Health Sciences. In: Andrich D, Marais I, editors. Singapore: Springer Nature Singapore; 2019. p. 41–53. DOI: https://doi.org/10.1007/978-981-13-7496-8_4
38. Wright BD, Mok MMC. An overview of the family of Rasch measurement models. Introd to Rasch Meas. 2004;1(1):1–24.
39. Ludlow LH, Haley SM. Rasch model logits: Interpretation, use, and transformation. Educ Psychol Meas. 1995;55(6):967–75. DOI: https://doi.org/10.1177/0013164495055006005
40. Mari L, Wilson M. An introduction to the Rasch measurement approach for metrologists. Measurement. 2014;51:315–27. DOI: https://doi.org/10.1016/j.measurement.2014.02.014
41. Boone WJ. Rasch analysis for instrument development: Why, when, and how? CBE—Life Sci Educ. 2016;15(4):rm4. DOI: https://doi.org/10.1187/cbe.16-04-0148
42. Linacre JM. R Statistics: survey and review of packages for the estimation of Rasch models. Int J Med Educ. 2022;13:171. DOI: https://doi.org/10.5116/ijme.629d.d88f
43. Cronbach LJ, Warrington WG. Time-limit tests: estimating their reliability and degree of speeding. Psychometrika. 1951;16(2):167–88. DOI: https://doi.org/10.1007/BF02289113
44. Linacre JM. Data variance explained by Rasch measures. Rasch Meas Trans. 2006;20(1):1045.
45. Pallant JF, Tennant A. An introduction to the Rasch measurement model: an example using the Hospital Anxiety and Depression Scale (HADS). Br J Clin Psychol. 2007;46(1):1–18. DOI: https://doi.org/10.1348/014466506X96931
46. Abdullah N, Lim BK. Parallel Circuit Conceptual Understanding Test (PCCUT). Procedia - Soc Behav Sci. 2013;90(InCULT 2012):431–40. DOI: https://doi.org/10.1016/j.sbspro.2013.07.112
47. Bond TG, Fox CM. Applying the Rasch model: Fundamental measurement in the human sciences. Psychology Press; 2013.
48. da Rocha NS, Chachamovich E, de Almeida Fleck MP, Tennant A. An introduction to Rasch analysis for psychiatric practice and research. J Psychiatr Res. 2013;47(2):141–8. DOI: https://doi.org/10.1016/j.jpsychires.2012.09.014
49. Hagquist C, Andrich D. Recent advances in analysis of differential item functioning in health research using the Rasch model. Health Qual Life Outcomes. 2017;15:1–8. DOI: https://doi.org/10.1186/s12955-017-0755-0
50. Eagly AH, Wood W. Social role theory. Handb Theor Soc Psychol. 2012;2:458–76. DOI: https://doi.org/10.4135/9781446249222.n49
51. Eckhardt G. Culture’s Consequences: Comparing Values, Behaviors, Institutions and Organisations Across Nations. Aust J Manag. 2002;27(1):89–94. DOI: https://doi.org/10.1177/031289620202700105
52. Frydenberg E. Coping and the challenge of resilience. Springer; 2017. DOI: https://doi.org/10.1057/978-1-137-56924-0
53. Markus HR, Kitayama S. Culture and the self: Implications for cognition, emotion, and motivation. Psychol Rev. 1991;98(2):224–53. DOI: https://doi.org/10.1037//0033-295X.98.2.224
54. Triandis HC. Individualism and collectivism. Individ Collect. 2018;(March 2018):1–259. DOI: https://doi.org/10.4324/9780429499845-1
55. Zumbo BD. Three Generations of DIF Analyses: Considering Where It Has Been, Where It Is Now, and Where It Is Going. Lang Assess Q. 2007;4(2):223–33. DOI: https://doi.org/10.1080/15434300701375832
56. Cassidy S. The Academic Resilience Scale (ARS-30): A new multidimensional construct measure. Front Psychol. 2016;7(NOV):1–11. DOI: https://doi.org/10.3389/fpsyg.2016.01787
57. Firdaus A, Anurogo D, Yamtana Y, Hidayati N. The Influence of Cultural Factors, Social Norms, and Social Support on the Spread of Infectious Diseases in Communities in Indonesia. West Sci Soc Humanit Stud. 2023;1(06):352–62. DOI: https://doi.org/10.58812/wsshs.v1i06.486
58. Parrott E, Lomeli-Rodriguez M, Burgess R, Rahman A, Direzkia Y, Joffe H. The Role of Teachers in Fostering Resilience After a Disaster in Indonesia. School Ment Health. 2024;(0123456789). DOI: https://doi.org/10.1007/s12310-024-09709-y
59. Urban RW, Smith JG, Wilson ST, Cipher DJ. Relationships among stress, resilience, and incivility in undergraduate nursing students and faculty during the COVID-19 pandemic: Policy implications for nurse leaders. Vol. 37, Journal of professional nursing : official journal of the American Association of Colleges of Nursing. 2021. p. 1063–70. DOI: https://doi.org/10.1016/j.profnurs.2021.08.011
60. Zimmerman MA. Resiliency Theory: A Strengths-Based Approach to Research and Practice for Adolescent Health. Heal Educ Behav. 2013;40(4):381–3. DOI: https://doi.org/10.1177/1090198113493782
61. Abukari Z. “Not Giving Up”: Ghanaian Students’ Perspectives on Resilience, Risk, and Academic Achievement. SAGE Open. 2018;8(4). DOI: https://doi.org/10.1177/2158244018820378
62. Ungar M, Liebenberg L, Boothroyd R, Kwong WM, Lee TY, Leblanc J, et al. The Study of Youth Resilience Across Cultures: Lessons from a Pilot Study of Measurement Development. Res Hum Dev. 2008;5(3):166–80. DOI: https://doi.org/10.1080/15427600802274019
63. Ang WHD, Shorey S, Hoo MXY, Chew HSJ, Lau Y. The role of resilience in higher education: A meta-ethnographic analysis of students’ experiences. J Prof Nurs. 2021;37(6):1092–109. DOI: https://doi.org/10.1016/j.profnurs.2021.08.010
64. Mamaghani MRH, ... Realation between Educational Resilience and Vitality with Academic Success within Students at Ahvaz University of Medical Sciences. … Dev Judishapur. 2020;
65. Fayngersh A, Sudyn A, Jain N, Asri R, Traba C, Matassa D, et al. Learning in the Pandemic: Medical Students’ Perceived Effects of COVID-19 on Their Clinical Experiences and Career Choices During the Internal Medicine Clerkship. Vol. 32, Medical science educator. 2022. p. 907–15. DOI: https://doi.org/10.1007/s40670-022-01589-8
66. Gunnestad A. Resilience in a Cross-Cultural Perspective: How Resilience is generated in Different Cultures. J Intercult Commun. 2006;(1990). DOI: https://doi.org/10.36923/jicc.v6i1.416
67. Ngongban ACF. The Impact of Resilience on Students’ Academic Achievement: Case Study of Secondary School Students. J Transnatl …. 2023;
68. Okvellia CTH. Solution : Jurnal of Counseling and Personal Development Resiliensi Akademik Mahasiswa Tingkat Akhir Program Studi Bimbingan dan Konseling Tahun Ajaran 2021/2022. J Couns Pers Dev. 2022;4(2):18–24. DOI: https://doi.org/10.24071/sol.v4i2.6928
69. Ng ED, Chua JYX, Shorey S. The Effectiveness of Educational Interventions on Traditional Bullying and Cyberbullying Among Adolescents: A Systematic Review and Meta-Analysis. Trauma, Violence, Abus. 2022;23(1):132–51. DOI: https://doi.org/10.1177/1524838020933867
70. Chua JH, Cheng CKT, Cheng LJ, Ang WHD, Lau Y. Global prevalence of resilience in higher education students: A systematic review, meta-analysis and meta-regression. Curr Psychol. 2023;42(26):22645–63. DOI: https://doi.org/10.1007/s12144-022-03366-7
71. McGuinness C, Nordstokke D. Mindful self-care and resilience in first-year undergraduate students. Journal of American college health : J of ACH. 2021. p. 1–9. DOI: https://doi.org/10.1080/07448481.2021.1978463
Downloads
Published
Issue
Section
License
Copyright (c) 2026 Maria Oktasari, IM Hambali, M Ramli, Tutut Chusniyah, Bagus Julian Hikmy, Ma’rifatin Indah Kholili, Herul Wahyudin, Restu Dwi Ariyanto, Hayu Stevani, Leung Hoi-yung (Author)

This work is licensed under a Creative Commons Attribution 4.0 International License.
The article is distributed under the Creative Commons Attribution 4.0 License. Unless otherwise stated, associated published material is distributed under the same licence.