Abstract
Abstract: We develop and validate a short self-report measure of test anxiety, the Trait Test Anxiety Inventory – Short (TTAI-S) following the Kane (2013) validation framework. Data were collected from three independent samples of young adults in the US (N = 629; Mage = 22.25 years). Evidence was gathered to support three aspects of the validity argument (i.e., scoring, extrapolation, and generalization). Good internal consistency and confirmed structure of a single factor supported scoring inferences. Scalar measurement invariance between different samples (Internet vs. undergraduate students) and demographic subgroups (i.e., gender, race/ethnicity, and parental educational attainment) provided evidence for generalization inferences. Significant associations between the TTAI-S score and theoretically relevant (state test anxiety, performance expectation, and self-confidence in math) and weaker associations with less relevant constructs (enjoyment, motivation, and values in learning math) substantiated extrapolation inferences. Having established measurement invariance, we examined demographic differences and found that students historically underserved or underrepresented in STEM disciplines reported greater test anxiety than their counterparts. These findings support the validity of the TTAI-S, a concise measure that is easy to administer and easy to score. The TTAI-S may be used to further investigate trait test anxiety for a diverse population, particularly factors that may contribute to or mitigate group differences.
References
2011). Differential item functioning on the Five Facet Mindfulness Questionnaire is minimal in demographically matched meditators and nonmeditators. Assessment, 18(1), 3–10. https://doi.org/10.1177/1073191110392498
(2007). On tests and indices for evaluating structural models. Personality and Individual Differences, 42(5), 825–829. https://doi.org/10.1016/j.paid.2006.09.024
(2014). Adjusting incremental fit indices for nonnormality. Multivariate Behavioral Research, 49(5), 460–470. https://doi.org/10.1080/00273171.2014.933697
(2012). An investigation of the sample performance of two nonnormality corrections for RMSEA. Multivariate Behavioral Research, 47(6), 904–930. https://doi.org/10.1080/00273171.2012.715252
(2002). Cognitive test anxiety and academic performance. Contemporary Educational Psychology, 27(2), 270–295. https://doi.org/10.1006/ceps.2001.1094
(2007). Sensitivity of goodness of fit indexes to lack of measurement invariance. Structural Equation Modeling: A Multidisciplinary Journal, 14, 464–504. https://doi.org/10.1080/10705510701301834
(2002). Evaluating goodness-of-fit indexes for testing measurement invariance. Structural Equation Modeling, 9(2), 233–255. https://doi.org/10.1207/S15328007SEM0902_5
(2018). Incentives and test anxiety may moderate the effect of retrieval on learning. Learning and Individual Differences, 63, 70–77. https://doi.org/10.1016/j.lindif.2018.03.001
(1992). A power primer. Psychological Bulletin, 112(1), 155–159. https://doi.org/10.1037/0033-2909.112.1.155
(2015). A contemporary approach to validity arguments: a practical guide to Kane’s framework. Medical Education, 49(6), 560–575. https://doi.org/10.1111/medu.12678
(1992). Anxiety and performance: The processing efficiency theory. Cognition & Emotion, 6(6), 409–434. https://doi.org/10.1080/02699939208409696
(1998). Effects of potential confounding factors on fit indices and parameter estimates for true and misspecified SEM models. Educational and Psychological Measurement, 58(5), 701–735. https://doi.org/10.1177/0013164498058005001
(1999). Effects of sample size, estimation methods, and model specification on structural equation modeling fit indexes. Structural Equation Modeling: A Multidisciplinary Journal, 6(1), 56–83. https://doi.org/10.1080/10705519909540119
(2015). Perceptions and incidence of test anxiety. The Canadian Journal for the Scholarship of Teaching and Learning, 6(3). https://doi.org/10.5206/cjsotl-rcacea.2015.3.3
(2019). Can test anxiety interventions alleviate a gender gap in an undergraduate STEM course. CBE – Life Sciences Education, 18(3), Article
(35 . https://doi.org/10.1187/cbe.18-05-00832020). Methods of detecting insufficient effort responding: Comparisons and practical recommendations. Educational and Psychological Measurement, 80(2), 312–345. https://doi.org/10.1177/0013164419865316
(1999). Cutoff criteria for fit indexes in covariance structure analysis: Conventional criteria versus new alternatives. Structural Equation Modeling: A Multidisciplinary Journal, 6(1), 1–55. https://doi.org/10.1080/10705519909540118
(2020). A note on the cutoff values of alternative fit indices to evaluate measurement invariance for ESEM models. International Journal of Behavioral Development, 44(2), 166–174. https://doi.org/10.1177/0165025419866911
(1999). Physiological hyperarousal: Construct validity of a central aspect of the tripartite model of depression and anxiety. Journal of Abnormal Psychology, 108(2), 290–298. https://doi.org/10.1037/0021-843X.108.2.290
(2013). Validating the interpretations and uses of test scores. Journal of Educational Measurement, 50(1), 1–73. https://doi.org/10.1111/jedm.12000
(2020). Are we ready for the post-COVID-19 educational practice? An investigation into what educators think as to online learning. International Journal of Technology in Education and Science, 4(4), 293–309. https://eric.ed.gov/?id=EJ1271308
(1967). Cognitive and emotional components of test anxiety: A distinction and some initial data. Psychological Reports, 20(3), 975–978. https://doi.org/10.2466/pr0.1967.20.3.975
(2013). Development of a short form of the attitudes toward mathematics inventory. Educational Studies in Mathematics, 82(1), 145–164. https://doi.org/10.1007/s10649-012-9414-x
(2017). Does test anxiety increase as the exam draws near? – Students’ state test anxiety recorded over the course of one semester. Personality and Individual Differences, 104, 397–400. https://doi.org/10.1016/j.paid.2016.08.032
(2014). The Test Anxiety Measure for Adolescents (TAMA) examination of the reliability and validity of the scores of a new multidimensional measure of test anxiety for middle and high school students. Journal of Psychoeducational Assessment, 32(5), 404–416. https://doi.org/10.1177/0734282913520595
(2015). Should test anxiety be measured differently for males and females? Examination of measurement bias across gender on measures of test anxiety for middle and high school, and college students. Journal of Psychoeducational Assessment, 33(3), 238–246. https://doi.org/10.1177/0734282914549428
(2018). An investigation into the psychometric properties of the test anxiety measure for college students. Journal of Psychoeducational Assessment, 36(4), 322–336. https://doi.org/10.1177/0734282916678536
(2019). Cross-national comparison between UK and US higher education students in test anxiety. Higher Education Studies, 9(3), 88–97. https://eric.ed.gov/?id=EJ1223014
(2021). The test anxiety measure for college students-short form: Development and examination of its psychometric properties. Journal of Psychoeducational Assessment, 39(2), 139–152. https://doi.org/10.1177/0734282920962947
(2012). Cross-cultural examination of test anxiety among US and Singapore students on the Test Anxiety Scale for Elementary Students (TAS-E). Educational Psychology, 32(1), 107–126. https://doi.org/10.1080/01443410.2011.625625
(2011). Psychometric analyses of the Test Anxiety Scale for Elementary Students (TAS-E) scores among Singapore primary school students. Journal of Psychopathology and Behavioral Assessment, 33(4), 547–558. https://doi.org/10.1007/s10862-011-9250-9
(2008). Factor structure of the Test Anxiety Inventory for Children and Adolescents (TAICA) scores across gender among students in elementary and secondary school settings. Journal of Psychoeducational Assessment, 26(3), 231–246. https://doi.org/10.1177/0734282907303760
(1952). A study of anxiety and learning. Journal of Abnormal and Social Psychology, 47(2), 166–173. https://doi.org/10.1037/h0062855
(2018). Computer-adaptive testing: Implications for students’ achievement, motivation, engagement, and subjective test experience. Journal of Educational Psychology, 110(1), 27–45. https://doi.org/10.1037/edu0000205
(2012). Identifying careless responses in survey data. Psychological Methods, 17(3), 437–455. https://doi.org/10.1037/a0028085
(2008). Adolescent family experiences and educational attainment during early adulthood. Developmental Psychology, 44(6), 1519–1536. https://doi.org/10.1037/a0013352
(2021). Latent profiles of test anxiety: Considering its multi-faceted structure. International Journal of Educational Research, 110, Article
(101882 . https://doi.org/10.1016/j.ijer.2021.1018822015). Validity of the German Test Anxiety Inventory (TAI-G) in an Australian sample. Australian Journal of Psychology, 67(2), 121–129. https://doi.org/10.1111/ajpy.12058
(2011). Stereotype threat: A meta‐analysis comparing African Americans to Hispanic Americans. Journal of Applied Social Psychology, 41(4), 872–890. https://doi.org/10.1111/j.1559-1816.2011.00739.x
(2018). Data science for undergraduates: Opportunities and options. National Academies Press. https://www.annualreviews.org/doi/full/10.1146/annurev-statistics-060116-053930
. (2021, April). Women, minorities, and persons with disabilities in science and engineering. Directorate for Social, Behavioral and Economic Sciences, National Science Foundation. https://ncses.nsf.gov/pubs/nsf21321
. (2020). Nested models, model modifications, and correlated errors. Lecture notes from PSY 523/623: Structural equation modeling. Personal Collection of J. T. Newsom, Portland State University. https://web.pdx.edu/~newsomj/semclass/ho_nested.pdf
(2014). The single-item Math Anxiety Scale: An alternative way of measuring mathematical anxiety. Journal of Psychoeducational Assessment, 32(4), 306–317. https://doi.org/10.1177/0734282913508528
(2020). An educational intervention to improve women’s academic STEM outcomes: Divergent effects on well-represented vs. underrepresented minority women. Cultural Diversity and Ethnic Minority Psychology, 26(2), 163–168. https://doi.org/10.1037/cdp0000289
(2015). The threat of sexism in a stem educational setting: The moderating impacts of ethnicity and legitimacy beliefs on test performance. Social Psychology of Education, 18, 667–684. https://doi.org/10.1007/s11218-015-9310-1
(2022). Test Anxiety Inventory – Scale validation. https://osf.io/ajfzx
(2021). Examining the factor structure of the Big Five Inventory-2 with an adolescent sample. Psychological Assessment, 33(1), 14–28. https://doi.org/10.1037/pas0000962
(2007).
(The control-value theory of achievement emotions: An integrative approach to emotions in education . In P. A. SchutzR. PekrunEds., Emotion in education (pp. 13–36). Academic Press.2019). Comparison of classical and modern methods for measuring and correcting for acquiescence. British Journal of Mathematical and Statistical Psychology, 72(3), 447–465. https://doi.org/10.1111/bmsp.12168
(2016). Measurement invariance conventions and reporting: The state of the art and future directions for psychological research. Developmental Review, 41, 71–90. https://doi.org/10.1016/j.dr.2016.06.004
(2008). Test anxiety and GCSE performance: The effect of gender and socio‐economic background. Educational Psychology in Practice, 24(4), 319–334. https://doi.org/10.1080/02667360802488765
(2014). Test anxiety prevalence and gender differences in a sample of English secondary school students. Educational Studies, 40(5), 554–570. https://doi.org/10.1080/03055698.2014.953914
(2018). Is reducing uncertain control the key to successful test anxiety intervention for secondary school students? Findings from a randomized control trial. School Psychology Quarterly, 33(2), 283–292. https://doi.org/10.1037/spq0000228
(2011). Achievement goals as mediators of the relationship between competence beliefs and test anxiety. British Journal of Educational Psychology, 82(2), 207–224. https://doi.org/10.1111/j.2044-8279.2011.02021.x
(2020). The development and validation of a new Multidimensional Test Anxiety Scale (MTAS). European Journal of Psychological Assessment, 37(3), 236–246. https://doi.org/10.1027/1015-5759/a000604
(2016). Self-perceived competence and test anxiety: The role of academic self-concept and self-efficacy. Journal of Individual Differences, 37(3), 159–167. https://doi.org/10.1027/1614-0001/a000202
(2007). The reverse of social anxiety is not always the opposite: The reverse-scored items of the Social Interaction Anxiety Scale do not belong. Behavior Therapy, 38(2), 192–206. https://doi.org/10.1016/j.beth.2006.08.001
(2017). Self-efficacy, test anxiety, and academic success: A longitudinal validation. International Journal of Educational Research, 83, 84–93. https://doi.org/10.1016/j.ijer.2016.12.006
(2019). Reducing socioeconomic disparities in the STEM pipeline through student emotion regulation. Proceedings of the National Academy of Sciences, 116(5), 1553–1558. https://doi.org/10.1073/pnas.1808589116
(1972).
(Experimental approaches to test anxiety: Attention and the uses of information . In C. D. SpielbergerEd., Anxiety: Current trends in theory and research (Vol. 2, pp. 383–403). Academic Press.1984). Stress, anxiety and cognitive interference: Reactions to tests. Journal of Personality and Social Psychology, 46(4), 929–938. https://doi.org/10.1037/0022-3514.46.4.929
(2010). Ensuring positiveness of the scaled difference chi-square test statistic. Psychometrika, 75(2), 243–248. https://doi.org/10.1007/s11336-009-9135-y
(2021). Revisiting the role of worries in explaining the link between test anxiety and test performance. Educational Psychology Review, 33(4), 1887–1906. https://doi.org/10.1007/s10648-021-09601-0E
(2022). Measurement invariance of test anxiety across four school subjects. European Journal of Psychological Assessment, 38(5), 356–364. https://doi.org/10.1027/1015-5759/a000676
(2012, October 14). A 21 word solution. https://doi.org/10.2139/ssrn.2160588
(2021).
(Evolving notions of fairness in testing in the United States . In B. E. ClauserM. B. BunchEds., The history of educational measurement (pp. 111–135). Routledge.1980). Preliminary professional manual for the Test Anxiety Inventory: (“Test Attitude Inventory”): TAI. Consulting Psychologists Press.
(1995).
(Test anxiety: A transactional process model . In C. D. SpielbergerP. R. VaggEds., Test anxiety: Theory, assessment, and treatment (pp. 3–14). Taylor & Francis.2019). The effects of inattentive responding on construct validity evidence when measuring social–emotional learning competencies. Educational Measurement: Issues and Practice, 38(2), 101–111. https://doi.org/10.1111/emip.12256
(2016). Reexamining the relationship between test anxiety and learning achievement: An individual-differences perspective. Contemporary Educational Psychology, 46, 241–252. https://doi.org/10.1016/j.cedpsych.2016.07.001
(2012). Test Anxiety Inventory: 30 years later. Anxiety, Stress & Coping, 25(6), 667–677. https://doi.org/10.1080/10615806.2012.663490
(2019). Miscalibration of self-efficacy and academic performance: Self-efficacy ≠ self-fulfilling prophecy. Learning and Individual Differences, 69, 182–195. https://doi.org/10.1016/j.lindif.2018.11.002
(2018). Applying Kane’s validity framework to a simulation based assessment of clinical competence. Advances in Health Sciences Education, 23(1), 323–338. https://doi.org/10.1007/s10459-017-9800-3
(2002). Development of a short form of the Test Anxiety Inventory (TAI). The Journal of General Psychology, 129(2), 127–136. https://doi.org/10.1080/00221300209603133
(2012). Test anxiety and high-stakes test performance between school settings: Implications for educators. Preventing School Failure: Alternative Education for Children and Youth, 56(3), 180–187. https://doi.org/10.1080/1045988X.2011.633285
(2013). Identification and validation of a brief test anxiety screening tool. International Journal of School & Educational Psychology, 1(4), 246–258. https://doi.org/10.1080/21683603.2013.826152
(2021). Interpretation and use of the Multidimensional Test Anxiety Scale (MTAS). School Psychology, 36(2), 86–96. https://doi.org/10.1037/spq0000427
(2012). Test anxiety interventions for children and adolescents: A systematic review of Treatment Studies from 2000–2010. Psychology in the Schools, 50(1), 57–71. https://doi.org/10.1002/pits.21660
(2018). Test anxiety effects, predictors, and correlates: A 30-year meta-analytic review. Journal of Affective Disorders, 227, 483–493. https://doi.org/10.1016/j.jad.2017.11.048
(2012). Misresponse to reversed and negated items in surveys: A review. Journal of Marketing Research, 49(5), 737–747. https://doi.org/10.1509/jmr.11.0368
(2017). Problematizing statistical literacy: An intersection of critical and statistical literacies. Educational Studies in Mathematics, 96(1), 33–47. https://doi.org/10.1007/s10649-017-9764-5
(2015). Multidimensional modeling of traits and response styles. European Journal of Psychological Assessment, 33(5), 352–364. https://doi.org/10.1027/1015-5759/a000291
(2019). The scale of student engagement in statistics: Development and initial validation. Journal of Psychoeducational Assessment, 37(5), 553–565. https://doi.org/10.1177/0734282918769983
(2019). 21st Century assessment: Online proctoring, test anxiety, and student performance. International Journal of E-Learning & Distance Education, 34(1). http://www.ijede.ca/index.php/jde/article/view/1106
(1989). Sex, ethnic, and social differences in test anxiety among Israeli adolescents. Journal of Genetic Psychology, 150(2), 175–185. https://doi.org/10.1080/00221325.1989.9914589
(2016). Improving the factor structure of psychological scales: The Expanded format as an alternative to the Likert scale format. Educational and Psychological Measurement, 76(3), 357–386. https://doi.org/10.1177/0013164415596421
(