Skip to main content

Advertisement

Log in

Development and Validation of the Social Emotional Health Survey–Higher Education Version

  • Published:
Applied Research in Quality of Life Aims and scope Submit manuscript

Abstract

We report on the development of the Social Emotional Health Survey-Higher Education (SEHS-HE), a multidimensional measure of covitality (the combinatorial effects of multiple positive psychological constructs). Scale development was carried out over 18 months involving five phases: conceptual grounding and item pool generation; cognitive interviews and item refinement; pilot survey and item reduction; structural validation survey and analyses; and, validity and stability analyses. Starting with a pool of 72 items, item selection and reduction was carried out using a sample of 771 college students. A second sample of 1,413 students (63.5 % female, mean age 20.0 years) completed the refined 48-item measure. Confirmatory factor analyses found acceptable fit for the SEHS-HE higher-order covitality latent structure. A final set of 36 items consisted of four latent traits (each comprised of three measured subscales): belief-in-self (subscales: self-efficacy, persistence, self-awareness), belief-in-others (subscales: family support, institutional support, peer support), emotional competence (subscales: cognitive reappraisal, empathy, self-regulation), and engaged living (subscales: gratitude, zest, optimism). Complete invariance was found for males and females with small effect size differences on latent mean scores. Evidence supported the SEHS-HE total score’s concurrent and predictive validity for students’ subjective well-being (r = .72, r = .65, respectively) and psychological distress (r = −.56, r = −.45, respectively). The 4-month stability coefficient for the SEHS-HE total score was .82, indicating it measures trait-like psychological constructs. The discussion focuses on the uses of the SEHS-HE in support of mental health programs, and refinement of the conceptual understanding of the covitality construct.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1
Fig. 2
Fig. 3

Similar content being viewed by others

References

  • American College Health Association. (2014). American College Health Association-National College Health Assessment II: Reference group executive summary. Hanover: Author. Available from: www.acha-ncha.org/docs/ACHA-NCHA-II_ReferenceGroup_ExecutiveSummary_Spring2014.pdf.

  • Antony, M. M., Beiling, P. J., Cox, B. J., Ens, M. W., & Swinson, R. P. (1998). Psychometric properties of the 42-item and 21-item versions of the depression anxiety stress scales in clinical groups and a community sample. Psychological Assessment, 10, 176–181. doi:10.1037/1040-3590.10.2.176.

    Article  Google Scholar 

  • Bembenutty, H. (2009). Academic delay of gratification, self-regulation of learning, gender differences, and expectancy-value. Personality and Individual Differences, 46, 347–352. doi:10.1016/j.paid.2008.10.028.

    Article  Google Scholar 

  • Bentler, P. M. (1990). Comparative fit indices in structural models. Psychological Bulletin, 107, 238–246. doi:10.1037/0033-2909.107.2.238.

    Article  Google Scholar 

  • Bentler, P. M. (2006). EQS 6 structural equations program manual. Encino: Multivariate Software.

    Google Scholar 

  • Center for Collegiate Mental Health. (2015). 2014 annual report. Publication No. STA 15–30. Available from: http://ccmh.psu.edu/wp-content/uploads/sites/3058/2015/02/2014-CCMH-Annual-Report.pdf.

  • Chen, F. F., Sousa, K. H., & West, S. G. (2005). Testing measurement invariance of second-order factor models. Structural Equation Modeling, 12, 471–492. doi:10.1207/S15328007SEM1203_7.

    Article  Google Scholar 

  • Cheung, G. W., & Rensvold, R. B. (2002). Evaluating goodness-of-fit indexes for testing measurement invariance. Structural Equation Modeling, 9, 233–255.

    Article  Google Scholar 

  • Crawford, J. R., & Henry, J. D. (2004). The Positive and Negative Affect Schedule (PANAS): construct validity, measurement properties and normative data in a large non-clinical sample. British Journal of Clinical Psychology, 43, 245–265. doi:10.1348/0144665031752934.

    Article  Google Scholar 

  • Crisp, R. J., & Turner, R. N. (2014). Essential social psychology (3rd ed.). Thousand Oaks: Sage.

    Google Scholar 

  • Davis, M. H. (1983). The effects of dispositional empathy on emotional reactions and helping: a multidimensional approach. Journal of Personality, 51(2), 167–184. http://search.proquest.com/docview/616861092?accountid=14522.

    Article  Google Scholar 

  • Deci, E. L., & Ryan, R. M. (2014). The importance of autonomy for development and well-being. In B. W. Sokol, F. M. E. Grouzet, & U. Miller (Eds.), Self-regulation and autonomy: Social and developmental dimensions of human conduct (pp. 19–46). New York: Cambridge University Press.

    Google Scholar 

  • Denering, L. L., & Spear, S. E. (2012). Routine use of screening and brief intervention for college students in a university counseling center. Journal of Psychoactive Drugs, 44, 318–324. doi:10.1080/02791072.2012.718647.

    Article  Google Scholar 

  • Diener, E., Emmons, R. A., Larsen, R. J., & Griffin, S. (1985). The satisfaction with life scale. Journal of Personality Assessment, 49, 71–75. doi:10.1207/s15327752jpa4901_13.

    Article  Google Scholar 

  • Dowdy, E., Furlong, M. J., Raines, T. C., Price, M., Murdock, J., & Bovery, B. (2014). Enhancing school-based mental health services with a preventive and promotive approach to universal screening for complete mental health. Journal of Educational and Psychology Consultation, 25, 1–20. doi:10.1080/10474412.2014.929951.

    Google Scholar 

  • Downs, A., Boucher, L. A., Campbell, D. G., & Dasse, M. (2013). Development and initial validation of the symptoms and assets screening scale. Journal of American College Health, 61(3), 164–174. doi:10.1080/07448481.2013.773902.

    Article  Google Scholar 

  • Durand-Bush, K., McNeil, K., Harding, M., & Dobransky, J. (2015). Investigating stress, psychological well-being, mental health functioning, and self-regulation capacity among university undergraduate students: Is this population optimally functioning? Canadian Journal of Counselling and Psychotherapy / Revue canadienne de counseling et de psychothérapie, 49(3). Available at: <http://cjc-rcc.ucalgary.ca/cjc/index.php/rcc/article/view/2807>. Date accessed 01 Jan 2016.

  • Eisenberg, N., & Fabes, R. (1990). Empathy: conceptualization, measurement, and relation to prosocial behavior. Motivation and Emotion, 14, 131–149.

    Article  Google Scholar 

  • Eisenberg, D., Hunt, J., Speer, N., & Zivin, K. (2011). Mental health service utilization among college students in the United States. Journal of Nervous and Mental Disease, 199, 301–308. doi:10.1097/NMD.0b013e3182175123.

    Article  Google Scholar 

  • Elliott, S. N., Gresham, F., & Witt, J. C. (Eds.). (2013). Handbook of behavior therapy in education. New York: Springer Science & Business Media.

    Google Scholar 

  • Farabaugh, A., Nyer, M., Holt, D., Baer, L., Petrie, S., DiPierro, M., & Mischoulon, D. (2015). Screening for suicide risk in the college population. Journal of Rational-Emotive & Cognitive-Behavior Therapy, 33, 78–94. doi:10.1007/s10942-014-0203-6.

    Article  Google Scholar 

  • Ferguson, R. F., Phillips, S. F., Rowley, J. F. S., & Friedlander, J. W. (2015). The influence of teaching: beyond standardized test scores: Engagement, mindsets, and agency. Boston: The Achievement Gap Initiative at Harvard University. Available from: www.agi.harvard.edu/projects/TeachingandAgency.pdf.

  • Froh, J. J., Fan, J., Emmons, R. A., Bono, G., Huebner, E. S., & Watkins, P. (2011). Measuring gratitude in youth: assessing the psychometric properties of adult gratitude scales in children and adolescents. Psychological Assessment, 23, 311–324.

    Article  Google Scholar 

  • Fullchange, A., & Furlong, M. J. (2016). An exploration of effects of bullying victimization from a complete mental health perspective. Sage Open, (January-March), 1–12. doi:10.1177/2158244015623593.

  • Furlong, M. J., You, S., Renshaw, T. L., O’Malley, M. D., & Rebelez, J. (2013). Preliminary development of the Positive Experiences at School Scale for elementary school children. Child Indicators Research, 6, 753–775. doi:10.1007/s12187-013-9193-7.

    Article  Google Scholar 

  • Furlong, M. J., You, S., Renshaw, T. L., Smith, D. C., & O’Malley, M. D. (2014). Preliminary development and validation of the Social and Emotional Health Survey for secondary students. Social Indicators Research, 117, 1011–1032. doi:10.1007/s11205-013-0373-0.

    Article  Google Scholar 

  • Gehlbach, H., & Barge, S. (2012). Anchoring and adjusting in questionnaire responses. Basic and Applied Social Psychology, 34, 417–433. doi:10.1080/019735333.2012.711691.

    Article  Google Scholar 

  • Giancola, J. K., Grawitch, M. J., & Borchert, D. (2009). Dealing with the stress of college: a model for adult students. Adult Education Quarterly, 59, 246–263. doi:10.1177/0741713609331479.

    Article  Google Scholar 

  • Hill, R. M., Yaroslavsky, I., & Pettit, J. W. (2015). Enhancing depression screening to identify college students at risk for persistent depressive symptoms. Journal of Affective Disorders, 174, 1–6. doi:10.1016/j.jad.2014.11.025.

    Article  Google Scholar 

  • Hone, L. C., Jarden, A., Schofield, G. M., & Duncan, S. (2014). Measuring flourishing: the impact of operational definitions on the prevalence of high levels of wellbeing. International Journal of Wellbeing, 4, 62–90. doi:10.5502/ijw.v4i1.4.

    Article  Google Scholar 

  • Hu, L., & Bentler, P. (1999). Cutoff criteria for fit indexes in covariance structure analysis: conventional criteria versus new alternatives. Structural Equation Modeling, 6, 1–55. doi:10.1080/10705519909540118.

    Article  Google Scholar 

  • Hunt, J., & Eisenberg, D. (2010). Mental health problems and help-seeking behavior among college students. Journal of Adolescent Health, 46, 3–10. doi:10.1016/j.jadohealth.2009.08.008.

    Article  Google Scholar 

  • Ibrahim, A. K., Kelly, S. J., Adams, C. E., & Glazebrook, C. (2013). A systematic review of studies of depression prevalence in university students. Journal of Psychiatric Research, 47, 391–400. doi:10.1155/2013/373857.

    Article  Google Scholar 

  • Ito, A., Smith, D. C., You, S., Shimoda, Y., & Furlong, M. J. (2015). Validation and utility of the social emotional health survey-secondary for Japanese students. Contemporary School Psychology, 19, 243–252. doi:10.1007/s40688-015-0068-4.

    Article  Google Scholar 

  • Jones, C., You, S., & Furlong, M. J. (2013). A preliminary examination of covitality as integrated well-being in college students. Social Indicators Research, 111, 511–526. doi:10.1007/s11205-012-0017-9.

    Article  Google Scholar 

  • Joshanloo, M., Wissing, M. P., Khumalo, I. P., & Lamers, S. M. A. (2013). Measurement invariance of the Mental Health Continuum-Short Form (MHC-SF) across three cultural groups. Personality and Individual Differences, 55, 755–759. doi:10.1016/j.paid.2013.06.002.

    Article  Google Scholar 

  • Keefer, K. V. (2015). Self-report assessments of emotional competencies: a critical look at methods and meanings. Journal of Psychoeducational Assessment, 33, 3–23. doi:10.1177/0734282914550381.

    Article  Google Scholar 

  • Keyes, C. L. M. (2009). Brief description of the Mental Health Continuum–Short Form (MHC-SF). Available: www.sociology.emory.edu/ckeyes/ [Online, 29 December 2015].

  • Keyes, C. L. M., Eisenberg, D., Geraldine, S., Perry, G. S., Dube, S. R., Kroenke, K., & Dhingra, S. S. (2012). The relationship of level of positive mental health with current mental disorders in predicting suicidal behavior and academic impairment in college students. Journal of American College Health, 60, 126–133. doi:10.1080/07448481.2011.608393.

    Article  Google Scholar 

  • Kia-Keating, M., You, S., Moore, S., Liu, S., & Furlong, M. J. (2016). Structural validity of the depression, anxiety, and stress scale-21 for U.S. college students. Manuscript under review.

  • Kim, E., Dowdy, E., & Furlong, M. J. (2014). An exploration of using a dual-factor model in school-based mental health screening. Canadian Journal of School Psychology, 29, 127–140. doi:10.1177/0829573514529567.

    Article  Google Scholar 

  • Kim, J. E., Saw, A., & Zane, N. (2015). The influence of psychological symptoms on mental health literacy of college students. American Journal of Orthopsychiatry, 85, 620–630. doi:10.1037/ort0000074.

    Article  Google Scholar 

  • Kitchener, B. A., & Jorm, A. F. (2008). Mental health first aid: an international programme for early intervention. Early Intervention Psychiatry, 2(1), 55–61. doi:10.1111/j.1751-7893.2007.00056.x.

    Article  Google Scholar 

  • Kratsas, G. (n.d.). 30 great schools promoting healthy living on campus. Great Values Colleges website. Available form: www.greatvaluecolleges.net/30-great-schools-promoting-healthy-living-on-campus/.

  • Lee, S., You, S., & Furlong, M. J. (2015). Validation of the social emotional health survey for Korean school students. Child Indicators Research.. doi:10.1007/s12187-014-9294-y.

  • Lenzi, M., Furlong, M. J., Dowdy, E., Sharkey, J. D., Gini, G., & Altoè, G. (2015). The quantity and variety across domains of psychological and social assets associated with school victimization. Psychology of Violence, 5, 411–421. doi:10.1037/a0039696.

    Article  Google Scholar 

  • Leppink, E., Odlaug, B. L., Lust, K., Christenson, G., Derbyshire, K., & Grant, J. E. (2014). Losing control: assaultive behavior as a predictor of impulse control disorders in young adults. Comprehensive Psychiatry, 55, 1831–1836. doi:10.1016/j.comppsych.2014.07.012.

    Article  Google Scholar 

  • Lim, Y.-J. (2015). Relations between virtues and positive mental health in a Korea sample: a multiple indictors multiple causes (MIMIC) model approach. International Journal of Psychology, 50, 272–278. doi:10.1002/ijop.12096.

    Article  Google Scholar 

  • Lovibond, S. H., & Lovibond, P. F. (1995). Manual for the depression anxiety stress scales. Sydney: Psychology Foundation.

    Google Scholar 

  • Low, K. G. (2011). Flourishing, substance use, and engagement in students entering college- A preliminary study. Journal of American College Health, 59, 555–561. doi:10.1080/07448481.2011.563432.

    Article  Google Scholar 

  • MacCann, C., Fogarty, G. J., Zeidner, M., & Roberts, R. D. (2011). Coping mediates the relationship between emotional intelligence (EI) and academic achievement. Contemporary Educational Psychology, 36, 60–70. doi:10.1016/j.cedpsych.2010.11.002.

    Article  Google Scholar 

  • Maddi, S. R., Harvey, R. H., Khoshaba, D. M., Fazel, M., & Resurreccion, N. (2012). The relationship of and some other relevant variables to college performance. Journal of Humanistic Psychology, 52, 190–205. doi:10.1177/0022167811422497.

    Article  Google Scholar 

  • Marsh, C. N., & Wilcoxen, S. (2015). Underutilization of mental health services among college students: an examination of system-related barriers. Journal of College Student Psychotherapy, 29, 227–243. doi:10.1080/87568225.2015.1045783.

    Article  Google Scholar 

  • Mayordomo-Rodríguez, T., Meléndez-Moral, J. C., Viguer-Segui, P., & Sales-Galán, A. (2015). Coping strategies as predictors of well-being in youth adult. Social Indicators Research, 122, 479–489. doi:10.1007/s11205-014-0689-4.

    Article  Google Scholar 

  • Meehl, P. E. (1990). Why summaries of research on psychological theories are often uninterpretable. Psychological Reports, 66 (Monograph Supplement 1-Vol. 66), 195–244.

  • Moore, S. A., Wildales-Benetiz, O., Carnazzo, K. W., Kim, E. K., Moffa, K., & Dowdy, E. (2015). Conducting universal complete mental health screening via student self-report. Contemporary School Psychology, 19, 253–267. doi:10.1007/s40688-015-0062-x.

    Article  Google Scholar 

  • Nadinloyi, K. B., Hajloo, N., Garamaleki, N. S., & Sadeghi, H. (2013). The study efficacy of time management training on increase academic time management of students. Procedia-Social and Behavioral Sciences, 84, 134–138. doi:10.1016/j.sbspro.2013.06.523.

    Article  Google Scholar 

  • Pennell, C., Boman, P., & Mergler, A. (2015). Covitality constructs as predictors of psychological well-being and depression for secondary school students. Contemporary School Psychology, 19, 276–285. doi:10.1007/s40688-015-0067-5.

    Article  Google Scholar 

  • Qualter, P., Dacre Pool, L., Gardner, K. J., Ashley-Kot, S., Wise, A., & Wols, A. (2015). The Emotional Self-Efficacy Scale: adaptation and validation for young adolescents. Journal of Psychoeducational Assessment, 33, 33–45. doi:10.1177/0734282914550383.

    Article  Google Scholar 

  • Quoidbach, J., Mikolajczak, M., & Gross, J. J. (2015). Positive interventions: an emotion regulation perspective. Psychological Bulletin, 141, 655–693. doi:10.1037/a0038648.

    Article  Google Scholar 

  • Raghavan, R. (2014). Improving the identification of mental health need on college campuses. Journal of Adolescent Health, 55, 598–599. doi:10.1016/j.jadohealth.2014.08.007.

    Article  Google Scholar 

  • Renshaw, T. R. (2016). Technical adequacy of the Positive Experiences at School Scale with Adolescents. Journal of Psychoeducational Assessment. First published online January 2016. doi:10.1177/0734282915627920.

  • Renshaw, T. L., & Bolognino, S. J. (2015). The College Student subjective wellbeing questionnaire: A brief, multidimensional measure of undergraduate’s covitality. Journal of Happiness Studies, 1–22. First online: 17 December 2014. doi: 10.1007/s10902-014-9606-4.

  • Renshaw, T. L., Furlong, M. J., Dowdy, E., Rebelez, J., Smith, D. C., O’Malley, I., & Strom, I. F. (2014). Covitality: A synergistic conception of adolescents’ mental health. In M. J. Furlong, R. Gilman, & E. S. Huebner (Eds.), Handbook of positive psychology in schools (2nd ed., pp. 12–32). New York: Routledge/Taylor & Francis.

    Google Scholar 

  • Robinson-Cimpian, J. P. (2014). Inaccurate estimation of disparities due to mischievous responders: several suggestions to assess conclusions. Educational Researcher, 43, 171–185. doi:10.3102/0013189X14534297.

    Article  Google Scholar 

  • Seligman, M. E. P. (2011). Flourish: A visionary new understanding of happiness and well-being. New York: Simon & Schuster.

    Google Scholar 

  • Standing, L., Sproule, R., & Khouzam, N. (1991). Empirical statistics: IV. illustrating meehl’s sixth law of soft psychology: everything correlates with everything. Psychological Reports, 69, 123–126. doi:10.2466/PR0.69.5.123-126.

    Article  Google Scholar 

  • Steiger, J. H., & Lind, A. (1980). Statistically based tests for the number of common factors. Paper presented at the annual meeting of the Psychometric Society, Iowa City.

  • Terry, M. L., Leary, M. R., & Mehta, S. (2013). Self-compassion as a buffer against homesickness, depression, and dissatisfaction in the transition to college. Self and Identity, 12, 278–290. doi:10.1080/15298868.2012.667913.

    Article  Google Scholar 

  • Vandenberg, R. J., & Lance, C. E. (2000). A review and synthesis of the measurement invariance literature: suggestions, practices, and recommendations for organizational research. Research Methods, 3, 4–70. doi:10.1177/109442810031002.

    Article  Google Scholar 

  • Villegas-Gold, R., & Yoo, H. C. (2014). Coping with discrimination among Mexican American college students. Journal of Counseling Psychology, 61, 404–413. doi:10.1037/a0036591.

    Article  Google Scholar 

  • Wang, C., Yang, C., Jiang, X., & Furlong, M. J. (2016). Validation of social emotional health survey-primary for Chinese students. Manuscript under review.

  • Watson, D., Clark, L. A., & Tellegen, A. (1988). Development and validation of brief measures of positive and negative affect: the PANAS Scales. Journal of Personality and Social Psychology, 47, 1063–1070. doi:10.1037/0022-3514.54.6.1063.

    Article  Google Scholar 

  • Weiss, A., & Luciano, M. (2015). The genetics and evolution of covitality. In A. Weiss (Ed.), Genetics of psychological well-being: The role of heritability and genetics in positive psychology (pp. 146–160). New York: Oxford University Press.

    Chapter  Google Scholar 

  • Weiss, A., King, J. E., & Enns, R. M. (2002). Subjective well-being is heritable and genetically correlated with dominance in chimpanzees (Pan troglodytes). Journal of Personality and Social Psychology, 83, 1141–1149. doi:10.1371/journal.pone.0095741.

    Article  Google Scholar 

  • You, S., Furlong, M. J., Dowdy, E., Renshaw, T. L., Smith, D. C., & O’Malley, M. D. (2014). Further validation of the Social and Emotional Health Survey for high school students. Applied Research in Quality of Life, 9, 997–1015. doi:10.1007/s11482-013-9282-2.

    Article  Google Scholar 

  • You, S., Furlong, M., Felix, E., & O’Malley, M. (2015). Validation of the Social and Emotional Health Survey for five sociocultural groups: multigroup invariance and latent mean analyses. Psychology in the Schools, 52, 349–362. doi:10.1002/pits.21828.

    Article  Google Scholar 

  • Zachariah, S., Boman, P., Mergler, A., & Furlong, M. J. (2015). Effect of self-deception on well-being and anxiety in university students. Cogent Psychology, 2, 1–17. doi:10.1080/23311908.2014.993850.

    Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Michael J. Furlong.

Electronic supplementary material

Below is the link to the electronic supplementary material.

ESM 1

(PDF 221 kb)

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Furlong, M.J., You, S., Shishim, M. et al. Development and Validation of the Social Emotional Health Survey–Higher Education Version. Applied Research Quality Life 12, 343–367 (2017). https://doi.org/10.1007/s11482-016-9464-9

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s11482-016-9464-9

Keywords

Navigation