Abstract
Psychometric evidence about a psychological assessment measure cannot be assumed to generalize across dimensions of diversity and individual differences. Consistent with the focus on diversity, we stress the conditional nature of psychometric evidence. That is, the psychometric characteristics of measures can vary across dimensions of individual differences as well as across assessment contexts and specific psychometric dimensions. Constructs and their measures can differ in the degree to which they are sensitive to dimensions of individual differences. In this chapter, we outline science-based psychometric principles in the development and evaluation of psychological assessment instruments and measures that are culturally appropriate and sensitive to diversity.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Notes
- 1.
Many assessment instruments provide multiple measures that differ in their psychometric characteristics. Consequently, psychometric evidence pertains to assessment measures rather than assessment instruments.
- 2.
As demonstrated in all of the chapters in Hunsley and Mash (2008, 2018), an assessment instrument can provide measures that differ across psychometric dimensions such as internal consistency, convergent validity, and discriminant validity. Further, the psychometric attributes of a measure can also differ across applications, such as brief screening versus treatment outcome evaluation.
- 3.
The University of Minnesota Center for Advanced Research on Language Acquisition (http://www.carla.umn.edu/culture/definitions.html) lists 10 definitions of “culture” with citations.
- 4.
We provide a specific example of an ethnic group, Navajo, often associated with the broader ethnic category of American Indian or Native American rather than assuming all American Indian persons share the exact same attitudes, values, behaviors, and life experiences. Broad ethnic or other broad characterizations (e.g., middle class) should be used cautiously because of large within-group variations.
- 5.
Differences between culture groups in total or scale scores could, but not necessarily, mean that the measures are culturally nonequivalent. As noted by Suzuki et al. (2013) between-group score differences could be a function of measurement error or true differences between the groups on the measured constructs.
- 6.
The Haynes et al. (1992) study also included the adoption of several items from existing questionnaires and psychometric evaluations of item performance, internal consistency, test-retest reliability, factor structure, convergent validity, and discriminant validity.
- 7.
Nonequivalence on some dimensions of psychometric evidence could also be found, given that lower expected indices of covariation would be expected between total or scale scores of couple satisfaction and measures of specific items such as raising children. As indicated in the study by Gross et al. (2006), differential item functioning may also point to some content validity problems.
- 8.
See lists of biases on pages 26–27 in Haynes, Smith, et al. (2011).
- 9.
This and the following section focus on the development of self- and other-report assessment instruments. The principles are the same, but the strategy is different in the development of behavioral observation systems. These are discussed in Bakeman and Haynes (2015).
- 10.
It can be challenging to determine who might be an “expert” in the cultural dimension of interest in relation to a particular psychological construct. Ideally, it would be a person who shares the same cultural dimension of interest and who has clinical and/or research experience specific to the psychological construct as it operates in other persons who share the same cultural dimension of interest. When this is not possible, an expert should be a person with clinical and/or research experience specific to the psychological construct and the cultural dimension of interest.
- 11.
A useful process for initial qualitative item evaluation is to project each item separately on a screen in front of the test developers, or on test developers’ computer screen. Each item can then be discussed and modified, categorized, or deleted in real time.
- 12.
Not reviewed here, but important to adapting an existing assessment instrument to another linguistically diverse cultural group, is the issue of translating items into a different language (Cha, Kim, & Erlen, 2007). A forward-backward translation method or a dual-panel approach can be used in translating the elements of an instrument into another language (Acquadro et al., 2008). The translated elements should undergo the same content validation steps outlined here.
- 13.
Being from a particular cultural group does not necessarily make you a cultural expert or expert in all aspects of that culture. It is important to identify stakeholders who share the specific cultural and psychological dimensions of interest for the assessment instrument being developed. They are more likely to provide relevant feedback based on their experience and/or expression of the psychological construct, such as specific idioms of distress for social anxiety. It is also important to solicit the perspectives of several stakeholders to compare and contrast responses.
- 14.
For some assessment contexts, low-endorsement items can be retained. Consider the importance of an item such as “My boyfriend/girlfriend has threatened me with a gun or knife” in an assessment instrument designed to identify problems in an adolescent dating relationship. A very low endorsement rate diminishes the chance of satisfactory indices of factor loadings and inter-item correlations, but it would be important to identify adolescents who are at risk for violence.
- 15.
A “culturally appropriate” expert refers to a professional (e.g., psychologists, teachers) who is knowledgeable about the targeted construct and the culture with which the new instrument will be applied. A “culturally appropriate” sample refers to persons who are members of the culture with which the new instrument will be applied.
References
Acquadro, C., Conway, K., Hareendran, A., & Aaronson, N. for the European Regulatory Issues and Quality of Life Assessment (ERIQA) Group. (2008). Literature review of methods to translate health-related quality of life questionnaires for use in multinational clinical trials. Value in Health, 11, 509–521.
American Educational Research Association, American Psychological Association, National Council on Measurement in Education. (2014). Standards for educational and psychological testing (2014). Washington, DC: APA, AERA.
American Psychiatric Association. (2013). Diagnostic and statistical manual of mental disorders (5th ed.). Washington, DC: Author.
Apfeldorf, W. J., Shear, M. K., Leon, A. C., & Portera, L. (1994). A brief screen for panic disorder. Journal of Anxiety Disorders, 8, 71–78.
Bakeman, R., & Haynes, S. N. (2015). Behavioral observation. In R. L. Cautin & S. O. Lilienfeld (Eds.), Encyclopedia of clinical psychology. Hoboken, NJ: John Wiley & Sons.
Bingenheimer, J. B., Raudenbush, S. W., Leventhal, T., & Brooks-Gunn, J. (2005). Measurement equivalence and differential item functioning in family psychology. Journal of Family Psychology, 19, 441–455.
Blashfield, R. K., Keeley, J. W., Flanagan, E. H., & Miles, S. R. (2014). The cycle of classification: DSM-I through DSM-5. Annual Review of Clinical Psychology, 10, 25–51.
Brezsnyak, M., & Whisman, M. A. (2004). Sexual desire and relationship functioning: The effects of marital satisfaction and power. Journal of Sex & Marital Therapy, 30, 199–217.
Burgess, D., Tran, A., Lee, R., & van Ryn, M. (2007). Effects of perceived discrimination on mental health and mental health services utilization among gay, lesbian, bisexual and transgender persons. Journal of Lesbian, Gay, Bisexual, and Transgender Health Research, 3, 1–14.
Butcher, J. N. (2009). Clinical personality assessment: Practical approaches. New York, NY: Oxford University Press.
Cha, E. S., Kim, K. H., & Erlen, J. A. (2007). Translation of scales in cross-cultural research: Issues and techniques. Journal of Advanced Nursing, 58, 386–395.
Chen, F. (2008). What happens if we compare chopsticks with forks? The impact of making inappropriate comparisons in cross-cultural research. Journal of Personality and Social Psychology, 95, 1005–1018.
Chin, D., & Kameoka, V. A. (2006). Sociocultural influences. Comprehensive Handbook of Personality and Psychopathology: Adult Psychopathology, 2, 67–84.
Cinnirella, M., & Loewenthal, K. M. (1999). Religious and ethnic group influences on beliefs about mental illness: A qualitative interview study. British Journal of Medical Psychology, 72, 505–524.
Clark, L. A., & Watson, D. (1995). Constructing validity: Basic issues in objective scale development. Psychological Assessment, 7, 309–319.
Cooper, J. E., Kendell, R. E., Gurland, B. J., Sharpe, L., Copeland, J. R. M., & Simon, R. (1972). Psychiatric diagnosis in New York and London: A comparative study of mental hospital admissions. Institute of Psychiatry, Maudsley Monographs, No 20.
Davis, R. E., Couper, M. P., Janz, N. K., Caldwell, C. H., & Resnicow, K. (2010). Interviewer effects in public health surveys. Health Education Research, 25, 14–26.
de Haan, A. M., Boon, A. E., Vermeiren, R. R. J. M., & de Jong, J. T. V. M. (2014). Ethnic differences in DSM-classifications in youth mental health care practice. International Journal of Culture and Mental Health, 7, 284–296.
Dere, J., Sun, J., Zhao, Y., Persson, T. J., Zhu, X., Yao, S., et al. (2013). Beyond “somatization” and “psychologization”: Symptom-level variation in depressed Han Chinese and Euro-Canadian outpatients. Frontiers in Psychology, 4(article 377), 1–13.
Draguns, J. G., & Tanaka-Matsumi, J. (2003). Assessment of psychopathology across and within cultures: Issues and findings. Behaviour Research and Therapy, 41, 755–776.
Edelen, M. O., & Reeve, B. B. (2007). Applying item response theory (IRT) modeling to questionnaire development, evaluation, and refinement. Quality of Life Research, 16(Suppl 1), 5–18.
First, M. B., & Gibbon, M. (2004). The structured clinical interview for DSM-IV axis I disorders (SCID-I) and the structured clinical interview for DSM-IV axis II disorders (SCID-II). In M. J. Hilsenroth, D. L. Segal, & M. Hersen (Eds.), Comprehensive handbook of psychological assessment vol. 2 personality assessment (pp. 134–143). Hoboken, NJ: John Wiley.
Follete, W. C., & Houts, A. C. (1996). Models of scientific progress and the role of theory of taxonomy development: A case study of the DSM in taxonomy development: Case study of the DSM. Journal of Consulting and Clinical Psychology, 64, 1120–1132. (Cited in text).
Frisby, C. L. (2009). Cultural competence in school psychology: Established or elusive construct? In T. B. Gutkin & C. R. Reynolds (Eds.), The handbook of school psychology (4th ed., pp. 855–885). Hoboken, NJ: Wiley.
Geisinger, K. F. (Ed.). (2013). APA handbook of testing and assessment in psychology (Vols. I–III). Washington, DC: APA.
Gorchoff, S. M., John, O. P., & Helson, R. (2008). Contextualizing change in marital satisfaction during middle age: An 18-year longitudinal study. Psychological Science, 19, 1194–1200.
Gorin, J. S., & Embretson, S. E. (2008). Item response theory and Rasch models. In D. McKay (Ed.), Handbook of research methods in abnormal and clinical psychology (pp. 271–292). Los Angeles: Sage Publications.
Gross, D., Fogg, L., Young, M., Ridge, A., Cowell, J. M., Richardson, R., & Sivan, A. (2006). The equivalence of the Child Behavior Checklist/1 1/2-5 across parent race/ethnicity, income level, and language. Psychological Assessment, 18(3), 313–323.
Gross, T. J., Hansen, B., et al. (2014). Diversity self-study: Instrument development and utilization recommendations. Trainers’ Forum: Journal of the Trainers of School Psychologists, 11, 21–35.
Haynes, S. N., Floyd, F. J., Lemsky, C., Rogers, E., Winemiller, D., Heilman, N., et al. (1992). The marital satisfaction questionnaire for older persons. Psychological Assessment, 4, 473–482.
Haynes, S. N., & Jensen, B., Wise, E., & Sherman, D. (l982). The marital intake interview: A multimethod criterion validity evaluation. Journal of Consulting and Clinical Psychology, 49, 379–387.
Haynes, S. N., Mumma, G. H., & Pinson, C. (2009). Idiographic assessment: Conceptual and psychometric foundations of individualized behavioral assessment. Clinical Psychology Review, 29, 179–191. https://doi.org/10.1016/j.cpr.2008.12.003
Haynes, S. N., O’Brien, W. H., & Kaholokula, J. K. (2011). Behavioral assessment and case formulation. Hoboken, NJ: John Wiley & Sons.
Haynes, S. N., Richard, D. C. S., & Kubany, E. (1995). Content validity in psychological assessment. A functional approach to concepts and methods. Psychological Assessment, 7, 238–247.
Haynes, S. N., Smith, G., & Hunsley, J. R. (2011). Scientific foundations of clinical assessment. New York: Taylor and Francis/Routledge.
Herdman, A. O., & McMillan-Capehart, A. (2010). Establishing a diversity program is not enough: Exploring the determinants of diversity climate. Journal of Business and Psychology, 25, 39–53. https://doi.org/10.1007/s10869-009-9133-l
Hogan, T. P. (2015). Psychological testing: A practical introduction (3rd ed.). Hoboken, NJ: Wiley.
Huang, W. Y., & Wong, S. H. (2014). Cross-cultural validation. In A. C. Michalos (Ed.), Encyclopedia of quality of life and Well-being research. Dordrecht: Springer.
Hui, C. H., & Triandis, H. C. (1989). Effects of culture and response format on extreme response style. Journal of Cross-Cultural Psychology, 20, 296–309.
Hunsley, J., & Mash, E. J. (2008). A guide to assessments that work. Oxford, UK: Oxford University Press.
Hunsley, J., & Mash, E. J. (Eds.). (2018). A guide to assessments that work (2nd ed.). New York, NY: Oxford University Press.
Hwang, W. C., Myers, H. F., Abe-Kim, J., & Ting, J. Y. (2008). A conceptual paradigm for understanding culture’s impact on mental health: The cultural influences on mental health (CIMH) model. Clinical Psychology Review, 28(2), 211–227.
Hybels, C. F., Landerman, L. R., & Blazer, D. G. (2012). Age differences in symptom expression in patients with major depression. International Journal of Geriatric Psychiatry, 27, 601–611.
Jacobs, R. H., Klein, J. B., Reinecke, M. A., Silva, S. G., Tonev, S., Breland-Noble, A., et al. (2008). Ethnic differences in attributions and treatment expectancies for adolescent depression. International Journal of Cognitive Therapy, 1, 163–178.
Johnson, M. R., Hartzema, A. G., Mills, T. L., De Leon, J. M., Yang, M., Frueh, C., & Santos, A. (2007). Ethnic differences in the reliability and validity of a Panic Disorder Screen. Ethnicity and Health, 12, 283–296.
Keiley, M. K., Bates, J., Dodge, K., & Pettit, G. (2000). A cross-domain growth analysis: Externalizing and internalizing behaviors during 8 years of childhood. Journal of Abnormal Child Psychology, 28, 161–179.
Kendell, R. E., Cooper, J. E., Gourlay, A. J., Copeland, J. R. M., Sharpe, L., & Gurland, B. J. (1971). Diagnostic criteria of American and British psychiatrists. Archives of General Psychiatry, 25, 123–130.
Kim, B. S. K., Ahn, A. J., & Lam, A. (2009). Theories and research on acculturation and enculturation experiences among Asian American families. In N.-H. Trinh, F. G. Lu, Y. C. Rho, & K. M. Sanders (Eds.), Handbook of mental health and acculturation in Asian American families (p. 15). New York, NY: Humana Press.
Kirmayer, L. J. (2001). Cultural variations in the clinical presentation of depression and anxiety: Implications for diagnosis and treatment. Journal of Clinical Psychiatry, 62, 22–30.
Kleinknecht, R. K., Dinnel, D. L., Hiruma, N., & Harada, N. (1997). Cultural factors in social anxiety: A comparison of social phobia symptoms and Taijin Kyofusho. Journal of Anxiety Disorders, 11, 157–177.
Kleinman, A. (1977). Depression, somatization, and the “new cross-cultural psychiatry”. Social Science and Medicine, 11, 3–9.
Kleinman, A. (1982). Neurasthenia and depression: A study of somatization and culture in China. Culture, Medicine and Psychiatry, 6, 117–190.
Kleinman, A. (1988). Rethinking psychiatry: From cultural category to personal experience. New York: Free Press.
Kraepelin, E. (1899). Psychiatrie: ein Lehrbuvh für Srudierende und Aerzte (6th ed.). Leipzig: Barth.
Labad, J., Menchon, J. M., Alonso, P., Segalas, C., Jimenez, S., Jaurrieta, N., et al. (2008). Gender differences in obsessive-compulsive symptom dimensions. Depression & Anxiety, 25, 832–838.
Lewis-Fernández, R., Aggarwal, N. K., Bäärnheim, S., Rohlof, H., Kirmayer, L. J., Weiss, M. G., et al. (2014). Culture and psychiatric evaluation: Operationalizing cultural formulation for DSM-5. Psychiatry, 77, 130–154.
Lieberman, M. D., Jarcho, J. M., & Obayashi, J. (2005). Attributional inference across cultures: Similar automatic attributions and different controlled corrections. Personality and Social Psychology Bulletin, 31, 889–901.
Lilienfeld, S. O., & Lynn, S. J. (2015). Errors/biases in clinical decision making. In R. Cautin & S. Lilienfeld (Eds.), Encyclopedia of clinical psychology. New York: Wiley-Blackwell.
Lopez, S. R., & Guarnaccia, P. J. (2000). Cultural psychopathology: Uncovering the social world of mental illness. Annual Review of Clinical Psychology, 51, 571–598.
Lynn, M. R. (1986). Determination and quantification of content validity. Nursing Research, 35, 382–386.
Malgady, R. G., & Costantino, G. (1998). Symptom severity in bilingual Hispanics as a function of clinician ethnicity and language of interview. Psychological Assessment, 10, 120–127.
Matsumoto, D. (1989). Cultural influences on the perceptions of emotion. Journal of Cross-Cultural Psychology, 20, 92–105.
Matsumoto, D. (1993). Ethnic differences in affect intensity, emotion judgments, display rule attitudes, and self-reported emotional expression in an American sample. Motivation and Emotion, 17, 107–123.
Matsumoto, D. (2003). Cross-cultural research. In S. F. Davis (Ed.), Handbook of research methods in experimental psychology. Oxford: Blackwell.
Messick, S. (1995). Validity of psychological assessment: Validation of inferences from persons’ responses and performances as scientific inquiry into score meaning. American Psychologist, 50, 741–749.
Nunnally, J. C., & Bernstein, I. H. (1994). Psychometric theory. New York: McGraw-Hill.
O’Donohue, W., & L. Benuto, L. (2010). The many problems of cultural sensitivity. The Scientific Review of Mental Health Practice, 7, 34–37.
Pedhazur, E. J., & Pedhazur-Schmelkin, L. (1991). Measurement, design, and analysis: An integrated approach (1st ed.). Hillsdale, NJ: Lawrence Erlbaum Associates.
Peng, K., Nisbett, R. E., & Wong, N. Y. C. (1997). Validity problems comparing values across cultures and possible solutions. Psychological Methods, 2(4), 329–344.
Pols, J. (2011). Emil Kraepelin on cultural and ethnic factors in mental illness. Psychiatric Times, 28(8), 1–6.
Posner, S. F., Stewart, A. L., Marín, G., & Pérez-Stable, E. J. (2001). Factor variability of the Center for Epidemiological Studies Depression Scale (CES-D) among urban Latinos. Ethnicity & Health, 6, 137–144.
Radloff, L. S. (1977). The CES-D scale: A self-report depression scale for research in the general population. Applied Psychological Measurement, 1, 385–401.
Reynolds, C. R., & Suzuki, L. A. (2012). Bias in psychological assessment. Handbook of Psychology, Second Edition, 10(I), 4.
Rosal, M. C., Carbone, E. T., & Goins, K. V. (2003). Use of cognitive interviewing to adapt measurement instruments for low-literate Hispanics. The Diabetes Educator, 29, 1006–1017.
Rowan, N., & Wulff, D. (2007). Using qualitative methods to inform scale development. The Qualitative Report, 12, 450–466.
Schreier, S. S., Heinrichs, N., Alden, L., Rapee, R. M., Hofmann, S. G., Chen, J., et al. (2010). Social anxiety and social norms in individualistic and collectivistic countries. Depression and Anxiety, 27, 1128–1134.
Selbo-Bruns, A., Floyd, F. J., & Haynes, S. N. (2015). Scale development. In R. L. Cautin & S. O. Lilienfeld (Eds.), The Encyclopedia of clinical psychology. Hoboken, NJ: John Wiley & Sons.
Si, S. X., & Cullen, J. B. (1998). Response categories and potential cultural bias; effects of an explicit middle point in cross-cultural surveys. The International Journal of Organizational Analysis, 6, 218–230.
Sireci, S., & Faulkner-Bond, M. (2014). Validity evidence based on test content. Psicothema, 26, 100–107.
Slepian, M. L., Bogart, K. R., & Ambady, N. (2014). Thin-slice judgments in the clinical context. Annual Review of Clinical Psychology, 10, 131–153.
Sneddon, I., McKeown, G., McRorie, M., & Vukicevic, T. (2011). Cross-cultural patterns in dynamic ratings of positive and negative natural emotional behaviour. PLoS One, 6(2), e14679. Published online 2011 Feb 18. https://doi.org/10.1371/journal.pone.0014679. PMCID: PMC3041750.
Snyder, D., Heyman, R., & Haynes, S. N. (2008). Couple assessment. In J. Hunsley & E. J. Mash (Eds.), A guide to assessments that work (pp. 439–463). Oxford, UK: Oxford University Press.
Snyder, D., Heyman, R., Haynes, S. N., & Balderrama-Durbin, C. (2016). Couple assessment. In J. Hunsley & E. J. Mash (Eds.), A guide to assessments that work. Oxford, UK: Oxford University Press.
Solarsh, B., & Alant, E. (2006). The challenge of cross-cultural assessment—The test of ability to explain for Zulu-speaking children. Journal of Communication Disorders, 39, 109–138.
Steele, C. M., & Aronson, J. (1995). Stereotype threat and the intellectual test performance of African Americans. Journal of Personality and Social Psychology, 69, 797–811.
Steffensen, M. S., & Calker, L. (1982). Intercultural misunderstandings about health care: Recall of descriptions of illness and treatments. Social Science and Medicine, 16, 1949–1954.
Suen, H. K. (1990). Principles of test theories. New York: Routledge.
Suinn, R. M. (2009). Acculturation: Measurements and review of findings. In N.-H. Trinh, F. G. Lu, Y. C. Rho, & K. M. Sanders (Eds.), Handbook of mental health and acculturation in Asian American families (p. 15). New York, NY: Humana Press.
Suzuki, L. A., Onoue, M. A., & Hill, J. S. (2013). Clinical assessment: A multicultural perspective. In K. F. Geisinger (Ed.), APA handbook of testing and assessment in psychology (Vol. 2, pp. 193–211). Washington, DC: APA.
Suzuki, L. A., & Ponterotto, J. G. (Eds.). (2008). Handbook of multicultural assessment: Clinical, psychological, and educational applications. San Francisco, CA: Jossey-Bass.
Tanaka-Matsumi, J. (1999). What happened to comparisons of mental health diagnosis across cultures? Cross-Cultural Psychology Bulletin, 33(3&4), 24–27, 38.
Tanaka-Matsumi, J., Seiden, D. Y., & Lam, K. (1996). Culturally-informed functional assessment (CIFA) interview: Cross-cultural behavioral perspective. Cognitive and Behavioral Practice, 2, 215–233.
Twenge, J. M., Campbell, W. K., & Foster, C. A. (2003). Parenthood and marital satisfaction: A meta-analytic review. Journal of Marriage and Family, 65, 574–583.
Urbina, S. (2014). Essentials of psychological testing. Hoboken, NJ: John Wiley & Sons.
van de Vijver, F., & Tanaka-Matsumi, J. (2008). Multicultural research. In D. McKay (Ed.), Handbook of research methods in abnormal and clinical psychology. (pp. 463–482). Los Angeles: Sage Publications.
van Ryn, M., Burgess, D. J., Dovidio, J. F., Phelan, S. M., Saha, S., Malat, J., et al. (2011). The impact of racism on clinician cognition, behavior, and clinical decision making. Du Bois Review, 8(1), 199–218.
Weinhardt, L. S., Forsyth, A. D., Carey, M. P., Jaworski, B. C., & Durant, L. E. (1998). Reliability and validity of self-report measures of HIV-related sexual behavior: Progress since 1990 and recommendations for research and practice. Archives of Sexual Behavior, 27, 155–180.
Wicherts, J. M., Dolan, C. V., & Hessen, D. J. (2005). Stereotype threat and group differences in test performance: A question of measurement invariance. Journal of Personality and Social Psychology, 89, 696–719.
Widaman, K. F., & Reise, S. P. (1997). Exploring the measurement invariance of psychological instruments: Applications in the substance use domain. In K. J. Bryant, M. Windle, & S. G. West (Eds.), The science of prevention: Methodological advances from alcohol and substance abuse research (pp. 281–324). Washington, DC: American Psychological Association.
Widiger, T. A., Frances, A. J., Pincus, H. A., Davis, W. W., & First, M. B. (1991). Toward an empirical classification for the DSM-IV. Journal of Abnormal Psychology, 100, 280–288.
Willis, G. B. (2005). Cognitive interviewing. Thousand Oaks, CA: Sage Publications.
Wilson, W. J. (2009). More than just race: Being black and poor in the inner city. New York, NY: Norton.
Zayas, L. H., Torres, L. R., & Cabassa, L. J. (2009). Diagnostic, symptom, and functional assessment of Hispanic outpatients in community mental health practice. Community Mental Health Journal, 45, 97–105.
Zinbarg, R. E., Revelle, W., Yovel, I., & Li, W. (2005). Cronbach’s α, Revelle’s β, and McDonald’s ω H: Their relations with each other and two alternative conceptualizations of reliability. Psychometrika, 70, 123–133.
Author information
Authors and Affiliations
Corresponding author
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2018 Springer International Publishing AG, part of Springer Nature
About this chapter
Cite this chapter
Haynes, S.N., Kaholokula, J.K., Tanaka-Matsumi, J. (2018). Psychometric Foundations of Psychological Assessment with Diverse Cultures: What Are the Concepts, Methods, and Evidence?. In: Frisby, C., O'Donohue, W. (eds) Cultural Competence in Applied Psychology. Springer, Cham. https://doi.org/10.1007/978-3-319-78997-2_18
Download citation
DOI: https://doi.org/10.1007/978-3-319-78997-2_18
Published:
Publisher Name: Springer, Cham
Print ISBN: 978-3-319-78995-8
Online ISBN: 978-3-319-78997-2
eBook Packages: Behavioral Science and PsychologyBehavioral Science and Psychology (R0)