Abstract
This study’s purpose was to use confirmatory factor analysis to compare published factor-analytic models of the 20-item Purpose in Life test (PIL) to identify the one that provides the best fit to the data. To date many different models have been described, with limited evidence to support whether they are replicable. This study utilized data from undergraduates (N = 620) from a medium-sized university located in the southern United States. Ten different PIL models were tested, with support found for the two-factor model (exciting life, purposeful life) of Morgan and Farsides. Recommendations and implications for research are provided.
Similar content being viewed by others
Notes
Many authors, including Sato and Tanaka (1974), Reker and Cousins (1979), Harlow et al. (1987), and Chamberlain and Zika (1988), have reported PIL structures comprised of numerous (three or more) and varied factors, which is further evidence of how tangled this literature has become. These studies are problematic to interpret because they often report items patterning onto more than one factor (e.g., Sato and Tanaka 1974), or do not report how items pattern onto their respective factors (e.g., Harlow et al. 1987).
Shek et al. (1987) conducted a similar factor-analytic study of the Chinese PIL with 480 students (ages 18–25), with differences in how items pattern onto factors evident when the results are compared across studies. The 1988 model is of interest in the current study given its subsequent use in 1992 and 1993 investigations.
For a more in-depth discussion of the measures used with sample 1, including a description of their items, format, and psychometric properties, the reader is referred to Schulenberg (2004).
For a more extensive description of the Boredom Proneness Scale and its psychometric properties, the reader is referred to Melton and Schulenberg (2007).
For further discussion on this topic relating to the PIL, the reader is referred to Steger (2006).
Extrinsic convergent validity is the concept that measures “may be considered conceptually equivalent and empirically interchangeable if they display corresponding correlational profiles across a heterogeneous collection of external criteria” (Lubinski 2006, p. 109). Lubinski (2004) provided a specific example relating to different measures of verbal content.
References
Aiken, L. W., & Groth-Marnat, G. (2006). Psychological testing and assessment (12th ed.). Boston, MA: Pearson.
Bentler, P. M. (1990). Comparative fit indexes in structural models. Psychological Bulletin, 107, 238–246. doi:10.1037/0033-2909.107.2.238.
Bentler, P. M., & Bonett, D. G. (1980). Significance tests and goodness of fit in the analysis of covariance structures. Psychological Bulletin, 88, 588–606. doi:10.1037/0033-2909.88.3.588.
Bollen, K. A. (1989). Structural equations with latent variables. New York, NY: Wiley.
Brown, T. A. (2006). Confirmatory factor analysis for applied research. New York, NY: Guilford.
Browne, M. W., & Cudeck, R. (1993). Alternative ways of assessing model fit. In K. A. Bollen & J. S. Long (Eds.), Testing structural equation models (pp. 136–162). Newbury Park, CA: Sage.
Bryant, F. B., & Yarnold, P. R. (1995). Principal-components analysis and exploratory and confirmatory factor analysis. In L. G. Grimm & P. R. Yarnold (Eds.), Reading and understanding multivariate statistics (pp. 99–135). Washington DC: American Psychological Association.
Cattell, R. B. (1966). The scree test for the number of factors. Multivariate Behavioral Research, 1, 245–276. doi:10.1207/s15327906mbr0102_10.
Chamberlain, K., & Zika, S. (1988). Measuring meaning in life: An examination of three scales. Personality and Individual Differences, 9, 589–596. doi:10.1016/0191-8869(88)90157-2.
Comrey, A. L., & Lee, H. B. (1992). A first course in factor analysis (2nd ed.). Hillsdale, NJ: Erlbaum.
Cronbach, L. J. (1984). Essentials of psychological testing (4th ed.). New York, NY: Harper and Row.
Crumbaugh, J. C. (1977a). Manual of instructions: The Seeking of Noetic Goals test (SONG). Abilene, TX: Viktor Frankl Institute of Logotherapy.
Crumbaugh, J. C. (1977b). The Seeking of Noetic Goals test (SONG): A complementary scale to the purpose in life test (PIL). Journal of Clinical Psychology, 33, 900–907. doi:10.1002/1097-4679(197707)33:3<900::AID-JCLP2270330362>3.0.CO;2-8.
Crumbaugh, J. C., & Henrion, R. (1988). The PIL test: Administration, interpretation, uses, theory and critique. International Forum for Logotherapy, 11, 76–88.
Crumbaugh, J. C., & Maholick, L. T. (1964). An experimental study in existentialism: The psychometric approach to Frankl’s concept of noogenic neurosis. Journal of Clinical Psychology, 20, 200–207. doi:10.1002/1097-4679(196404)20:2<200::AID-JCLP2270200203>3.0.CO;2-U.
Crumbaugh, J. C., & Maholick, L. T. (1969). Manual of instructions for the Purpose in Life test. Abilene, TX: Viktor Frankl Institute of Logotherapy.
DeVellis, R. F. (2003). Scale development: Theory and applications (2nd ed.). Thousand Oaks, CA: Sage.
DeVogler, K. L., & Ebersole, P. (1980). Categorization of college students’ meaning of life. Psychological Reports, 46, 387–390.
Dufton, B. D., & Perlman, D. (1986). The association between religiosity and the purpose-in-life test: Does it reflect purpose or satisfaction? Journal of Psychology and Theology, 14, 42–48.
Dyck, M. J. (1987). Assessing logotherapeutic constructs: Conceptual and psychometric status of the purpose in life and seeking of noetic goals tests. Clinical Psychology Review, 7, 439–447. doi:10.1016/0272-7358(87)90021-3.
Farmer, R., & Sundberg, N. D. (1986). Boredom proneness—The development and correlates of a new scale. Journal of Personality Assessment, 50, 4–17. doi:10.1207/s15327752jpa5001_2.
Fiske, D. W. (1971). Measuring the concepts of personality. Chicago, IL: Aldine Publishing Company.
Frankl, V. E. (1959/1985). Man’s search for meaning (Rev. ed.). New York, NY: Washington Square Press.
Frankl, V. E. (2004). On the theory and therapy of mental disorders: An introduction to logotherapy and existential analysis (J. M. DuBois, Trans.). New York, NY: Brunner-Routledge (Original work, 8th ed., published 1999).
Frazier, P., Oishi, S., & Steger, M. (2003). Assessing optimal human functioning. In W. B. Walsh (Ed.), Counseling psychology and optimal human functioning (pp. 251–278). Mahwah, NJ: Erlbaum.
Gorsuch, R. L. (1983). Factor analysis (2nd ed.). Hillsdale, NJ: Erlbaum.
Guttman, L. (1954). Some necessary conditions for common-factor analysis. Psychometrika, 19, 149–161. doi:10.1007/BF02289162.
Hablas, R., & Hutzell, R. (1982). The Life Purpose Questionnaire: An alternative to the Purpose-in-Life test for geriatric, neuropsychiatric patients. In S. A. Wawrytko (Ed.), Analecta Frankliana: The proceedings of the First World Congress of Logotherapy: 1980 (pp. 211–215). Berkeley, CA: Strawberry Hill.
Hair, J. F., Black, W. C., Babin, B. J., Anderson, R. E., & Tatham, R. L. (2006). Multivariate data analysis (6th ed.). Upper Saddle River, NJ: Pearson Prentice Hall.
Harlow, L. L., Newcomb, M. D., & Bentler, P. M. (1987). Purpose in life test assessment using latent variable methods. The British Journal of Clinical Psychology, 26, 235–236.
Hayton, J. C., Allen, D. G., & Scarpello, V. (2004). Factor retention decisions in exploratory factor analysis: A tutorial on parallel analysis. Organizational Research Methods, 7, 191–205. doi:10.1177/1094428104263675.
Hicks, J. A., & King, L. A. (2007). Meaning in life and seeing the big picture: Positive affect and global focus. Cognition and Emotion, 21, 1577–1584. doi:10.1080/02699930701347304.
Hicks, J. A., & King, L. A. (2008). Religious commitment and positive mood as information about meaning in life. Journal of Research in Personality, 42, 43–57. doi:10.1016/j.jrp.2007.04.003.
Hoelter, J. W. (1983). The analysis of covariance structures: Goodness of fit indices. Sociological Methods & Research, 11, 325–344. doi:10.1177/0049124183011003003.
Horn, J. L. (1965). A rationale and test for the number of factors in factor analysis. Psychometrika, 30, 179–185. doi:10.1007/BF02289447.
Hoyle, R. H. (2000). Confirmatory factor analysis. In H. E. A. Tinsley & S. D. Brown (Eds.), Handbook of applied multivariate statistics and mathematical modeling (pp. 465–497). San Diego, CA: Academic Press.
Hutzell, R. R. (1988). A review of the Purpose in Life test. International Forum for Logotherapy, 11, 89–101.
Hutzell, R. R. (1989). Life Purpose Questionnaire overview sheet. Berkeley, CA: Institute of Logotherapy Press.
Jöreskog, K. G., & Sörbom, D. (1981). LISREL V: Analysis of linear structural relationships by the method of maximum likelihood. Chicago, IL: National Educational Resources.
Jöreskog, K. G., & Sörbom, D. (1989). LISREL 7 user’s reference guide. Chicago, IL: Scientific Software.
Kaiser, H. F. (1960). The application of electronic computers to factor analysis. Educational and Psychological Measurement, 20, 141–151. doi:10.1177/001316446002000116.
Kaiser, H. F. (1970). A second generation little jiffy. Psychometrika, 35, 401–415. doi:10.1007/BF02291817.
Kashdan, T. B., & Breen, W. E. (2007). Materialism and diminished well-being: Experiential avoidance as a mediating mechanism. Journal of Social and Clinical Psychology, 26, 521–539. doi:10.1521/jscp.2007.26.5.521.
King, L. A., Hicks, J. A., Krull, J. L., & Del Gaiso, A. K. (2006). Positive affect and the experience of meaning in life. Journal of Personality and Social Psychology, 90, 179–196. doi:10.1037/0022-3514.90.1.179.
Kline, R. B. (2005). Principles and practice of structural equation modeling (2nd ed.). New York, NY: Guilford.
Lambert, M. J., Hansen, N. V., Umpress, V., Lunnen, K., Okiishi, J., Burlingame, G. M., et al. (1996). Administration and scoring manual for the OQ-45.2. Stephenson, MD: American Professional Credentialing Services LLC.
Laverty, W. H., Pringle-Nelson, C., Kelly, I. W., Miket, M. J., & Janzen, B. L. (2005). Expressions of life meaning among college students. Psychological Reports, 97, 945–954. doi:10.2466/PR0.97.7.945-954.
Lubinski, D. (2004). Introduction to the special section on cognitive abilities: 100 years after Spearman’s (1904) “‘General intelligence’, objectively determined and measured”. Journal of Personality and Social Psychology, 86, 96–111. doi:10.1037/0022-3514.86.1.96.
Lubinski, D. (2006). Ability tests. In M. Eid & E. Diener (Eds.), Handbook of multimethod measurement in psychology (pp. 101–114). Washington, DC: American Psychological Association.
Marsh, A., Smith, L., Piek, J., & Saunders, B. (2003). The purpose in life scale: Psychometric properties for social drinkers and drinkers in alcohol treatment. Educational and Psychological Measurement, 63, 859–871.
McGregor, I., & Little, B. R. (1998). Personal projects, happiness, and meaning: On doing well and being yourself. Journal of Personality and Social Psychology, 74, 494–512. doi:10.1037/0022-3514.74.2.494.
Melton, A. M. A., & Schulenberg, S. E. (2007). On the relationship between meaning in life and boredom proneness: Examining a logotherapy postulate. Psychological Reports, 101, 1016–1022. doi:10.2466/PR0.101.7.1016-1022.
Melton, A. M. A., & Schulenberg, S. E. (2008). On the measurement of meaning: Logotherapy’s empirical contributions to Humanistic psychology. The Humanistic Psychologist, 36, 31–44. doi:10.1080/08873260701828870.
Molcar, C. C., & Stuempfig, D. W. (1988). Effects of world view on purpose in life. The Journal of Psychology, 122, 365–371.
Morgan, J., & Farsides, T. (2007). Measuring meaning in life. Journal of Happiness Studies. doi:10.1007/s10902-007-9075-0.
Nunnally, J. C., & Bernstein, I. H. (1994). Psychometric theory (3rd ed.). New York, NY: McGraw-Hill.
Pöhlmann, K., Gruss, B., & Joraschky, P. (2006). Structural properties of personal meaning systems: A new approach to measuring meaning of life. Journal of Positive Psychology, 1, 109–117. doi:10.1080/17439760600566008.
Reise, S. P., Waller, N. G., & Comrey, A. L. (2000). Factor analysis and scale revision. Psychological Assessment, 12, 287–297. doi:10.1037/1040-3590.12.3.287.
Reker, G. T. (2000). Theoretical perspective, dimensions, and measurement of existential meaning. In G. T. Reker & K. Chamberlain (Eds.), Exploring existential meaning: Optimizing human development across the life span (pp. 39–55). Thousand Oaks, CA: Sage.
Reker, G. T., & Cousins, J. B. (1979). Factor structure, construct validity and reliability of the seeking of noetic goals (SONG) and purpose in life (PIL) tests. Journal of Clinical Psychology, 35, 85–91. doi:10.1002/1097-4679(197901)35:1<85::AID-JCLP2270350110>3.0.CO;2-R.
Robak, R. W., & Griffin, P. W. (2000). Purpose in life: What is its relationship to happiness, depression, and grieving? North American Journal of Psychology, 2, 113–120.
Sato, F., & Tanaka, H. (1974). An experimental study on the existential aspect of life: I. The cross-cultural approach to purpose in life. Tohoku Psychologica Folia, 33, 20–46.
Schulenberg, S. E. (2004). A psychometric investigation of logotherapy measures and the Outcome Questionnaire (OQ-45.2). North American Journal of Psychology, 6, 477–492.
Schulenberg, S. E., & Henrion, R. P. (2005). Logotherapy past, present, and future: A conversation with James C. Crumbaugh. International Forum for Logotherapy, 28, 65–71.
Schulenberg, S. E., Hutzell, R. R., Nassif, C., & Rogina, J. M. Logotherapy for clinical practice. Psychotherapy: Theory, Research, Practice, Training (in press).
Shek, D. T. L. (1988). Reliability and factorial structure of the Chinese version of the purpose in life questionnaire. Journal of Clinical Psychology, 44, 384–392. doi:10.1002/1097-4679(198805)44:3<384::AID-JCLP2270440312>3.0.CO;2-1.
Shek, D. T. L. (1992). Meaning in life and psychological well-being: An empirical study using the Chinese version of the purpose in life questionnaire. The Journal of Genetic Psychology, 153, 185–200.
Shek, D. T. L. (1993). The Chinese purpose-in-life test and psychological well-being in Chinese college students. International Forum for Logotherapy, 16, 35–42.
Shek, D. T. L., Hong, E. W., & Cheung, M. Y. P. (1987). The purpose in life questionnaire in a Chinese context. The Journal of Psychology, 121, 77–83.
Sink, C. A., Van Keppel, J., & Purcell, M. (1998). Reliability estimates of the purpose in life and seeking of noetic goals tests with rural and metropolitan area adolescents. Perceptual and Motor Skills, 86, 362.
Smith, G. T., & McCarthy, D. M. (1995). Methodological considerations in the refinement of clinical assessment instruments. Psychological Assessment, 7, 300–308. doi:10.1037/1040-3590.7.3.300.
Smith, G. T., McCarthy, D. M., & Anderson, K. G. (2000). On the sins of short-form development. Psychological Assessment, 12, 102–111. doi:10.1037/1040-3590.12.1.102.
Starck, P. L. (1983). Patients’ perceptions of the meaning of suffering. International Forum for Logotherapy, 6, 110–116.
Starck, P. L. (1985). Guidelines-Meaning in Suffering Test. Abilene, TX: Viktor Frankl Institute of Logotherapy.
Steger, M. F. (2006). An illustration of issues in factor extraction and identification of dimensionality in psychological assessment data. Journal of Personality Assessment, 86, 263–272. doi:10.1207/s15327752jpa8603_03.
Steger, M. F., Frazier, P., Oishi, S., & Kaler, M. (2006). The meaning in life questionnaire: Assessing the presence of and search for meaning in life. Journal of Counseling Psychology, 53, 80–93. doi:10.1037/0022-0167.53.1.80.
Steger, M. F., & Kashdan, T. B. (2007). Stability and specificity of meaning in life and life satisfaction over one year. Journal of Happiness Studies, 8, 161–179. doi:10.1007/s10902-006-9011-8.
Steiger, J. H. (1990). Structural model evaluation and modification: An interval estimation approach. Multivariate Behavioral Research, 25, 173–180. doi:10.1207/s15327906mbr2502_4.
Strack, K. M., & Schulenberg, S. E. (2008). The meaning in life questionnaire: A psychometric study with individuals with serious mental illness (submitted).
Thompson, B. (2004). Exploratory and confirmatory factor analysis. Washington, DC: American Psychological Association.
Vogt, W. P. (2005). Dictionary of statistics & methodology: A nontechnical guide for the social sciences (3rd ed.). Thousand Oaks, CA: Sage.
Waisberg, J. L., & Starr, M. W. (1999). Psychometric properties of the purpose in life test with a sample of substance abusers. International Forum for Logotherapy, 22, 22–26.
Walters, L. H., & Klein, A. E. (1980). A cross-validated investigation of the Crumbaugh purpose-in-life test. Educational and Psychological Measurement, 40, 1065–1071. doi:10.1177/001316448004000434.
Wei, M., Russell, D. W., Mallinckrodt, B., & Vogel, D. L. (2007). The experiences in close relationship scale (ECR)-short form: Reliability, validity, and factor structure. Journal of Personality Assessment, 88, 187–204.
Wong, P. T. P., & Fry, P. S. (1998). The human quest for meaning: A handbook of psychological research and clinical applications. Mahwah, NJ: Erlbaum.
Yalom, I. D. (1980). Existential psychotherapy. New York, NY: Basic Books.
Zwick, W. R., & Velicer, W. F. (1986). Comparison of five rules for determining the number of components to retain. Psychological Bulletin, 99, 432–442. doi:10.1037/0033-2909.99.3.432.
Acknowledgments
The authors would like to acknowledge the assistance of Dr. Schulenberg’s research team with data collection and data entry, and Dr. William T. Hoyt for helpful comments and suggestions on a previous draft of this manuscript.
Author information
Authors and Affiliations
Corresponding author
Rights and permissions
About this article
Cite this article
Schulenberg, S.E., Melton, A.M.A. A Confirmatory Factor-Analytic Evaluation of the Purpose in Life Test: Preliminary Psychometric Support for a Replicable Two-Factor Model. J Happiness Stud 11, 95–111 (2010). https://doi.org/10.1007/s10902-008-9124-3
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s10902-008-9124-3