Abstract
Objectives
The Five Facet Mindfulness Questionnaire (FFMQ) is a self-report measure of mindfulness with forms of several different lengths, including the FFMQ-39, FFMQ-24, and FFMQ-15. We use item response theory analysis to directly compare the functioning of these three forms.
Methods
Data were drawn from a non-clinical Amazon Mechanical Turk study (N = 522) and studies of aftercare treatment of individuals with substance use disorders (combined N = 454). The item and test functioning of the three FFMQ forms were studied and compared.
Results
All 39 items were strongly related to the facet latent variables, and the items discriminated over a similar range of the latent mindfulness constructs. Items provided more information in the low-to-medium range of latent mindfulness than in the high range. Scores in three of the five FFMQ-39 facets were unreliable when measuring individuals in the high range of latent mindfulness, resulting from ceiling effects in item responses. Reliability in the high range of mindfulness was further reduced in the FFMQ-24 and FFMQ-15, such that short forms may be ill-suited for applications that require reliable measurement in the high range.
Conclusions
Results suggest the existing FFMQ item pool cannot be reduced without negatively affecting either overall reliability or the span of mindfulness over which reliability is assessed. Conditional test reliability curves and item functioning parameters can aid investigators in tailoring their choice of FFMQ form to the reliability they hope to achieve and to the range of latent mindfulness over which they must reliably measure.
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References
Andrich, D. (2004). Controversy and the Rasch model: a characteristic of incompatible paradigms? Medical Care, 42, I7–I16.
Baer, R. A., Smith, G. T., Hopkins, J., Krietemeyer, J., & Toney, L. (2006). Using self-report assessment methods to explore facets of mindfulness. Assessment, 13, 27–45.
Baer, R. A., Carmody, J., & Hunsinger, M. (2012). Weekly change in mindfulness and perceived stress in a mindfulness-based stress reduction program. Journal of Clinical Psychology, 68, 755–765.
Bohlmeijer, E., ten Klooster, P. M., Fledderus, M., Veehof, M., & Baer, R. (2011). Psychometric properties of the Five Facet Mindfulness Questionnaire in depressed adults and development of a short form. Assessment, 18, 308–320.
Bowen, S., Chawla, N., Collins, S. E., Witkiewitz, K., Hsu, S. H., Grow, J., et al. (2009). Mindfulness-based relapse prevention for substance use disorders: a pilot efficacy trial. Substance Abuse, 30, 295–305.
Bowen, S., Chawla, N., & Marlatt, G. A. (2011). Mindfulness-based relapse prevention for addictive behaviors: a clinician’s guide. New York, NY: Guilford Press.
Bowen, S., Witkiewitz, K., Clifasefi, S. L., Grow, J., Chawla, N., Hsu, S. H., et al. (2014). Relative efficacy of mindfulness-based relapse prevention, standard relapse prevention, and treatment as usual for substance use disorders: a randomized clinical trial. JAMA Psychiatry, 71, 547–556.
Chalmer, R. P. (2012). mirt: a multidimensional item response theory package for the R environment. Journal of Statistical Software, 48, 1–29.
Christopher, M. S., Christopher, V., & Charoensuk, S. (2009). Assessing “Western” mindfulness among Thai Theravāda Buddhist monks. Mental Health, Religion & Culture, 12, 303–314.
Christopher, M. S., Neuser, N. J., Michael, P. G., & Baitmangalkar, A. (2012). Exploring the psychometric properties of the Five Facet Mindfulness Questionnaire. Mindfulness, 3, 124–131.
Curran, P. J., & Hussong, A. M. (2009). Integrative data analysis: the simultaneous analysis of multiple data sets. Psychological Methods, 14, 81–100.
de Ayala, R. J. (2009). The theory and practice of item response theory. New York: Guilford Publications.
Edelen, M. O., & Reeve, B. B. (2007). Applying item response theory (IRT) modeling to questionnaire development, evaluation, and refinement. Quality of Life Research, 16, 5–18.
Edwards, M. C. (2009). An introduction to item response theory using the Need for Cognition Scale. Social and Personality Psychology Compass, 3, 507–529.
Eisenberg, I. W., Bissett, P. G., Canning, J. R., Dallery, J., Enkavi, A. Z., Whitfield-Gabrieli, S., et al. (2018). Applying novel technologies and methods to inform the ontology of self-regulation. Behaviour Research and Therapy, 101, 46–57.
Eisenlohr-Moul, T. A., Walsh, E. C., Charnigo, R. J., Lynam, D. R., & Baer, R. A. (2012). The “what” and the “how” of dispositional mindfulness: using interactions among subscales of the Five-Facet Mindfulness Questionnaire to understand its relation to substance use. Assessment, 19, 276–286.
Embretson, S. E., & Reise, S. P. (2000). Item response theory for psychologists. Mahwah, New Jersey: Lawrence Erlbaum Associaties.
Goldberg, S. B., Wielgosz, J., Dahl, C., Schuyler, B., MacCoon, D. S., Rosenkranz, M., et al. (2016). Does the Five Facet Mindfulness Questionnaire measure what we think it does? Construct validity evidence from an active controlled randomized clinical trial. Psychological Assessment, 28, 1009–1014.
Grossman, P. (2008). On measuring mindfulness in psychosomatic and psychological research. Journal of Psychosomatic Research, 64, 405–408.
Grossman, P. (2011). Defining mindfulness by how poorly I think I pay attention during everyday awareness and other intractable problems for psychology’s (re)invention of mindfulness: comment on Brown et al. (2011). Psychological Assessment, 23, 1034–1040.
Grossman, P., & Dam, N. T. V. (2011). Mindfulness, by any other name…: trials and tribulations of sati in western psychology and science. Contemporary Buddhism, 12, 219–239.
Gu, J., Strauss, C., Crane, C., Barnhofer, T., Karl, A., Cavanagh, K., & Kuyken, W. (2016). Examining the factor structure of the 39-item and 15-item versions of the Five Facet Mindfulness Questionnaire before and after mindfulness-based cognitive therapy for people with recurrent depression. Psychological Assessment, 28, 791–802.
Hambleton, R. K., & Swaminathan, H. (1985). Item response theory: Principles and applications. Boston: Kluwer-Nijhoff.
Hou, J., Wong, S. Y.-S., Lo, H. H.-M., Mak, W. W.-S., & Ma, H. S.-W. (2014). Validation of a Chinese version of the Five Facet Mindfulness Questionnaire in Hong Kong and development of a short form. Assessment, 21, 363–371.
Hsiao, Y.-Y., Tofighi, D., Kruger, E. S., Lee Van Horn, M., MacKinnon, D. P., & Witkiewitz, K. (2018). The (lack of) replication of self-reported mindfulness as a mechanism of change in mindfulness-based relapse prevention for substance use disorders. Mindfulness. https://doi.org/10.1007/s12671-018-1023-z.
Karyadi, K. A., VanderVeen, J. D., & Cyders, M. A. (2014). A meta-analysis of the relationship between trait mindfulness and substance use behaviors. Drug and Alcohol Dependence, 143, 1–10.
Lee, W. C., & Lee, G. (2018). IRT linking and equating. In P. Irwing, T. Booth, & D. J. Hughes (Eds.), The Wiley handbook of psychometric testing: a multidisciplinary reference on scale and test development (pp. 639–673). Hoboken, NJ: John Wiley & Sons, Inc..
Marsh, H. W., Ellis, L. A., Parada, R. H., Richards, G., & Heubeck, B. G. (2005). A short version of the Self Description Questionnaire II: operationalizing criteria for short-form evaluation with new applications of confirmatory factor analyses. Psychological Assessment, 17, 81–102.
Medvedev, O. N., Siegert, R. J., Kersten, P., & Krägeloh, C. U. (2017). Improving the precision of the Five Facet Mindfulness Questionnaire using a Rasch approach. Mindfulness, 8, 995–1008.
Medvedev, O. N., Titkova, E. A., Siegert, R. J., Hwang, Y.-S., & Krägeloh, C. U. (2018). Evaluating short versions of the Five Facet Mindfulness Questionnaire using Rasch analysis. Mindfulness, 9, 1411–1422.
Park, T., Reilly-Spong, M., & Gross, C. R. (2013). Mindfulness: a systematic review of instruments to measure an emergent patient-reported outcome (PRO). Quality of Life Research, 22, 2639–2659.
Quaglia, J. T., Braun, S. E., Freeman, S. P., McDaniel, M. A., & Brown, K. W. (2016). Meta-analytic evidence for effects of mindfulness training on dimensions of self-reported dispositional mindfulness. Psychological Assessment, 28, 803–818.
Reise, S. P., Ainsworth, A. T., & Haviland, M. G. (2005). Item response theory: fundamentals, applications, and promise in psychological research. Current Directions in Psychological Science, 14, 95–101.
Samejima, F. (1969). Estimation of latent ability using a response pattern of graded scores. Psychometrika Monograph Supplement, No. 17.
Sauer, S., Walach, H., Schmidt, S., Hinterberger, T., Lynch, S., Büssing, A., & Kohls, N. (2013). Assessment of mindfulness: review on state of the art. Mindfulness, 4, 3–17.
Shorey, R. C., Brasfield, H., Anderson, S., & Stuart, G. L. (2014). Differences in trait mindfulness across mental health symptoms among adults in substance abuse treatment. Substance Use & Misuse, 49, 595–600.
Smith, G. T., McCarthy, D. M., & Anderson, K. G. (2000). On the sins of short-form development. Psychological Assessment, 12, 102–111.
Sochat, V. V., Eisenberg, I. W., Enkavi, A. Z., Li, J., Bissett, P. G., & Poldrack, R. A. (2016). The experiment factory: standardizing behavioral experiments. Frontiers in Psychology, 7. https://doi.org/10.3389/fpsyg.2016.00610.
Thissen, D., & Wainer, H. (2001). Test Scoring. Mahwah, New Jersey: Lawrence Erlbaum Associaties.
Tran, U. S., Glück, T. M., & Nader, I. W. (2013). Investigating the Five Facet Mindfulness Questionnaire (FFMQ): construction of a short form and evidence of a two-factor higher order structure of mindfulness. Journal of Clinical Psychology, 69, 951–965.
van Dam, N. T., Earleywine, M., & Borders, A. (2010). Measuring mindfulness? An item response theory analysis of the Mindful Attention Awareness Scale. Personality and Individual Differences, 49, 805–810.
van Dam, N. T., Hobkirk, A. L., Danoff-Burg, S., & Earleywine, M. (2012). Mind your words: positive and negative items create method effects on the Five Facet Mindfulness Questionnaire. Assessment, 19, 198–204.
van Dam, N. T., van Vugt, M. K., Vago, D. R., Schmalzl, L., Saron, C. D., Olendzki, A., et al. (2018). Mind the hype: a critical evaluation and prescriptive agenda for research on mindfulness and meditation. Perspectives on Psychological Science, 13, 36–61.
Veehof, M. M., ten Klooster, P. M., Taal, E., Westerhof, G. J., & Bohlmeijer, E. T. (2011). Psychometric properties of the Dutch Five Facet Mindfulness Questionnaire (FFMQ) in patients with fibromyalgia. Clinical Rheumatology, 30, 1045–1054.
Funding
Data for the primary sample were collected via a grant from the National Institute on Drug Abuse (NIDA) (UH2 DA041713). Data for the replication sample were collected via grants from NIDA (R21 DA010562 and R01 DA025764). Additional support was provided by the NIDA (P30 DA029926, R37 DA009757), the National Institute of Alcohol Abuse and Alcoholism (F31 AA026768), and the National Science Foundation (DGE-1311230). The content of this article is solely the responsibility of the authors and does not necessarily represent the official views of any of the funding agencies.
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LM and DM designed and executed the study from which data for primary sample were drawn. KW designed and executed the larger study from which data for secondary sample were drawn. WP, OG, and DM conceptualized the current research question and planned analyses. WP and OG carried out analyses and wrote the first draft of the manuscript. SM, CW, ES, KW, LM, and DP critically reviewed and revised the manuscript. All authors approved the final version of the manuscript for submission.
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All procedures performed in studies involving human participants were in accordance with the ethical standards of the institutional and/or national research committee and with the 1964 Declaration of Helsinki and its later amendments or comparable ethical standards. IRB approval for the primary sample study was received at Stanford University. IRB approval for the secondary sample studies was received at University of Washington.
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Pelham III, W.E., Gonzalez, O., Metcalf, S.A. et al. Item Response Theory Analysis of the Five Facet Mindfulness Questionnaire and Its Short Forms. Mindfulness 10, 1615–1628 (2019). https://doi.org/10.1007/s12671-019-01105-x
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DOI: https://doi.org/10.1007/s12671-019-01105-x