Item Response Theory Analysis of the Five Facet Mindfulness Questionnaire and Its Short Forms
Open accessAbstract
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.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
After 4 weeks of MD, the current sample reported total and subscale mindfulness scores similar to mean scores of general population samples, except for the acting with awareness subscale.
“After 4 weeks of MD, the current sample reported total and subscale mindfulness scores that were similar to the mean scores of general population samples, except for the acting with awareness subscale (37, 38).”
From Trait mindfulness and personality characteristics in a microdosing ADHD sample: a naturalistic prospective survey study (2023) · cites this paper as [37]
The Method (Participants and Measures; page unavailable) describes a nonclinical MTurk sample and says Table 1 provides descriptive statistics for its FFMQ items, which could serve as a comparison. Our copy does not establish total and subscale mean scores for a general-population sample or the stated exception for acting with awareness. The four-week MD result belongs to the citing study, not this source. (LLM, conf=0.76)
Experimental — accuracy not yet measuredSerious concerns have been raised about the validity of self-report measures of mindfulness because their factor structures and item functioning differ between populations, time points, and studies.
“Serious concerns have been raised about the validity of self-report measures of mindfulness in particular because their factor structures and item functioning have been shown to be different between populations, e.g., high trait mindfulness individuals versus low trait mindfulness individuals with the Five Factor Mindfulness Questionnaire (FFMQ) (Pelham et al., 2019), between time points with the”
From Dismantling Mindfulness-Based Programs: a Systematic Review to Identify Active Components of Treatment (2020) · cites this paper as Pelham et al., 2019
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
Using Self-Report Assessment Methods to Explore Facets of Mindfulness
Baer, R. A., Smith, G. T., Hopkins, J., Krietemeyer, J., & Toney, L. (2006) · Assessment · doi:10.1177/1073191105283504 · Cited by 7,511 · cited 6× · see citing works
“The measure was developed by administering five existing mindfulness questionnaires in a sample of 613 undergraduate students and then including the items from all five scales (112 total items) in an exploratory factor analysis (Baer et al. 2006).”
BackgroundMethodInfluential(2000) · Cited by 4,106 · see citing works
Journal of Statistical Software
de Leeuw, J. (2009) · Wiley Interdisciplinary Reviews Computational Statistics · doi:10.1002/wics.10 · Cited by 3,608 · see citing works
mirt : A Multidimensional Item Response Theory Package for the R Environment
Chalmers, R. P. (2012) · Journal of Statistical Software · doi:10.18637/jss.v048.i06 · Cited by 2,715 · see citing works
ESTIMATION OF LATENT ABILITY USING A RESPONSE PATTERN OF GRADED SCORES1
Samejima, F. (1968) · ETS Research Bulletin Series · doi:10.1002/j.2333-8504.1968.tb00153.x · Cited by 2,642 · see citing works
Estimation of Latent Ability Using a Response Pattern of Graded Scores
Samejima, F. (1969) · Psychometrika · doi:10.1007/bf03372160 · Cited by 2,194 · see citing works
The theory and practice of item response theory.
Ayala, D. (2009) · Guilford Press eBooks · Cited by 1,812 · see citing works
Item Response Theory: Principles and Applications
Hambleton, R. K., & Swaminathan, H. (1984) · Medical Entomology and Zoology · Cited by 1,779 · see citing works
Hambleton, R. K., & Swaminathan, H. (1985) · doi:10.1007/978-94-017-1988-9 · Cited by 1,777 · see citing works
Van Dam, N. T., van Vugt, M. K., Vago, D. R., Schmalzl, L., Saron, C. D., Olendzki, A., Meissner, T., Lazar, S. W., Kerr, C. E., Gorchov, J., et al. (2018) · Perspectives on Psychological Science · doi:10.1177/1745691617709589 · Cited by 1,506 · see citing works
Bohlmeijer, E., ten Klooster, P. M., Fledderus, M., Veehof, M., & Baer, R. (2011) · Assessment · doi:10.1177/1073191111408231 · Cited by 990 · cited 3× · see citing works
“At least five different short forms of the FFMQ have been created (Baer, Carmody, & Hunsinger, 2012; Bohlmeijer et al., 2011; Hou, Wong, Lo, Mak, & Ma, 2014; Medvedev, Titkova, Siegert, Hwang, & Krägeloh, 2018; Tran, Glück, & Nader, 2013).”
MethodInfluentialOn the sins of short-form development.
Smith, G. T., McCarthy, D. M., & Anderson, K. G. (2000) · Psychological Assessment · doi:10.1037/1040-3590.12.1.102 · Cited by 965 · see citing works
Integrative data analysis: The simultaneous analysis of multiple data sets
Curran, P. J., & Hussong, A. M. (2009) · Psychological Methods · doi:10.1037/a0015914 · Cited by 867 · see citing works
Edelen, M. O., & Reeve, B. B. (2007) · Quality of Life Research · doi:10.1007/s11136-007-9198-0 · Cited by 831 · see citing works
Mindfulness-Based Relapse Prevention for Substance Use Disorders: A Pilot Efficacy Trial
Bowen, S., Chawla, N., Collins, S. E., Witkiewitz, K., Hsu, S., Grow, J., Clifasefi, S., Garner, M., Douglass, A., Larimer, M. E., et al. (2009) · Substance Abuse · doi:10.1080/08897070903250084 · Cited by 715 · cited 1× · see citing works
“The first sample (Bowen et al., 2009) comprised 168 adults who were randomized to mindfulness-based relapse prevention or treatment as usual with the following characteristics: mean age of 41 years old (SD = 10), 64% male, 54% non-Hispanic white, 30% African American, 15% Native American, 5% Hispanic or Latino/a, 41%…”
BackgroundSelf-citationBowen, S., Witkiewitz, K., Clifasefi, S. L., Grow, J., Chawla, N., Hsu, S. H., Carroll, H. A., Harrop, E., Collins, S. E., Lustyk, M. K., et al. (2014) · JAMA Psychiatry · doi:10.1001/jamapsychiatry.2013.4546 · Cited by 701 · see citing works
Self-citationGrossman, P. (2011) · Psychological Assessment · doi:10.1037/a0022713 · Cited by 666 · see citing works
Grossman, P., & Van Dam, N. T. (2011) · Contemporary Buddhism · doi:10.1080/14639947.2011.564841 · Cited by 548 · see citing works
Weekly change in mindfulness and perceived stress in a mindfulness-based stress reduction program
Baer, R. A., Carmody, J., & Hunsinger, M. (2012) · Journal of Clinical Psychology · doi:10.1002/jclp.21865 · Cited by 546 · see citing works
On measuring mindfulness in psychosomatic and psychological research
Grossman, P. (2008) · Journal of Psychosomatic Research · doi:10.1016/j.jpsychores.2008.02.001 · Cited by 514 · see citing works
Assessment of Mindfulness: Review on State of the Art
Sauer, S., Walach, H., Schmidt, S., Hinterberger, T., Lynch, S., Büssing, A., & Kohls, N. (2013) · Mindfulness · doi:10.1007/s12671-012-0122-5 · Cited by 464 · see citing works
Gu, J., Strauss, C., Crane, C., Barnhofer, T., Karl, A., Cavanagh, K., & Kuyken, W. (2016) · Psychological Assessment · doi:10.1037/pas0000263 · Cited by 431 · cited 3× · see citing works
“aware of only one psychometric comparison of the FFMQ39 and the FFMQ-15 (Gu et al. 2016) and of no psychometric comparison of the FFMQ-24 and the FFMQ-15.”
BackgroundMethodInfluentialControversy and the Rasch Model
Andrich, D. (2003) · Medical Care · doi:10.1097/01.mlr.0000103528.48582.7c · Cited by 417 · see citing works
Park, T., Reilly-Spong, M., & Gross, C. R. (2013) · Quality of Life Research · doi:10.1007/s11136-013-0395-8 · Cited by 370 · see citing works
Quaglia, J. T., Braun, S. E., Freeman, S. P., McDaniel, M. A., & Brown, K. W. (2016) · Psychological Assessment · doi:10.1037/pas0000268 · Cited by 341 · see citing works
Measuring mindfulness? An item response theory analysis of the Mindful Attention Awareness Scale
Van Dam, N. T., Earleywine, M., & Borders, A. (2010) · Personality and Individual Differences · doi:10.1016/j.paid.2010.07.020 · Cited by 338 · see citing works
Marsh, H. W., Ellis, L. A., Parada, R. H., Richards, G. E., & Heubeck, B. G. (2005) · Psychological Assessment · doi:10.1037/1040-3590.17.1.81 · Cited by 326 · see citing works
(2001) · Routledge eBooks · doi:10.4324/9781410604729 · Cited by 308 · see citing works
Mindfulness-Based Relapse Prevention for Addictive Behaviors: A Clinician's Guide
Bowen, S. W., Chawla, N., & Marlatt, G. A. (2010) · Cited by 305 · see citing works
Exploring the Psychometric Properties of the Five Facet Mindfulness Questionnaire
Christopher, M. S., Neuser, N. J., Michael, P. G., & Baitmangalkar, A. (2012) · Mindfulness · doi:10.1007/s12671-011-0086-x · Cited by 234 · see citing works
Reise, S. P., Ainsworth, A. T., & Haviland, M. G. (2005) · Current Directions in Psychological Science · doi:10.1111/j.0963-7214.2005.00342.x · Cited by 234 · see citing works
Hou, J., Wong, S. Y.-S., Lo, H. H.-M., Mak, W. W.-S., & Ma, H. S.-W. (2014) · Assessment · doi:10.1177/1073191113485121 · Cited by 215 · see citing works
Tran, U. S., Glück, T. M., & Nader, I. W. (2013) · Journal of Clinical Psychology · doi:10.1002/jclp.21996 · Cited by 188 · see citing works
Mindfulness-Based Relapse Prevention for Addictive Behaviors: A Clinician's Guide
Bien, T. H. (2011) · Journal of Psychiatric and Mental Health Nursing · doi:10.1111/j.1365-2850.2011.01761.x · Cited by 172 · see citing works
Goldberg, S. B., Wielgosz, J., Dahl, C., Schuyler, B., MacCoon, D. S., Rosenkranz, M., Lutz, A., Sebranek, C. A., & Davidson, R. J. (2016) · Psychological Assessment · doi:10.1037/pas0000233 · Cited by 172 · see citing works
A meta-analysis of the relationship between trait mindfulness and substance use behaviors
Karyadi, K. A., VanderVeen, J. D., & Cyders, M. A. (2014) · Drug and Alcohol Dependence · doi:10.1016/j.drugalcdep.2014.07.014 · Cited by 158 · see citing works
Veehof, M. M., ten Klooster, P. M., Taal, E., Westerhof, G. J., & Bohlmeijer, E. T. (2011) · Clinical Rheumatology · doi:10.1007/s10067-011-1690-9 · Cited by 158 · see citing works
Eisenlohr-Moul, T. A., Walsh, E. C., Charnigo, R. J., Lynam, D. R., & Baer, R. A. (2012) · Assessment · doi:10.1177/1073191112446658 · Cited by 137 · see citing works
An Introduction to Item Response Theory Using the Need for Cognition Scale
Edwards, M. C. (2009) · Social and Personality Psychology Compass · doi:10.1111/j.1751-9004.2009.00194.x · Cited by 104 · see citing works
Dam, N. T. V., Hobkirk, A. L., Danoff‐Burg, S., & Earleywine, M. (2012) · Assessment · doi:10.1177/1073191112438743 · Cited by 95 · see citing works
Evaluating Short Versions of the Five Facet Mindfulness Questionnaire Using Rasch Analysis
Medvedev, O. N., Titkova, E. A., Siegert, R. J., Hwang, Y.-S., & Krägeloh, C. U. (2018) · Mindfulness · doi:10.1007/s12671-017-0881-0 · Cited by 71 · see citing works
Assessing “Western” Mindfulness Among Thai Theravāda Buddhist Monks
Christopher, M., Christopher, V., & Charoensuk, S. (2009) · Mental Health Religion & Culture · doi:10.1080/13674670802651487 · Cited by 67 · see citing works
The Experiment Factory: Standardizing Behavioral Experiments
Sochat, V., Eisenberg, I. W., Enkavi, A. Z., Li, J. K., Bissett, P. G., & Poldrack, R. A. (2016) · Frontiers in Psychology · doi:10.3389/fpsyg.2016.00610 · Cited by 65 · see citing works
Applying novel technologies and methods to inform the ontology of self-regulation
Eisenberg, I. W., Bissett, P. G., Canning, J. R., Dallery, J., Enkavi, A. Z., Whitfield-Gabrieli, S., Gonzalez, O., Green, A. I., Greene, M. A., Kiernan, M., et al. (2018) · Behaviour Research and Therapy · doi:10.1016/j.brat.2017.09.014 · Cited by 61 · see citing works
Self-citationImproving the Precision of the Five Facet Mindfulness Questionnaire Using a Rasch Approach
Medvedev, O. N., Siegert, R. J., Kersten, P., & Krägeloh, C. U. (2017) · Mindfulness · doi:10.1007/s12671-016-0676-8 · Cited by 60 · see citing works
Lee, W., & Lee, G. (2018) · doi:10.1002/9781118489772.ch21 · Cited by 36 · see citing works
Shorey, R. C., Brasfield, H., Anderson, S., & Stuart, G. L. (2014) · Substance Use & Misuse · doi:10.3109/10826084.2014.850310 · Cited by 24 · see citing works
Hsiao, Y.-Y., Tofighi, D., Kruger, E. S., Lee Van Horn, M., MacKinnon, D. P., & Witkiewitz, K. (2019) · Mindfulness · doi:10.1007/s12671-018-1023-z · Cited by 23 · see citing works
Self-citation
Flagged first, then by citations
Cited by
Sorted by citations
Stein, E., & Witkiewitz, K. (2020) · Mindfulness · doi:10.1007/s12671-020-01444-0 · Cited by 63 · see citing works
“Serious concerns have been raised about the validity of self-report measures of mindfulness in particular because their factor structures and item functioning have been shown to be different between populations, e.g., high trait mindfulness individuals versus low trait mindfulness individuals with the Five-Factor Mind…”
MethodSelf-citationKubo, A., Aghaee, S., Kurtovich, E. M., Nkemere, L., Quesenberry, C. P., McGinnis, M. K., & Avalos, L. A. (2021) · Mindfulness · doi:10.1007/s12671-021-01606-8 · Cited by 39 · see citing works
The Validity and Reliability of the Short Form of the Five Facet Mindfulness Questionnaire in Japan
Takahashi, T., Saito, J., Fujino, M., Sato, M., & Kumano, H. (2022) · Frontiers in Psychology · doi:10.3389/fpsyg.2022.833381 · Cited by 26 · see citing works
Beshai, S., Salimuddin, S., Refaie, N., & Maierhoffer, J. (2022) · Mindfulness · doi:10.1007/s12671-022-02008-0 · Cited by 22 · see citing works
Stenhaug, A., & Solem, S. (2023) · Current Psychology · doi:10.1007/s12144-023-05016-y · Cited by 19 · see citing works
Rodríguez-Casallas, J. D., Luo, W., & Geng, L. (2020) · Journal of Environmental Psychology · doi:10.1016/j.jenvp.2020.101494 · Cited by 14 · see citing works
Darses, F., Bernier, M., Berthelot, V., Fornette, M.-P., Launay, Y., Dozias, B., Chastres, V., & Fournier, J. (2023) · Safety Science · doi:10.1016/j.ssci.2023.106204 · Cited by 12 · see citing works
Refinement and Validation of the Balanced Inventory of Mindfulness-Related Skills (BIMS)
Padmanabham, S. S., Bilgrami, Z. R., Eisenlohr-Moul, T. A., & Dam, N. T. V. (2021) · Mindfulness · doi:10.1007/s12671-020-01590-5 · Cited by 10 · see citing works
Mindfulness Across the Lifespan: Psychometric Properties and Age Invariance of the FFMQ-15
Johnson, N. J., & Kil, H. (2025) · Mindfulness · doi:10.1007/s12671-024-02511-6 · Cited by 8 · see citing works
Measuring mindfulness: A systematic review and evaluation of self-report mindfulness scales
Chems-Maarif, R., Cavanagh, K., Baer, R., Gu, J., & Strauss, C. (2026) · Clinical Psychology Review · doi:10.1016/j.cpr.2026.102719 · Cited by 7 · see citing works
Senra, H., Duarte, C., Carvalho, S. A., Simões, L., Ferreira, C., Palmeira, L., Matos, M., Cunha, M. I. V. A., Castilho, P., de Sousa, B. C., et al. (2025) · International Journal of Eating Disorders · doi:10.1002/eat.24432 · Cited by 7 · see citing works
Diehl, J. M., Rodriguez-Seijas, C. A., Thompson, J. S., Dalrymple, K. L., Chelminski, I., & Zimmerman, M. (2021) · Journal of Personality Assessment · doi:10.1080/00223891.2021.1998080 · Cited by 9 · see citing works
Evaluating the Factor Structure of Each Facet of the Five Facet Mindfulness Questionnaire
Pelham, W. E., González, O., Metcalf, S. A., Whicker, C. L., Witkiewitz, K. A., Marsch, L. A., & MacKinnon, D. P. (2019) · Mindfulness · doi:10.1007/s12671-019-01235-2 · Cited by 7 · see citing works
Self-citationHaijen, E. C. H. M., Hurks, P. P. M., & Kuypers, K. P. C. (2023) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2023.1233585 · Cited by 7 · see citing works
Moeller, M. T., & O’Brien, W. H. (2024) · Clinical Gerontologist · doi:10.1080/07317115.2024.2432912 · Cited by 4 · see citing works
Une intervention pour promouvoir des relations optimales et la santé des parents et des enfants
Letourneau, N. L., Kurbatfinski, S., Ross, K. M., Anis, L., Cole, S., & Hart, M. J. (2024) · Devenir · doi:10.3917/dev.242.0114 · Cited by 3 · see citing works
Castaneda, D., Bianchi, J. M., Villalba, J., & Ruiz, F. J. (2025) · Mindfulness · doi:10.1007/s12671-025-02533-8 · Cited by 3 · see citing works
Curado, D. F., Gallo, G. G., Machado, M. P. A., de Barros, V. V., & Noto, A. R. (2022) · Psico-USF · doi:10.1590/1413-82712028270307 · Cited by 2 · see citing works
Theories in Mindfulness Studies: A Narrative Review
Kar, B., & Kar, N. (2025) · Advances in mental health and addiction · doi:10.1007/978-3-031-98979-7_2 · Cited by 1 · see citing works
Fornette, M.-P., Chastres, V., Bourgy, M., & Darses, F. (2023) · Le travail humain · doi:10.3917/th.861.0035 · Cited by 1 · see citing works
Wong, Y.-S., Siew, S. K. H., & Yu, J. (2024) · Mindfulness · doi:10.1007/s12671-024-02413-7 · Cited by 1 · see citing works
Amanambu, P. N., Ifeagwazi, C. M., Chukwuorji, J. C., Obi-keguna, C. N., Igwe, E. J., & Onu, D. U. (2025) · South African Journal of Psychology · doi:10.1177/00812463251350779 · Cited by 1 · see citing works
Refinement and Validation of the Balanced Inventory of Mindfulness-related Skills (BIMS)Preprint
Padmanabham, S. S., Bilgrami, Z. R., Eisenlohr-Moul, T. A., & Dam, N. T. V. (2020) · doi:10.31231/osf.io/qt8vn
Refinement and Validation of the Balanced Inventory of Mindfulness-related Skills (BIMS)Preprint
Bilgrami, Z. R., Eisenlohr-Moul, T. A., Padmanabham, S. S., & Dam, N. T. V. (2024) · OSF Preprints (OSF Preprints)
Herrera, L. J., & Roca, P. (2026) · Behaviour Research and Therapy · doi:10.1016/j.brat.2026.105140
- Authors
- Pelham III, W. E., Gonzalez, O., Metcalf, S. A., Whicker, C. L., Scherer, E. A., Witkiewitz, K., Marsch, L. A., & Mackinnon, D. P.
- Affiliations
- Dartmouth College (US)
- University of New Mexico (US)
- Arizona State University (US)
- ORCID
- Venue
- Mindfulness
- Published
- 2019-03-02
- Volume
- 10
- Issue
- 8
- Pages
- 1615-1628
- ISSN
- 1868-8527 (ISSN-L)
- 1868-8535
- PMC
- PMC6823990
- OpenAlex
- W2919332816
- Cited by
- 25
- References
- 48
- Citations by year
- 2026: 2 · 2025: 5 · 2024: 4 · 2023: 4 · 2022: 3 · 2021: 3 · 2020: 3 · 2019: 1
- FWCI
- 2.92
- Type
- journal article
- Language
- en
- Open access
- green
- www.ncbi.nlm.nih.gov
- Locations
- Mindfulness (publishedVersion)
- PubMed (publishedVersion)
- PubMed Central (acceptedVersion)
- Funders
- National Institute on Drug Abuse (UH2 DA041713, P30 DA029926, R37 DA009757, R21 DA010562, R01 DA025764)
- National Science Foundation (DGE-1311230)
- National Institute on Alcohol Abuse and Alcoholism (F31 AA026768)
- Topics
- Social Sciences › Psychology › Clinical Psychology › Mindfulness and Compassion Interventions
- Social Sciences › Decision Sciences › Management Science and Operations Research › Psychometric Methodologies and Testing
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Mental Health Research Topics
- Keywords
- Five Facet Mindfulness Questionnaire, mindfulness measurement, short form, item functioning, test reliability, ceiling effect, item response theory
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review