Examining the factor structures of the Five Facet Mindfulness Questionnaire and the Self-Compassion Scale.
Open accessAbstract
The five facet mindfulness questionnaire (FFMQ; Baer, Smith, Hopkins, Krietemeyer, & Toney, 2006) and the self-compassion scale (SCS; Neff, 2003) are widely used measures of mindfulness and self-compassion in mindfulness-based intervention research. The psychometric properties of the FFMQ and the SCS need to be independently replicated in community samples and relevant clinical samples to support their use. Our primary aim was to establish the factor structures of the FFMQ and SCS in individuals with recurrent depression in remission, since mindfulness-based cognitive therapy (MBCT) was developed as a treatment for preventing depressive relapse. In order to determine the consistency across populations, we examined the factor structures of the FFMQ and SCS in 3 samples: (1) a convenience sample of adults, (2) a sample of adults who practice meditation, and (3) a sample of adults who suffer from recurrent depression and were recruited to take part in a trial of MBCT. Confirmatory factor analyses (CFAs) showed that a 4-factor hierarchical model of the FFMQ best fits the community sample and the clinical sample but that a 5-factor hierarchical model of the FFMQ best fits the meditator sample. CFA did not endorse the SCS 6-factor hierarchical structure in any of the 3 samples. Clinicians and researchers should be aware of the psychometric properties of the FFMQ to measure mindfulness when comparing meditators and nonmeditators. Further research is needed to develop a more psychometrically robust measure of self-compassion.
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Williams et al. (2014) suggested researchers avoid using total scores because the scale did not fit a one-factor structure.
“Williams et al. (2014) suggested researchers avoid using total scores because the scale did not fit a one-factor structure”
From Effectiveness of Self-Compassion Related Therapies: a Systematic Review and Meta-analysis (2019) · cites this paper as Williams et al. (2014)
The Confirmatory Factor Analyses FFMQ section reports that a one-factor model fit poorly in all samples. The Conclusion advises caution when using the FFMQ to compare meditators with non-meditators unless the Observe facet is excluded; it does not recommend avoiding all total scores. The Self-Compassion Scale section similarly questions whether that scale measures an overarching construct, rather than issuing a blanket instruction against total scores. Page numbers were not available in our copy. (LLM, conf=0.86)
Experimental — accuracy not yet measuredBoth the FFMQ and FFMQ-SF have been validated primarily in samples of healthy adults, meditators, and depressive patients.
“Both the FFMQ and FFMQ-SF have been validated primarily in samples of healthy adults, meditators, and depressive patients [20–26].”
From Psychometric properties of the Chinese version of Five Facet Mindfulness Questionnaire—short form in cancer patients: a Bayesian structural equation modeling approach (2021) · cites this paper as [21]
The Aim of the Present Study and Method Participants sections describe examining the FFMQ in community adults, meditators, and adults with recurrent depression in remission. They do not address the FFMQ-SF, and the Limitations section says the community sample’s clinical status was not assessed, so it cannot be described as a healthy-adult sample on this evidence. (LLM, conf=0.86)
Experimental — accuracy not yet measuredWilliams et al. (2014) argued that the optimal FFMQ factor structure varied depending on meditation experience, with a four-factor solution preferred in samples without meditation experience.
“Williams, Dalgleish, Karl and Kuyken (2014) argued that the optimal factor structure varied depending on meditation experience, with a four-factor solution being preferred in samples without meditation experience.”
From Psychometric properties of acceptance measures: A systematic review (2019) · cites this paper as Williams, Dalgleish, Karl and Kuyken (2014)
Other commonly used measures included the Five Facet Mindfulness Scale (n = 8, 23.5%), the Cognitive Fusion Questionnaire (n = 7, 20.6%), and the Personal Values Questionnaire (n = 6, 17.6%).
“While these two measures were used most often, there are a several of other measures that were commonly used, including the Five Facet Mindfulness Scale ( n = 8, 23.5%) , the Cognitive Fusion Questionnaire ( n = 7, 20.6%), and the Personal Values Questionnaire ( n = 6, 17.6%) (Williams et al., 2014; Gillanders et al., 2013; Ciarrochi et al., 2006).”
From A Scoping Review of Acceptance and Commitment Therapy in Higher Education (2024) · cites this paper as Williams et al., 2014
The SCS is criticized and the generalizability of Neff's structure is questioned.
“skala ta jest jednak krytykowana, amożliwość generalizacji uzyskanej przez Neff struktury podawana jest wwątpliwość [25-27].”
From The Polish adaptation of the Self-Compassion Scale Short Form (2024) · cites this paper as [25]
The Five Facet Mindfulness Questionnaire (FFMQ) has adequate psychometric properties, including high internal consistency (α = 0.77-0.93), and is valid, reliable, and sensitive to change in clinical populations.
“The FFMQ has adequate psychometric properties, including high internal consistency (α = 0.77–0.93; Williams et al., 2014), and has been shown to be valid, reliable, and sensitive to change in clinical populations (Bohlmeijer et al., 2011).”
From Online mindfulness-enhanced cognitive behavioural therapy for anxiety and depression: Outcomes of a pilot trial (2018) · cites this paper as Williams et al., 2014
There is controversy over these constructs and their measurement particularly the combining of negative and positive items as a single measure and construct.
“There is controversy over these constructs and their measurement particularly the combining of negative and positive items as a single measure and construct [15, 74, 81, 90, 101, 120].”
From The development of compassionate engagement and action scales for self and others (2017) · cites this paper as [120]
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Mindfulness and autonomous sensory meridian response (ASMR)
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“Even though conceptualized to represent a hierarchical factor structure, with mindfulness on top of the five facets, empirical research among non-meditators repeatedly showed that Observe fits only insufficiently into this structure, or is even unrelated to overall mindfulness [14,19,20,22–24].”
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A Close Examination of the Relationship Between Self-Compassion and Depressive Symptoms
López, A., Sanderman, R., & Schroevers, M. J. (2018) · Mindfulness · doi:10.1007/s12671-018-0891-6 · Cited by 103 · see citing works
Montero‐Marín, J., Kuyken, W., Crane, C., Gu, J., Baer, R. A., Al-Awamleh, A. A., Akutsu, S., Araya-Véliz, C., Ghorbani, N., Chen, Z. J., et al. (2018) · Frontiers in Psychology · doi:10.3389/fpsyg.2018.02638 · Cited by 109 · see citing works
Self-citationAn Investigation of the Factor Structure of the Self-Compassion Scale
Cleare, S., Gumley, A. I., Cleare, C. J., & O’Connor, R. C. (2017) · Mindfulness · doi:10.1007/s12671-017-0803-1 · Cited by 108 · see citing works
Structural validation of the Self-Compassion Scale with a German general population sample
Coroiu, A., Kwakkenbos, L., Moran, C., Thombs, B., Albani, C., Bourkas, S., Zenger, M., Brähler, E., & Körner, A. (2018) · PLoS ONE · doi:10.1371/journal.pone.0190771 · Cited by 90 · see citing works
Old Wine in New Bottles? The Case of Self–Compassion and Neuroticism
Pfattheicher, S., Geiger, M., Hartung, J., Weiss, S., & Schindler, S. (2017) · European Journal of Personality · doi:10.1002/per.2097 · Cited by 95 · see citing works
Older and more mindful? Age differences in mindfulness components and well-being
Mahlo, L., & Windsor, T. D. (2020) · Aging & Mental Health · doi:10.1080/13607863.2020.1734915 · Cited by 92 · see citing works
Self‐compassion in organizations: A review and future research agenda
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Demonstrating mood repair with a situation‐based measure of self‐compassion and self‐criticism
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Mindfulness-based cognitive therapy in COPD: a cluster randomised controlled trial
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Self-Compassion and Parenting in Mothers and Fathers with Depression
Psychogiou, L., Legge, K., Parry, E., Mann, J. J., Nath, S., Ford, T. J., & Kuyken, W. (2016) · Mindfulness · doi:10.1007/s12671-016-0528-6 · Cited by 88 · see citing works
Self-citationRole of self-compassion in psychological well-being among perinatal women
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Relations Among Self-Compassion, PTSD Symptoms, and Psychological Health in a Trauma-Exposed Sample
Seligowski, A. V., Miron, L. R., & Orcutt, H. K. (2014) · Mindfulness · doi:10.1007/s12671-014-0351-x · Cited by 81 · see citing works
Exploratory Structural Equation Modeling Analysis of the Self-Compassion Scale
Tóth‐Király, I., Bőthe, B., & Orosz, G. (2016) · Mindfulness · doi:10.1007/s12671-016-0662-1 · Cited by 76 · see citing works
Compassion: Embodied and Embedded
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Wong, M. Y. C., Chung, P., & Leung, K. M. (2020) · Mindfulness · doi:10.1007/s12671-020-01513-4 · Cited by 80 · see citing works
Hacking Stigma by Loving Yourself: a Mediated-Moderation Model of Self-Compassion and Stigma
Wong, C. C. Y., Knee, C. R., Neighbors, C., & Zvolensky, M. J. (2019) · Mindfulness · doi:10.1007/s12671-018-0984-2 · Cited by 73 · see citing works
How can mindfulness enhance moral reasoning? An examination using business school students
Pandey, A., Chandwani, R. K., & Navare, A. V. (2017) · Business Ethics A European Review · doi:10.1111/beer.12171 · Cited by 74 · see citing works
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“Therefore, the findings may not be generalisable to clinical populations in the UK, while noting that there was no difference in self-compassion between a clinical sample and non-clinical sample [50].”
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Trait Mindfulness Measures for Use with Adolescents: a Systematic Review
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Self-compassion, attitudes to ageing and indicators of health and well-being among midlife women
Brown, L., Bryant, C., Brown, V. M., Bei, B., & Judd, F. K. (2015) · Aging & Mental Health · doi:10.1080/13607863.2015.1060946 · Cited by 66 · see citing works
Adair, K. C., Fredrickson, B. L., Castro‐Schilo, L., Kim, S., & Sidberry, S. (2017) · Mindfulness · doi:10.1007/s12671-017-0811-1 · Cited by 68 · see citing works
Ruijgrok-Lupton, P. E., Crane, R. S., & Dorjee, D. (2018) · Mindfulness · doi:10.1007/s12671-017-0750-x · Cited by 64 · see citing works
Veneziani, C. A., Fuochi, G., & Voci, A. (2017) · Personality and Individual Differences · doi:10.1016/j.paid.2017.06.028 · Cited by 64 · see citing works
Trait Mindfulness and Functional Connectivity in Cognitive and Attentional Resting State Networks
Parkinson, T. D., Kornelsen, J., & Smith, S. D. (2019) · Frontiers in Human Neuroscience · doi:10.3389/fnhum.2019.00112 · Cited by 62 · see citing works
“, 2014; Taylor and Millear, 2016) with a five-factor hierarchical structure for meditators and a four-factor hierarchical structure (without the Observing facet) for non-meditators and clinical samples (Williams et al., 2014; Aguado et al., 2015).”
BackgroundInfluentialMindfulness is associated with psychological health and moderates pain in knee osteoarthritis
Lee, A. C., Harvey, W. F., Price, L. L., Morgan, L. P. K., Morgan, N. L., & Wang, C. (2017) · Osteoarthritis and Cartilage · doi:10.1016/j.joca.2016.06.017 · Cited by 57 · see citing works
Examining Burnout, Depression, and Self-Compassion in Veterans Affairs Mental Health Staff
Atkinson, D. M., Rodman, J. L., THURAS, P. D., Shiroma, P. R., & Lim, K. O. (2017) · The Journal of Alternative and Complementary Medicine · doi:10.1089/acm.2017.0087 · Cited by 60 · see citing works
Mackintosh, K., Power, K., Schwannauer, M., & Chan, S. W. Y. (2017) · Mindfulness · doi:10.1007/s12671-017-0835-6 · Cited by 60 · see citing works
Secure attachment and eudaimonic well-being in late adulthood: The mediating role of self-compassion
Homan, K. J. (2016) · Aging & Mental Health · doi:10.1080/13607863.2016.1254597 · Cited by 61 · see citing works
The Impact of Mindfulness on Supportive Communication Skills: Three Exploratory Studies
Jones, S. M., & Hansen, W. (2015) · Mindfulness · doi:10.1007/s12671-014-0362-7 · Cited by 57 · see citing works
The Self-Compassion Scale is Not Validated in a Buddhist Sample
Zeng, X., Wei, J., Oei, T. P. S., & Liu, X. (2016) · Journal of Religion and Health · doi:10.1007/s10943-016-0205-z · Cited by 57 · see citing works
Swami, V., Barron, D. S., Hari, R., Grover, S., Smith, L., & Furnham, A. F. (2019) · Ecopsychology · doi:10.1089/eco.2019.0019 · Cited by 59 · see citing works
Golden, H. L., Vosper, J., Kingston, J., & Ellett, L. (2021) · Mindfulness · doi:10.1007/s12671-020-01501-8 · Cited by 55 · see citing works
Nehmy, T. J., & Wade, T. D. (2015) · Behaviour Research and Therapy · doi:10.1016/j.brat.2015.02.007 · Cited by 55 · see citing works
Self-Compassion: a Protective Factor for Parents of Children with Autism Spectrum Disorder
Torbet, S., Proeve, M., & Roberts, R. M. (2019) · Mindfulness · doi:10.1007/s12671-019-01224-5 · Cited by 54 · see citing works
A meta‐analysis of disordered eating and its association with self‐criticism and self‐compassion
Paranjothy, S. M., & Wade, T. D. (2024) · International Journal of Eating Disorders · doi:10.1002/eat.24166 · Cited by 60 · see citing works
Self-Compassion Induction Reduces Anticipatory Anxiety Among Socially Anxious Students
Harwood, E. M., & Kocovski, N. L. (2017) · Mindfulness · doi:10.1007/s12671-017-0721-2 · Cited by 56 · see citing works
A therapist-guided smartphone app for major depression in young adults: A randomized clinical trial
Raevuori, A., Vahlberg, T., Korhonen, T., Hilgert, O., Aittakumpu-Hyden, R., & Forman-Hoffman, V. (2021) · Journal of Affective Disorders · doi:10.1016/j.jad.2021.02.007 · Cited by 52 · see citing works
Mindfulness and Self-compassion as Unique and Common Predictors of Affect in the General Population
López, A., Sanderman, R., & Schroevers, M. J. (2016) · Mindfulness · doi:10.1007/s12671-016-0568-y · Cited by 53 · see citing works
Ritvo, P., Knyahnytska, Y., Pirbaglou, M., Wang, W., Tomlinson, G., Zhao, H., Linklater, R., Bai, S., Kirk, M., Katz, J., et al. (2021) · Journal of Medical Internet Research · doi:10.2196/24380 · Cited by 48 · see citing works
“The primary outcome measure was the BDI-II [27], and the secondary outcomes focused on anxiety (Beck Anxiety Inventory [BAI]) [40], depression (Quick Inventory of Depressive Symptomatology [QIDS]) [41], the 24-item Hamilton Depression Rating Scale (HDRS-24; assessed by a blinded interview rater) [42], mindfulness (5-F…”
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Testing Direct and Indirect Ties of Self-Compassion with Subjective Well-Being
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Abujaradeh, H., Colaianne, B. A., Roeser, R. W., Tsukayama, E., & Galla, B. M. (2020) · International Journal of Behavioral Development · doi:10.1177/0165025419873039 · Cited by 46 · see citing works
Mediation role of individual strengths in dispositional mindfulness and mental health
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Self-compassion and Adolescents’ Positive and Negative Cognitive Reactions to Daily Life Problems
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Sørensen, L., Osnes, B., Visted, E., Svendsen, J. L., Adólfsdóttir, S., Binder, P., & Schanche, E. (2018) · Frontiers in Psychology · doi:10.3389/fpsyg.2018.02359 · Cited by 45 · see citing works
Mindfulness-based cognitive therapy for perinatal women with depression or bipolar spectrum disorder
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Factor Structure of the Self-Compassion Scale in 11 International Samples
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Self‐criticism self‐report measures: Systematic review
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Mindfulness Practice and Its Relationship to the Five-Facet Mindfulness Questionnaire
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Contributing factors to secondary traumatic stress and vicarious posttraumatic growth in therapists
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Psychological flexibility, self-compassion and daily functioning in chronic pain
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Fong, T. C. T., Wan, A. H. Y., Wong, V. P. Y., & Ho, R. T. H. (2021) · Health and Quality of Life Outcomes · doi:10.1186/s12955-021-01692-1 · Cited by 37 · see citing works
Grevenstein, D., Aguilar‐Raab, C., & Bluemke, M. (2017) · Journal of Happiness Studies · doi:10.1007/s10902-017-9901-y · Cited by 36 · see citing works
- Authors
- Williams, M. J., Dalgleish, T., Karl, A., & Kuyken, W.
- Affiliations
- University of Exeter (GB)
- MRC Cognition and Brain Sciences Unit (GB)
- Venue
- Psychological Assessment
- Published
- 2014-06
- Volume
- 26
- Issue
- 2
- Pages
- 407-418
- ISSN
- 1040-3590 (ISSN-L)
- 1939-134X
- OpenAlex
- W2141236793
- Cited by
- 321
- References
- 65
- Citations by year
- 2026: 8 · 2025: 17 · 2024: 19 · 2023: 28 · 2022: 32 · 2021: 29 · 2020: 27 · 2019: 26 · 2018: 42 · 2017: 32 · 2016: 34 · 2015: 17 · 2014: 8
- FWCI
- 35.79
- Type
- journal article
- Language
- en
- Open access
- green
- hdl.handle.net
- Locations
- Psychological Assessment (publishedVersion)
- PubMed (publishedVersion)
- Open Research Exeter (University of Exeter) (submittedVersion)
- Figshare (submittedVersion)
- Funders
- National Institute for Health Research (08/56/01)
- 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 › Anxiety, Depression, Psychometrics, Treatment, Cognitive Processes
- Keywords
- Five Facet Mindfulness Questionnaire, Self-Compassion Scale, factor structure, mindfulness, self-compassion, recurrent depression, remission, mindfulness-based cognitive therapy, meditation, psychometric properties, confirmatory factor analysis
- MeSH terms
- Adult, Empathy, Factor Analysis, Statistical, Female, Humans, Male, Middle Aged, Psychometrics, Surveys and Questionnaires, Self Concept, Mindfulness
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