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THERAPIES & TRADITIONS · GUIDE

Quality and Bias in Meditation Research: Blinding, Expectation and Publication Bias

Why meditation studies are hard to do well: blinding, expectation, waitlist comparisons, publication bias, self-report and under-reported harms, and how to judge a headline.

Content last updated . This page has not been medically reviewed.

Back to Meditation & Mindfulness

Good research on meditation exists, but it is harder to do than a drug trial. This page explains the main problems, what researchers have measured about them, and a short checklist for reading any study or news story. It is information only. None of this means meditation is useless; it means claims need careful reading. For results themselves, see does meditation work?.

Why this field has special problems

A group of mindfulness researchers wrote in 2018 that misinformation and poor methodology in past studies may lead the public to be harmed, misled and disappointed. [1] Their review looked at defining mindfulness, measuring it, training, possible adverse effects and brain imaging. [1] Another methods paper described the challenges of research designs in which true double-blinding is not possible, the choice of control conditions, and what can and cannot be inferred from self-report. [2]

Problem 1: Blinding and expectation

In a drug trial, neither patient nor doctor knows who gets the real pill. In a meditation trial, participants know whether they are meditating, and teachers know what they teach. [2] If people expect to feel calmer, they may report feeling calmer. This matters most for self-reported outcomes such as stress or mood, and less for objective measures. Some trials reduce the problem with a blinded assessor: in a trial comparing MBSR with escitalopram, outcomes were assessed by a blinded clinical interviewer. [3] Participants still knew which treatment they had.

Problem 2: Weak comparison groups

Many trials compare mindfulness with a waitlist. A waitlist cannot account for the attention, group support and structure of a course. In a review of 136 trials, mindfulness programs did better than no intervention, but against general active controls only depression clearly improved, and there was no significant evidence of beating specific active treatments. [4] In another review, effects were d = 0.55 against no treatment and d = 0.23 against specific active controls. [5] Better comparison groups give smaller effects.

Problem 3: Selective reporting and publication bias

An analysis of 124 published mindfulness trials found 87% reported at least one positive outcome in the abstract, 1.6 times more than expected from the average effect size. [6] Of 21 trial registrations, 13 were still unpublished 30 months after completion, and none specified a single primary outcome with its time of assessment. [6] The authors concluded that the share of significant trials may overstate what would occur in practice. [6] A meta-analysis of brain structure studies also called publication bias a strong concern. [7]

Problem 4: Small studies and failed replication

Early positive findings can fade. A small controlled study found gray matter increases after MBSR, [8] but two combined randomized trials with 218 people found no such change. [9] The authors described earlier studies as widely referenced despite major methodological limitations. [9]

Problem 5: Vague definitions

"Mindfulness" and "meditation" are used for very different practices. A review noted the difficulty of defining mindfulness and the proper scope of research into it. [1] A trial of an 8-week group course tells us little about a 5-minute app session. See how researchers define meditation.

Problem 6: Harms are not well studied

NCCIH says few studies have examined potentially harmful effects, so definite safety statements are not possible. [10] It describes a 2020 review of 83 studies (6,703 participants) in which about 8% of participants had a negative effect, similar to the share reported for psychological therapies, most often anxiety and depression. [10] In a survey of 1,232 regular meditators, 25.6% reported unpleasant experiences they thought might be caused by meditation. [11] Surveys like this cannot give a true rate, because they depend on who answered. See difficulties and distressing experiences.

A five-question checklist

5 findings · 5 limited or unclearThe colour follows the evidence label on each card.
  1. What was the comparison group?

    Waitlist results are not the same as results against an active treatment [5]

  2. How many people, and who?

    Small studies often fail to replicate [9]

  3. Was the outcome self-reported or objective?

    Self-report is affected by expectation [2]

  4. Was the trial registered, with a clear main outcome?

    Unregistered or unclear outcomes allow selective reporting [6]

  5. Who paid or has an interest?

    Read the disclosure statements, as [5] shows

What the research still supports

NCCIH says much of the research has been preliminary or not rigorous, but reviews with active controls still found moderate evidence of small improvements for anxiety, depression and pain. [10][12] Reading carefully means holding both ideas. See also meta-analyses of mindfulness trials and criticism of mindfulness.

Frequently asked questions

Can meditation trials be blinded?

Participants cannot be blinded to meditating, so true double-blinding is not possible. [2] Researchers can blind assessors. [3]

Is the mindfulness evidence biased?

There are signs of over-reporting of positive results, and the authors of one analysis said it may overstate effects in practice. [6] No reviewed meta-analysis in that study concluded effects were overestimated for this reason. [6]

Are waitlist studies useless?

No, but they only show a program beats waiting. Active comparison groups give a stricter test. [5]

Why do some studies contradict each other?

Small samples, varied practices and weak controls all contribute; for example brain-structure findings were not replicated in a larger trial. [8][9]

How can I judge a news story about meditation?

Use the checklist above, look for the comparison group and sample size, and check the original source rather than the headline.

References
  1. Van Dam NT, et al. Mind the hype: a critical evaluation and prescriptive agenda for research on mindfulness and meditation. Perspectives on Psychological Science, 2018. Read 2026-10-22.
  2. Davidson RJ, Kaszniak AW. Conceptual and methodological issues in research on mindfulness and meditation. American Psychologist, 2015. Read 2026-10-22.
  3. Hoge EA, et al. Mindfulness-based stress reduction vs escitalopram for the treatment of adults with anxiety disorders: a randomized clinical trial. JAMA Psychiatry, 2023. Read 2026-10-22.
  4. Galante J, et al. Mindfulness-based programmes for mental health promotion in adults in nonclinical settings: a systematic review and meta-analysis of randomised controlled trials. PLoS Medicine, 2021. Read 2026-10-22.
  5. Goldberg SB, et al. Mindfulness-based interventions for psychiatric disorders: a systematic review and meta-analysis. Clinical Psychology Review, 2018. Read 2026-10-22.
  6. Coronado-Montoya S, et al. Reporting of positive results in randomized controlled trials of mindfulness-based mental health interventions. PLoS One, 2016. Read 2026-10-22.
  7. Fox KC, et al. Is meditation associated with altered brain structure? A systematic review and meta-analysis of morphometric neuroimaging in meditation practitioners. Neuroscience & Biobehavioral Reviews, 2014. Read 2026-10-22.
  8. Hölzel BK, et al. Mindfulness practice leads to increases in regional brain gray matter density. Psychiatry Research: Neuroimaging, 2011. Read 2026-10-22.
  9. Kral TRA, et al. Absence of structural brain changes from mindfulness-based stress reduction: two combined randomized controlled trials. Science Advances, 2022. Read 2026-10-22.
  10. National Center for Complementary and Integrative Health. Meditation and Mindfulness: Effectiveness and Safety. Page last updated June 2022. Read 2026-10-22.
  11. Schlosser M, et al. Unpleasant meditation-related experiences in regular meditators: prevalence, predictors, and conceptual considerations. PLoS One, 2019. Read 2026-10-22.
  12. Goyal M, et al. Meditation programs for psychological stress and well-being: a systematic review and meta-analysis. JAMA Internal Medicine, 2014. Read 2026-10-22.
Education, not medical advice. This page is for general information. It does not diagnose or treat any condition and is not a substitute for care from a qualified health professional. Natural does not automatically mean safe. Ask a clinician or pharmacist before changing your care, especially if you take medication, are pregnant or breastfeeding, or have a health condition.