The DOI matches its Crossref record; 51 of the 53 references it cites were found in a registry or an index.
A taxonomy of behavior change techniques used in interventions
Open accessAbstract
OBJECTIVE: Without standardized definitions of the techniques included in behavior change interventions, it is difficult to faithfully replicate effective interventions and challenging to identify techniques contributing to effectiveness across interventions. This research aimed to develop and test a theory-linked taxonomy of generally applicable behavior change techniques (BCTs). DESIGN: Twenty-six BCTs were defined. Two psychologists used a 5-page coding manual to independently judge the presence or absence of each technique in published intervention descriptions and in intervention manuals. RESULTS: Three systematic reviews yielded 195 published descriptions. Across 78 reliability tests (i.e., 26 techniques applied to 3 reviews), the average kappa per technique was 0.79, with 93% of judgments being agreements. Interventions were found to vary widely in the range and type of techniques used, even when targeting the same behavior among similar participants. The average agreement for intervention manuals was 85%, and a comparison of BCTs identified in 13 manuals and 13 published articles describing the same interventions generated a technique correspondence rate of 74%, with most mismatches (73%) arising from identification of a technique in the manual but not in the article. CONCLUSIONS: These findings demonstrate the feasibility of developing standardized definitions of BCTs included in behavioral interventions and highlight problematic variability in the reporting of intervention content.
Overview
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
Verification
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?
The source backs part of the claim, not all of it — or backs it for a different population, condition or comparison.
In the citing paper
“Abraham and Michie 20 assessed reliability between the two coders who developed the 26 BCT definitions (the authors) and also between the first author and two other coders trained to use the taxonomy.”
From Behaviour change techniques: the development and evaluation of a taxonomic method for reporting and describing behaviour change interventions (a suite of five studies involving consensus methods, randomised controlled trials and analysis of qualitative data) (2015) · cites this paper as [20]
Experimental — accuracy not yet measuredThe source backs part of the claim, not all of it — or backs it for a different population, condition or comparison.
In the citing paper
“Literature suggests using BCTT with behaviour change theories and frameworks, such as goal setting theory, TTM, TRA, and Capability, Opportunity, Motivation-Behaviour (COM-B) framework, for more effective and sustainable behaviour change [64–67].”
From School-based healthy eating interventions for adolescents aged 10–19 years: an umbrella review (2024) · cites this paper as [64]
Experimental — accuracy not yet measuredThe source backs part of the claim, not all of it — or backs it for a different population, condition or comparison.
In the citing paper
“BCTT can improve intervention designs, enable cross-study analysis, and inform implementation feasibility [64, 68, 69].”
From School-based healthy eating interventions for adolescents aged 10–19 years: an umbrella review (2024) · cites this paper as [64]
Experimental — accuracy not yet measuredThe source backs part of the claim, not all of it — or backs it for a different population, condition or comparison.
In the citing paper
“Although the prototype design process listed desired outcome behaviors of the intervention, the approach lacked clearly stated behavior change techniques for each of the desired behaviors [78].”
From Development and feasibility of a digital acceptance and commitment therapy⇓based intervention for generalized anxiety disorder: Pilot acceptability study (2021) · cites this paper as [78]
Experimental — accuracy not yet measuredThe source backs part of the claim, not all of it — or backs it for a different population, condition or comparison.
In the citing paper
“Since the millennium, increasing emphasis has been placed on preventative medicine, patient empowerment, and behaviour change to encourage people to moderate behaviours linked to chronic illness and disease”
From Mindfulness and Resilience in Britain: A Genealogy of the “Present Moment” (2021) · cites this paper as Abraham and Michie 2008
Experimental — accuracy not yet measured
The check wasn’t confident either way, so it gives no verdict — never disputed.
In the citing paper
“While psychosocial theories, such as SCT, SLT, and TPB were most commonly used to inform the interventions, these interventions did not incorporate behaviour change taxonomy technique (BCTT) [64, 65].”
From School-based healthy eating interventions for adolescents aged 10–19 years: an umbrella review (2024) · cites this paper as [64]
Experimental — accuracy not yet measuredIn the citing paper
“BCTTv1 incorporated a number of cross-behaviour BCT taxonomies [25, 26] and some behaviour-specific taxonomies for physical activity [27], alcohol use [28], smoking [29] and condom use [30].”
In the citing paper
“A method developed for this purpose is the reliable specification of interventions in terms of BCTs.20”
In the citing paper
“The taxonomy demonstrated reliability in identifying 22 BCTs (e.g.'self-monitoring') and four BCT packages (e.g.'relapse prevention').”
In the citing paper
“Abraham and Michie 20 developed the first cross-behaviour BCT taxonomy, building on previous intervention content analyses.18,19”
In the citing paper
“Previous BCTs groupings have been based on judgements made by the study author.20,27,32,33”
In the citing paper
“Findings showed no significant difference between reliability scores indicating that trained coders could identify BCTs as reliably as coders involved in defining BCTs.”
In the citing paper
“Abraham and Michie 20 reported > 93% agreement between three pairs of coders (including the authors).”
In the citing paper
“Since Abraham and Michie's 20 initial paper, intercoder reliability has been demonstrated for various subsequent BCT taxonomies.20,23,27,28,30,48”
In the citing paper
“These 22 found to frequently occur in 40 intervention descriptions include 18 of the 22 BCTs including in the Abraham and Michie taxonomy 20 based on more than 200 intervention descriptions.”
In the citing paper
“As a compromise we selected against the use of passive monitoring in favor of an older more traditional methodology for measuring adherence to behaviorally oriented treatments - homework monitoring [1].”
From Internet-enhanced management of fibromyalgia: A randomized controlled trial (2010) · cites this paper as [1]
In the citing paper
“For consistency and comparability among studies, the taxonomy of Abraham and Michie was used for the description of interactive behavior change strategies [34].”
From Which Intervention Characteristics are Related to More Exposure to Internet-Delivered Healthy Lifestyle Promotion Interventions? A Systematic Review (2011) · cites this paper as [34]
In the citing paper
“rehearsal, which is also seen as very important in learning and behavior change [37, 38]”
From Persuasive System Design Does Matter: a Systematic Review of Adherence to Web-based Interventions (2012) · cites this paper as [37]
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Citations
Cites
The theory of planned behavior
Ajzen, I. (1991) · Organizational Behavior and Human Decision Processes · doi:10.1016/0749-5978(91)90020-t · Cited by 90,587
The Measurement of Observer Agreement for Categorical Data
Landis, J. R., & Koch, G. G. (1977) · Biometrics · doi:10.2307/2529310 · Cited by 81,148
Self-efficacy: The exercise of control
Bandura, A., Freeman, W. H., & Lightsey, R. (1999) · Journal of Cognitive Psychotherapy · doi:10.1891/0889-8391.13.2.158 · Cited by 46,835
A Coefficient of Agreement for Nominal Scales
Cohen, J. (1960) · Educational and Psychological Measurement · doi:10.1177/001316446002000104 · Cited by 42,398
(1975) · PhilPapers (PhilPapers Foundation) · Cited by 36,737
Self-efficacy: the exercise of control
(1997) · Choice Reviews Online · doi:10.5860/choice.35-1826 · Cited by 24,451
A theory of social comparison processes
Festinger, L. (1954) · Human Relations · doi:10.1177/001872675400700202 · Cited by 20,926
(1998) · Cited by 13,501
In search of how people change: Applications to addictive behaviors.
Prochaska, J. O., DiClemente, C. C., & Norcross, J. C. (1992) · American Psychologist · doi:10.1037/0003-066x.47.9.1102 · Cited by 8,596
Building a practically useful theory of goal setting and task motivation: A 35-year odyssey.
Locke, E. A., & Latham, G. P. (2002) · American Psychologist · doi:10.1037/0003-066x.57.9.705 · Cited by 7,766 · cited 1×
“…by the 26 BCTs include control theory (Carver & Scheier, 1998) and related goal theories (e.g., Austin & Vancouver, 1996; Gollwitzer, 1999; Locke & Latham, 2002), as well as operant conditioning (Skinner, 1974), theories of social comparison (e.g., Festinger, 1954), theoretical accounts…”
Background
Research works printed but not linked: 3
- [17]17. Durantini, M. R., Albarracín, D., Earl, A., & Mitchell, A. L. (2006). Conceptualizing the influence of social agents of change: A meta-analysis of HIV prevention interventions across different genders, ethnicities, ages, and behaviorally-defined groups. Psychological Bulletin, 132, 212- 248.
- [34]34. Michie, S., Johnston, M., Francis, J., Hardeman, W. & Eccles, M. (under review). From theory to intervention: mapping theoretical constructs to behaviour change techniques.
- [54]54. Prompt review of behavioral goals (CT) Review and/or reconsideration of previously set goals or intentions.
Cited by
Sorted by citations
Items 1,001–1,018 of 1,018
Carnes, D., Homer, K., Underwood, M., Pincus, T., Rahman, A., & Taylor, S. J. C. (2013) · BMJ Open · doi:10.1136/bmjopen-2013-003534 · Cited by 26
Rycroft-Malone, J., Gradinger, F., Griffiths, H. O., Crane, R., Gibson, A., Mercer, S., Anderson, R., & Kuyken, W. (2017) · Health Services and Delivery Research · doi:10.3310/hsdr05140 · Cited by 24
Goldstein, S. P., Zhang, F., Klasnja, P., Hoover, A., Wing, R. R., & Thomas, J. G. (2021) · JMIR Research Protocols · doi:10.2196/33568 · Cited by 26
Behavioral Interventions on Periodontitis Patients to Improve Oral Hygiene: A Systematic Review
Vilar Doceda, M., Petit, C., & Huck, O. (2023) · Journal of Clinical Medicine · doi:10.3390/jcm12062276 · Cited by 29
“For future studies, a more precise categorization of the psychological interventions applied, based on standardized vocabulary to define the intervention components, seems to be necessary [92].”
Tarricone, R., Petracca, F., Svae, L., Cucciniello, M., & Ciani, O. (2024) · eBioMedicine · doi:10.1016/j.ebiom.2024.105091 · Cited by 26
Hemmings, N. R., Kawadler, J. M., Whatmough, R., Ponzo, S., Rossi, A., Morelli, D., Bird, G., & Plans, D. (2021) · JMIR Formative Research · doi:10.2196/21737 · Cited by 19
Taki, S., Russell, C. G., Lymer, S., Laws, R., Campbell, K., Appleton, J., Ong, K.-L., & Denney-Wilson, E. (2019) · Frontiers in Endocrinology · doi:10.3389/fendo.2019.00397 · Cited by 24
Cardi, V., Clarke, A., & Treasure, J. (2013) · European Eating Disorders Review · doi:10.1002/erv.2235 · Cited by 24
Patients' perceptions of the potential of breathing training for asthma: a qualitative study
Arden-Close, E., Teasdale, E., Tonkin-Crine, S., Pitre, N., Stafford-Watson, M., Gibson, D., Bruton, A., Thomas, M., & Yardley, L. (2013) · Primary Care Respiratory Journal · doi:10.4104/pcrj.2013.00092 · Cited by 22
Bartlett, Y. K., Newhouse, N., Long, H. A., Farmer, A., & French, D. (2019) · Patient Preference and Adherence · doi:10.2147/ppa.s217843 · Cited by 14
Francis, S. L., Simmering, J. E., Polgreen, L. A., Evans, N. J., Hosteng, K. R., Carr, L. J., Cremer, J. F., Coe, S., Cavanaugh, J. E., Segre, A. M., et al. (2021) · Preventive Medicine Reports · doi:10.1016/j.pmedr.2021.101426 · Cited by 13
Michie, S., Johnston, M., & Carey, R. (2016) · Encyclopedia of Behavioral Medicine · doi:10.1007/978-1-4614-6439-6_1661-2 · Cited by 50
Self-citationCooper, A. M., Coffey, M., & Dugdill, L. (2014) · Pragmatic and Observational Research · doi:10.2147/por.s52287 · Cited by 8
“…family context; ensure there are a range of intervention components which cover the full range of aspects within the behavior change taxonomy – eg, knowledge, skills, reinforcement (Abraham and Michie, 2008); emphasise routines in the home and provide support for parents to enact these behaviors.”
Liu, K., & Xia, Y. (2025) · Digital Health · doi:10.1177/20552076251326126 · Cited by 8
“23,77 Therefore, the BCTs were identi fi ed based on the authors ’ understanding based on the features described in published articles, 22 which may have introduced bias.”
Schmidt-Hantke, J., Vollert, B., Nacke, B., Hagner, F., Brüderl, H., & Jacobi, C. (2024) · Internet Interventions · doi:10.1016/j.invent.2024.100765 · Cited by 7
Mindfulness and Resilience in Britain: A Genealogy of the “Present Moment”
Cook, J. (2021) · Zenodo · doi:10.5281/zenodo.4727573 · Cited by 6
Analyzing the ingredients of a telephone counseling intervention for traumatic brain injury
Hart, T., Brockway, J. A., Whyte, J., Bell, K. R., Neuberger, S., & Chervoneva, I. (2013) · Disability and Rehabilitation · doi:10.3109/09638288.2012.751131 · Cited by 5
(2012) · Psychology & Health · doi:10.1080/08870446.2012.707817 · Cited by 5
“A. Januszewicz1, N. Liszewska1, A. Luszczynska1 1Warsaw School of Social Sciences and Humanities, Wroclaw, Wroclaw, Poland Background: Health behavior change taxonony by Abraham and Michie (2008) suggests 26 health behavior change techniques, embedded in health behavior change theories.”
Background
Metadata
- Authors
- Abraham, C., & Michie, S.
- Affiliations
- University of Sussex (GB)
- University College London (GB)
- Venue
- Health Psychology
- Published
- 2008
- Volume
- 27
- Issue
- 3
- Pages
- 379-387
- ISSN
- 0278-6133 (ISSN-L)
- 1930-7810
- OpenAlex
- W2057181385
- Cited by
- 2,525
- References
- 53
- Citations by year
- 2026: 49 · 2025: 85 · 2024: 107 · 2023: 121 · 2022: 124 · 2021: 163 · 2020: 230 · 2019: 181 · 2018: 187 · 2017: 176 · 2016: 187 · 2015: 197 · 2014: 166 · 2013: 167 · 2012: 141
- FWCI
- 105.13
- Type
- journal article
- Language
- en
- Open access
- green
- hdl.handle.net
- Locations
- Health Psychology (publishedVersion)
- PubMed (publishedVersion)
- Open Research Exeter (University of Exeter) (submittedVersion)
- UCL Discovery (University College London) (submittedVersion)
- Figshare (submittedVersion, cc-by)
- Figshare (submittedVersion)
- Topics
- Social Sciences › Psychology › Applied Psychology › Behavioral Health and Interventions
- Social Sciences › Psychology › Developmental and Educational Psychology › Behavioral and Psychological Studies
- Health Sciences › Health Professions › General Health Professions › Health Policy Implementation Science
- Keywords
- behaviour change techniques, taxonomy (general classification scheme), behavioral interventions, intervention reporting, coding reliability, intervention manual, intervention replication
- MeSH terms
- Behavior Therapy, Humans, Psychotherapy, Health Behavior, Bibliometrics
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