Classification systems in behavioural science: current systems and lessons from the natural, medical and social sciences
Abstract
Background: Specifying individual behaviour change techniques (BCTs) is crucial for better development and evaluation of behaviour change interventions. Classification of BCTs will help this process and can be informed by classification systems in the natural, medical and social sciences. Method: A search of the classification literature in the natural, medical and social sciences produced a framework within which to consider a systematic search of classification systems of BCTs in the behaviour change literature. Results: Six distinct types of classification system from other scientific disciplines were identified: nomenclatures, ordered sets, hierarchical, matrices, faceted and social categorisations. Eight classification systems of BCTs were identified, none of which had a formal, hierarchical structure. Most were developed for specific behaviours, although one was general. Discussion: Developing a hierarchical structure, similar to those used in other scientific disciplines, would enable better communication and understanding of BCTs and inform the development and evaluation of interventions. Hierarchical structured classification systems contain many of the characteristics most desirable in a classification of BCTs.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
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?
A hierarchically structured taxonomy provides the advantage of making it more coherent to, and useable by, those applying it.
“A true, that is hierarchically structured, taxonomy provides the advantage of making it more coherent to, and useable by, those applying it.37”
Cites
(1980) · Medical Entomology and Zoology · Cited by 25,810 · see citing works
Human agency in social cognitive theory.
Bandura, A. (1989) · American Psychologist · doi:10.1037/0003-066x.44.9.1175 · Cited by 8,263 · see citing works
The Transtheoretical Model of Health Behavior Change.
Prochaska, J. O., & Velicer, W. F. (1997) · American Journal of Health Promotion · doi:10.4278/0890-1171-12.1.38 · Cited by 7,782 · see citing works
Numerical Taxonomy: The Principles and Practice of Numerical Classification
Sneath, P. H. A., & Sokal, R. R. (1973) · CERN Document Server (European Organization for Nuclear Research) · Cited by 5,094 · see citing works
The Theory of Planned Behaviour
Conner, M. T., & McMillan, B. (2004) · Research Explorer (The University of Manchester) · Cited by 4,462 · see citing works
Webb, T. L., & Sheeran, P. (2006) · Psychological Bulletin · doi:10.1037/0033-2909.132.2.249 · Cited by 3,732 · see citing works
Numerical Taxonomy: The Principles and Practice of Numerical Classification
Corliss, J. O., Sneath, P. H. A., & Sokal, R. R. (1974) · Transactions of the American Microscopical Society · doi:10.2307/3225339 · Cited by 3,446 · see citing works
A taxonomy of behavior change techniques used in interventions
Abraham, C., & Michie, S. (2008) · Health Psychology · doi:10.1037/0278-6133.27.3.379 · Cited by 2,525 · see citing works
Self-citationWebb, T. L., Joseph, J., Yardley, L., & Michie, S. (2010) · Journal of Medical Internet Research · doi:10.2196/jmir.1376 · Cited by 2,517 · see citing works
Self-citationEffective techniques in healthy eating and physical activity interventions: A meta-regression.
Michie, S., Abraham, C., Whittington, C., McAteer, J., & Gupta, S. (2009) · Health Psychology · doi:10.1037/a0016136 · Cited by 2,229 · see citing works
Self-citationSimpson, G. G. (1961) · Columbia University Press eBooks · doi:10.7312/simp92414 · Cited by 2,088 · see citing works
Michie, S., Johnston, M., Francis, J., Hardeman, W., & Eccles, M. (2008) · Applied Psychology · doi:10.1111/j.1464-0597.2008.00341.x · Cited by 1,789 · see citing works
Self-citationMichie, S., Ashford, S., Sniehotta, F. F., Dombrowski, S. U., Bishop, A., & French, D. P. (2011) · Psychology & Health · doi:10.1080/08870446.2010.540664 · Cited by 1,756 · see citing works
Self-citationBailey, K. (1994) · Sage eBooks · doi:10.4135/9781412986397 · Cited by 1,603 · see citing works
Epidemiology: Principles and Methods
MacMahon, B., & Pugh, T. F. (1970) · Cited by 1,472 · see citing works
Moher, D., Schulz, K. F., Altman, D. G., & for the CONSORT Group* (2001) · Annals of Internal Medicine · doi:10.7326/0003-4819-134-8-200104170-00011 · Cited by 1,426 · see citing works
Typologies and taxonomies: An introduction to classification techniques.
Bailey, K. D. (1994) · Cited by 976 · see citing works
Specifying and reporting complex behaviour change interventions: the need for a scientific method
Michie, S., Fixsen, D., Grimshaw, J. M., & Eccles, M. P. (2009) · Implementation Science · doi:10.1186/1748-5908-4-40 · Cited by 976 · see citing works
Self-citationAlbarracín, D., Gillette, J. C., Earl, A. N., Glasman, L. R., Durantini, M. R., & Ho, M.-H. (2005) · Psychological Bulletin · doi:10.1037/0033-2909.131.6.856 · Cited by 792 · cited 3× · see citing works
“Abraham and Michie (2008), Embry and Biglan (2008) and Geller et al. (1990) give definitions of BCTs, Michie et al. (2008) give definitions of some, but not all of the BCTs and Albarracin et al. (2005) give examples of how the BCTs may be applied.”
BackgroundMethodJardine, N., & Sibson, R. (1974) · Journal of Marketing Research · doi:10.2307/3151168 · Cited by 639 · see citing works
Theories and techniques of behaviour change: Developing a cumulative science of behaviour change
Michie, S., & Johnston, M. (2012) · Health Psychology Review · doi:10.1080/17437199.2012.654964 · Cited by 522 · see citing works
Self-citationDombrowski, S. U., Sniehotta, F. F., Avenell, A., Johnston, M., MacLennan, G., & Araújo-Soares, V. (2012) · Health Psychology Review · doi:10.1080/17437199.2010.513298 · Cited by 504 · see citing works
McLean, N., Griffin, S., Toney, K., & Hardeman, W. (2003) · International Journal of Obesity · doi:10.1038/sj.ijo.0802383 · Cited by 418 · see citing works
Evidence-based Kernels: Fundamental Units of Behavioral Influence
Embry, D. D., & Biglan, A. (2008) · Clinical Child and Family Psychology Review · doi:10.1007/s10567-008-0036-x · Cited by 396 · see citing works
Critical Review of Behavioral Interventions to Preserve the Environment
Dwyer, W. O., Leeming, F. C., Cobern, M. K., Porter, B. E., & Jackson, J. M. (1993) · Environment and Behavior · doi:10.1177/0013916593255001 · Cited by 373 · see citing works
Bloom's taxonomy : a forty-year retrospective
Anderson, L. W., Sosniak, L. A., & Bloom, B. S. (1994) · National Society for the Study of Education , Distributed by the University of Chicago Press eBooks · Cited by 326 · see citing works
Michie, S., Abraham, C., Eccles, M. P., Francis, J. J., Hardeman, W., & Johnston, M. (2011) · Implementation Science · doi:10.1186/1748-5908-6-10 · Cited by 301 · see citing works
Self-citationHardeman, W., Griffin, S., Johnston, M., Kinmonth, A., & Wareham, N. (2000) · International Journal of Obesity · doi:10.1038/sj.ijo.0801100 · Cited by 283 · see citing works
Epidemiology Principles and Methods
MacMahon (1975) · Cited by 260 · see citing works
Abraham, C., Kelly, M. P., West, R., & Michie, S. (2008) · Psychology Health & Medicine · doi:10.1080/13548500802537903 · Cited by 223 · see citing works
Self-citationEpidemiology Principles and Methods (2nd edition)
MacMahon, B. (1997) · Public Health · doi:10.1016/s0033-3506(97)00047-4 · Cited by 127 · see citing works
Identifying Evidence-Based Competences Required to Deliver Behavioural Support for Smoking Cessation
Michie, S., Churchill, S., & West, R. (2011) · Annals of Behavioral Medicine · doi:10.1007/s12160-010-9235-z · Cited by 126 · see citing works
Self-citationDeveloping a theory‐based taxonomy of methods for implementing change in practice
Leeman, J., Baernholdt, M., & Sandelowski, M. (2007) · Journal of Advanced Nursing · doi:10.1111/j.1365-2648.2006.04207.x · Cited by 120 · see citing works
Reflections on the Development and Use of the Taxonomy
Bloom, B. S. (1994) · Teachers College Record The Voice of Scholarship in Education · Cited by 119 · see citing works
The Structure and Form of Folksonomy Tags: The Road to the Public Library Catalog
Spiteri, L. F. (2007) · Information Technology and Libraries · doi:10.6017/ital.v26i3.3272 · Cited by 115 · see citing works
Geller, E. S., Berry, T. D., Ludwig, T. D., Evans, R. E., Gilmore, M. R., & Clarke, S. W. (1990) · Health Education Research · doi:10.1093/her/5.2.125 · Cited by 110 · see citing works
Organising Knowledge: Taxonomies, Knowledge and Organisational Effectiveness
Lambe, P. (2007) · Cited by 98 · see citing works
RECONSTRUCTING THE TREE OF LIFE: TAXONOMY AND SYSTEMATICS OF SPECIES RICH TAXA
Soltis, P. S. (2007) · Evolution · doi:10.1111/j.1558-5646.2007.00244.x · Cited by 82 · see citing works
Peterson, E. (2006) · D-Lib Magazine · doi:10.1045/november2006-peterson · Cited by 72 · see citing works
Cladistic Analysis or Cladistic Classification A Reply to Ernst Mayr
Hennig, W. (1975) · Systematic Biology · doi:10.1093/sysbio/24.2.244 · Cited by 71 · see citing works
"Cladistic Analysis or Cladistic Classification?": A Reply to Ernst Mayr
Hennig, W. (1975) · Systematic Zoology · doi:10.2307/2412765 · Cited by 69 · see citing works
Lambe, P. (2007) · Chandos Publishing eBooks · doi:10.1533/9781780632001 · Cited by 65 · see citing works
Investigating theoretical explanations for behaviour change: The case study of ProActive
Michie, S., Hardeman, W., Fanshawe, T., Prevost, A. T., Taylor, L., & Kinmonth, A. L. (2007) · Psychology and Health · doi:10.1080/08870440701670588 · Cited by 63 · see citing works
Self-citationPhylogenetic nomenclature: addressing some concerns
Cantino, P. D. (2000) · Taxon · doi:10.2307/1223935 · Cited by 48 · see citing works
Periodic table of the elements
(2007) · Royal Society of Chemistry paperbacks · doi:10.1039/9781847550217-00148 · Cited by 39 · see citing works
Reflections on the Taxonomy: Its Past, Present, and Future
Krathwohl, D. R. (1994) · Teachers College Record The Voice of Scholarship in Education · Cited by 33 · see citing works
Broughton, V. (2017) · Facet eBooks · doi:10.29085/9781783302383 · Cited by 19 · see citing works
International Astronomical Union (IAU)
(2014) · International Year Book and Statesmen's Who's Who · doi:10.1163/1570-6664_iyb_sim_org_39038 · Cited by 9 · see citing works
Periodic table of the elements
Fernow, R. C. (1986) · doi:10.1017/cbo9780511622588.018 · Cited by 7 · see citing works
Seberg, O., & Petersen, G. (2006) · Systematics Association special volume · doi:10.1201/9781420009538.ch3 · Cited by 3 · see citing works
Reader in Classification and Descriptive Cataloging
Painter, A. F. (1983) · Medical Entomology and Zoology · Cited by 2 · see citing works
Flagged first, then by citations
Cited by
Sorted by citations
Michie, S., Richardson, M., Johnston, M., Abraham, C., Francis, J., Hardeman, W., Eccles, M. P., Cane, J., & Wood, C. E. (2013) · Annals of Behavioral Medicine · doi:10.1007/s12160-013-9486-6 · Cited by 7,629 · see citing works
Self-citationFlottorp, S. A., Oxman, A. D., Krause, J., Musila, N. R., Wensing, M., Godycki-Cwirko, M., Baker, R., & Eccles, M. P. (2013) · Implementation Science · doi:10.1186/1748-5908-8-35 · Cited by 1,138 · see citing works
Michie, S., Wood, C. E., Johnston, M., Abraham, C., Francis, J. J., & Hardeman, W. (2015) · Health Technology Assessment · doi:10.3310/hta19990 · Cited by 680 · see citing works
Self-citationTheories and techniques of behaviour change: Developing a cumulative science of behaviour change
Michie, S., & Johnston, M. (2012) · Health Psychology Review · doi:10.1080/17437199.2012.654964 · Cited by 522 · see citing works
Self-citationMichie, S., Thomas, J., Johnston, M., Aonghusa, P. M., Shawe-Taylor, J. S., Kelly, M. P., Deleris, L. A., Finnerty, A. N., Marques, M. M., Norris, E., et al. (2017) · Implementation Science · doi:10.1186/s13012-017-0641-5 · Cited by 326 · see citing works
Self-citationHagger, M. S., Hardcastle, S. J., Chater, A., Mallett, C. J., Pal, S., & Chatzisarantis, N. L. D. (2014) · Health Psychology and Behavioral Medicine · doi:10.1080/21642850.2014.912945 · Cited by 221 · see citing works
Holmes, E. A. F., Hughes, D. A., & Morrison, V. L. (2014) · Value in Health · doi:10.1016/j.jval.2014.08.2671 · Cited by 199 · see citing works
Behavior change interventions: the potential of ontologies for advancing science and practice
Larsen, K. R. T., Michie, S., Hekler, E. B., Gibson, B., Spruijt‐Metz, D., Ahern, D. K., Cole-Lewis, H. J., Ellis, R. J. B., Hesse, B. W., Moser, R. P., et al. (2016) · Journal of Behavioral Medicine · doi:10.1007/s10865-016-9768-0 · Cited by 174 · see citing works
Self-citationA scoping review of ontologies related to human behaviour change
Norris, E., Finnerty, A. N., Hastings, J., Stokes, G., & Michie, S. (2019) · Nature Human Behaviour · doi:10.1038/s41562-018-0511-4 · Cited by 123 · see citing works
Self-citationBlack, N., Johnston, M., Michie, S., Hartmann‐Boyce, J., West, R., Viechtbauer, W., Eisma, M. C., Scott, C., & de Bruin, M. (2020) · Addiction · doi:10.1111/add.15056 · Cited by 104 · see citing works
Self-citationLokker, C., McKibbon, K. A., Colquhoun, H., & Hempel, S. (2015) · Implementation Science · doi:10.1186/s13012-015-0220-6 · Cited by 67 · see citing works
Chan, D. K. C., Fung, Y.-K., Xing, S., & Hagger, M. (2014) · Journal of behavioral medicine · doi:10.1007/s10865-013-9494-9 · Cited by 62 · see citing works
Tailored Interventions to Improve Medication Adherence for Cardiovascular Diseases
Xu, H., Yu, Y., Zhang, Q., Hu, H., & Li, M. (2020) · Frontiers in Pharmacology · doi:10.3389/fphar.2020.510339 · Cited by 58 · see citing works
Norris, E., Finnerty, A. N., Hastings, J., Stokes, G., & Michie, S. (2018) · doi:10.31234/osf.io/y7dus · Cited by 51 · see citing works
Self-citationMapping health behaviors: Constructing and validating a common-sense taxonomy of health behaviors
Nudelman, G., & Shiloh, S. (2015) · Social Science & Medicine · doi:10.1016/j.socscimed.2015.10.004 · Cited by 48 · see citing works
Theory-Based Digital Interventions to Improve Asthma Self-Management Outcomes: Systematic Review
Lycett, H., Raebel, E. M., Wildman, E. K., Guitart, J., Kenny, T., Sherlock, J., & Cooper, V. (2018) · Journal of Medical Internet Research · doi:10.2196/jmir.9666 · Cited by 41 · see citing works
Norris, E., Hastings, J., Marques, M., Mutlu, A. N. F., Zink, S., & Michie, S. (2020) · Journal of Biomedical Semantics · doi:10.1186/s13326-021-00240-6 · Cited by 28 · see citing works
Self-citationBorek, A., Santillo, M., Wanat, M., Butler, C., & Tonkin-Crine, S. K. (2022) · JAC-Antimicrobial Resistance · doi:10.1093/jacamr/dlac007 · Cited by 34 · see citing works
WALLACE, L. M., Brown, K., & Hilton, S. R. (2013) · Health Psychology Review · doi:10.1080/17437199.2013.775629 · Cited by 26 · see citing works
Methods for environmental change; an exploratory study
Kok, G., Gottlieb, N. H., Panne, R., & Smerecnik, C. M. R. (2012) · BMC Public Health · doi:10.1186/1471-2458-12-1037 · Cited by 23 · see citing works
Where Does Sleep Fit in Models of Self‐Control and Health Behaviour?
Hagger, M. S. (2014) · Stress and Health · doi:10.1002/smi.2624 · Cited by 19 · see citing works
Sun, Y., Gao, Y., Yu, S., Wang, A., Ou, X., Tao, D., & Baker, J. S. (2022) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph192013594 · Cited by 8 · see citing works
Sonnenschein, T., de Wit, G. A., den Braver, N. R., Vermeulen, R. C. H., & Scheider, S. (2024) · Information Sciences · doi:10.1016/j.ins.2024.120232 · Cited by 9 · see citing works
Thacker, J., Bosello, F., & Ridehalgh, C. (2020) · Musculoskeletal Care · doi:10.1002/msc.1532 · Cited by 9 · see citing works
Hagger, M. S. (2015) · Annals of Behavioral Medicine · doi:10.1007/s12160-014-9678-8 · Cited by 6 · see citing works
Eastwood, C., McCabe, P., & Heard, R. C. (2022) · International Journal of Speech-Language Pathology · doi:10.1080/17549507.2022.2079723 · Cited by 5 · see citing works
Paulsen, L., Benz, L., Müller, C., Wallmann-Sperlich, B., & Bucksch, J. (2023) · BMC Public Health · doi:10.1186/s12889-023-16590-y · Cited by 6 · see citing works
META BI: A tool for describing behavioural interventions
Dewies, M., & Reisch, L. A. (2025) · Behavioural Public Policy · doi:10.1017/bpp.2025.10015 · Cited by 4 · see citing works
Practice or Praxis? A Theoretical Classification System for STEAM Education
Yeomans, L., Chappell, K. A., Hetherington, L., Bresciani, S., Unterfrauner, E., Fabian, C., & Koulouris, P. (2025) · Education Sciences · doi:10.3390/educsci15020164 · Cited by 4 · see citing works
Health psychology interventions to improve adherence to maintenance therapies in asthma
Normansell, R., Chan, A. H. Y., Katzer, C. B., Kew, K. M., Mes, M. A., Newby, C., Chauhan, A., Taylor, S. J., Pinnock, H., Sheikh, A., et al. (2018) · Cochrane Database of Systematic Reviews · doi:10.1002/14651858.cd013147 · Cited by 3 · see citing works
What reviewers want: how to make your article more appealing to peer reviewers
Hagger, M. S. (2013) · Health Psychology Review · doi:10.1080/17437199.2013.782963 · Cited by 3 · see citing works
Sun, Y., Ou, A. Y. T., Shi, T. L., Gao, Y., Hagger, M. S., Xiong, Z., Chen, X.-Y., Fong, S. S. M., Zhong, L. L. D., Xie, Y. J., et al. (2026) · JMIR Human Factors · doi:10.2196/87328 · Cited by 2 · see citing works
Through the Lens of Goalification - A Survey on Personal Informatics and Persuasive Systems Research
Schönböck, J., Retschitzegger, W., Schwinger, W., Pröll, B., Kapsammer, E., Hammerle, B., Graf, D., Lechner, M., & Angster, C. (2024) · Lecture notes in networks and systems · doi:10.1007/978-3-031-54235-0_38 · Cited by 2 · see citing works
Changing environmental conditions impacting health – a focus on organizations
Kok, G., Zijlstra, F., & Ruiter, R. A. C. (2014) · Edward Elgar Publishing eBooks · doi:10.4337/9781783471706.00010 · Cited by 2 · see citing works
An Efficient Ensemble Sequence Classifier
Li, I.-H., Liao, I., Lin, J.-H., & Huang, J.-Y. (2015) · Journal of Software · doi:10.17706/jsw.11.2.133-147 · Cited by 1 · see citing works
Obukhov, A. D., & Krasnyanskiy, M. N. (2020) · Advances in intelligent systems and computing · doi:10.1007/978-3-030-51965-0_25 · Cited by 1 · see citing works
Reporting Behaviour Change Interventions and Techniques
Michie, S., & Wood, C. E. (2016) · UCL Discovery (University College London)
Self-citationCreating a Classification System of Opioid Use Disorder Treatment Policies: A Research Protocol
Grant, S., Smart, R., & Stein, B. D. (2025) · Substance Use & Addiction Journal · doi:10.1177/29767342251355086
Paulsen, L., Benz, L., Müller, C., Wallmann-Sperlich, B., & Bucksch, J. (2024) · Figshare · doi:10.6084/m9.figshare.26615356
Robb, S. L., Harman, E., Burns, D. S., Dusek, J. A., Johnson, J. K., Rodgers‐Melnick, S. N., Chémali, K. R., Schlesinger, J. J., Ramirez, M., Gumert, L., et al. (2026) · Frontiers in Psychology · doi:10.3389/fpsyg.2026.1876240
- Authors
- Stavri, Z., & Michie, S.
- Affiliations
- University College London (GB)
- Corresponding author
- Michie, Susan
- ORCID
- Michie, Susan
- Venue
- Health Psychology Review
- Publisher
- Informa UK Limited
- Published
- 2012-03
- Volume
- 6
- Issue
- 1
- Pages
- 113-140
- ISSN
- 1743-7199 (ISSN-L)
- 1743-7202
- OpenAlex
- W2000944050
- Cited by
- 40
- References
- 51
- Citations by year
- 2026: 2 · 2025: 3 · 2024: 3 · 2023: 1 · 2022: 3 · 2021: 1 · 2020: 4 · 2019: 1 · 2018: 3 · 2017: 1 · 2016: 2 · 2015: 5 · 2014: 4 · 2013: 5 · 2012: 2
- FWCI
- 7.17
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Health Psychology Review (publishedVersion)
- UCL Discovery (University College London) (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, classification systems, hierarchical classification, nomenclature, faceted classification, behaviour change interventions, intervention development and evaluation
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