Compliance in ambulatory assessment studies: investigating study and sample characteristics as predictors
Open accessAbstract
Ambulatory assessment (AA) studies are becoming more and more popular. However, it can be challenging to motivate participants to comply with study protocols. The aim of the present study was to investigate possible predictors of compliance in AA studies with diverse samples and study designs. To do so, we extracted compliance information, study characteristics, and sample characteristics from 488 previously published studies. The average compliance across the studies was rather high. The total number of measurement occasions and the number of study days were negatively related to the compliance rate. Moreover, a higher percentage of healthy controls in clinical studies was associated with a higher compliance rate. By contrast, other study characteristics (e.g., the amount of financial compensation) and sample characteristics (clinical vs. healthy sample) were not related to compliance. The findings have implications for the design of future AA studies.
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?
Monetary incentives are reported as relatively unimpactful in increasing compliance, based on a review of 481 EMA studies.
“However, monetary incentives are reported as relatively unimpactful in increasing compliance, based on a review of 481 EMA studies (111).”
From Don't Miss the Moment: A Systematic Review of Ecological Momentary Assessment in Suicide Research (2022) · cites this paper as [111]
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
R: A Language and Environment for Statistical Computing
R Core Team (2000) · doi:10.32614/r.manuals · Cited by 355,706 · see citing works
Power failure: why small sample size undermines the reliability of neuroscience
Button, K. S., Ioannidis, J. P. A., Mokrysz, C., Nosek, B. A., Flint, J., Robinson, E. S. J., & Munafò, M. R. (2013) · Nature Reviews Neuroscience · doi:10.1038/nrn3475 · Cited by 7,641 · cited 1× · see citing works
“A low overall level of compliance, and hence a reduced sample size, can result in lower statistical power, estimation problems, and issues with the quality of the data (e.g., Button et al., 2013; Maxwell et al., 2008; Schönbrodt & Perugini, 2013).”
BackgroundAt what sample size do correlations stabilize?
Schönbrodt, F. D., & Perugini, M. (2013) · Journal of Research in Personality · doi:10.1016/j.jrp.2013.05.009 · Cited by 2,232 · see citing works
Advances in subjective well-being research
Diener, E., Oishi, S., & Tay, L. (2018) · Nature Human Behaviour · doi:10.1038/s41562-018-0307-6 · Cited by 2,003 · see citing works
Capturing momentary, self-report data: A proposal for reporting guidelines
Stone, A. A., & Shiffman, S. (2002) · Annals of Behavioral Medicine · doi:10.1207/s15324796abm2403_09 · Cited by 807 · see citing works
Sample Size Planning for Statistical Power and Accuracy in Parameter Estimation
Maxwell, S. E., Kelley, K., & Rausch, J. R. (2008) · Annual Review of Psychology · doi:10.1146/annurev.psych.59.103006.093735 · Cited by 542 · see citing works
Eisele, G., Vachon, H., Lafit, G., Kuppens, P., Houben, M., Myin-Germeys, I., & Viechtbauer, W. (2022) · Assessment · doi:10.1177/1073191120957102 · Cited by 459 · see citing works
Wen, C. K. F., Schneider, S., Stone, A. A., & Spruijt-Metz, D. (2017) · Journal of Medical Internet Research · doi:10.2196/jmir.6641 · Cited by 350 · see citing works
Compliance with ecological momentary assessment protocols in substance users: a meta-analysis
Jones, A., Remmerswaal, D., Verveer, I., Robinson, E., Franken, I. H. A., Wen, C. K. F., & Field, M. (2019) · Addiction · doi:10.1111/add.14503 · Cited by 319 · see citing works
Stone, A. A., Broderick, J. E., Schwartz, J. E., Shiffman, S., Litcher-Kelly, L., & Calvanese, P. (2003) · Pain · doi:10.1016/s0304-3959(03)00040-x · Cited by 293 · see citing works
Burke, L. E., Shiffman, S., Music, E., Styn, M. A., Kriska, A., Smailagic, A., Siewiorek, D., Ewing, L. J., Chasens, E., French, B., et al. (2017) · Journal of Medical Internet Research · doi:10.2196/jmir.7138 · Cited by 267 · see citing works
de Vries, L. P., Baselmans, B. M. L., & Bartels, M. (2020) · Journal of Happiness Studies · doi:10.1007/s10902-020-00324-7 · Cited by 253 · see citing works
Vachon, H., Viechtbauer, W., Rintala, A., & Myin-Germeys, I. (2019) · Journal of Medical Internet Research · doi:10.2196/14475 · Cited by 252 · see citing works
Using diary methods in psychological research.
Iida, M., Shrout, P., Laurenceau, J., & Bolger, N. (2012) · American Psychological Association eBooks · doi:10.1037/13619-016 · Cited by 232 · see citing works
Compliance with momentary pain measurement using electronic diaries: A systematic review
Morren, M., van Dulmen, S., Ouwerkerk, J. W., & Bensing, J. M. (2008) · European Journal of Pain · doi:10.1016/j.ejpain.2008.05.010 · Cited by 177 · see citing works
Response compliance and predictors thereof in studies using the experience sampling method.
Rintala, A., Wampers, M., Myin‐Germeys, I., & Viechtbauer, W. (2018) · Psychological Assessment · doi:10.1037/pas0000662 · Cited by 176 · see citing works
Ambulatory Assessment: An Innovative and Promising Approach for Clinical Psychology
Ebner-Priemer, U. W., & Trull, T. J. (2009) · European Psychologist · doi:10.1027/1016-9040.14.2.109 · Cited by 173 · see citing works
Courvoisier, D. S., Eid, M., & Lischetzke, T. (2012) · Psychological Assessment · doi:10.1037/a0026733 · Cited by 153 · see citing works
Real-Time Monitoring of Psychotherapeutic Processes: Concept and Compliance
Schiepek, G. K., Aichhorn, W., Gruber, M., Strunk, G., Bachler, E., & Aas, B. (2016) · Frontiers in Psychology · doi:10.3389/fpsyg.2016.00604 · Cited by 124 · see citing works
Effects of marijuana use on impulsivity and hostility in daily life
Ansell, E. B., Laws, H. B., Roche, M. J., & Sinha, R. (2015) · Drug and Alcohol Dependence · doi:10.1016/j.drugalcdep.2014.12.029 · Cited by 104 · see citing works
Ramsey, A. T., Wetherell, J. L., Depp, C. A., Dixon, D. J., & Lenze, E. J. (2016) · Journal of Technology in Human Services · doi:10.1080/15228835.2016.1170649 · Cited by 91 · see citing works
Burg, M. M., Schwartz, J. E., Kronish, I. M., Diaz, K. M., Alcántara, C., Duer-Hefele, J., & Davidson, K. W. (2017) · Annals of Behavioral Medicine · doi:10.1007/s12160-017-9902-4 · Cited by 91 · see citing works
Fuller‐Tyszkiewicz, M., Skouteris, H., Richardson, B., Blore, J. D., Holmes, M., & Mills, J. (2013) · Body Image · doi:10.1016/j.bodyim.2013.06.003 · Cited by 72 · see citing works
Hasselhorn, K., Ottenstein, C., & Lischetzke, T. (2021) · Behavior Research Methods · doi:10.3758/s13428-021-01683-6 · Cited by 72 · see citing works
The double-edged sword of rewards for participation in psychology experiments.
Sharp, E. C., Pelletier, L. G., & Lévesque, C. (2006) · Canadian Journal of Behavioural Science / Revue canadienne des sciences du comportement · doi:10.1037/cjbs2006014 · Cited by 56 · see citing works
Krkovic, K., Krink, S., & Lincoln, T. M. (2018) · European Psychiatry · doi:10.1016/j.eurpsy.2017.12.002 · Cited by 44 · see citing works
An Evaluation of Students’ Interest in and Compliance With Self-Tracking Methods
Harari, G. M., Müller, S. R., Mishra, V., Wang, R., Campbell, A. T., Rentfrow, P. J., & Gosling, S. D. (2017) · Social Psychological and Personality Science · doi:10.1177/1948550617712033 · Cited by 39 · see citing works
Gloster, A. T., Miché, M., Wersebe, H., Mikoteit, T., Hoyer, J., Imboden, C., Bader, K., Meyer, A. H., Hatzinger, M., & Lieb, R. (2017) · International Journal of Methods in Psychiatric Research · doi:10.1002/mpr.1578 · Cited by 35 · see citing works
Compliance to Cell Phone-Based EMA Among Latino Youth in Outpatient Treatment
Comulada, W. S., Lightfoot, M. A., Swendeman, D. T., Grella, C. E., & Wu, N. (2015) · Journal of Ethnicity in Substance Abuse · doi:10.1080/15332640.2014.986354 · Cited by 33 · see citing works
Gershon, A., Kaufmann, C. N., Torous, J. B., Depp, C. A., & Ketter, T. A. (2019) · Journal of Psychiatric Research · doi:10.1016/j.jpsychires.2019.05.026 · Cited by 31 · see citing works
Arndt, C., Lischetzke, T., Crayen, C., & Eid, M. (2018) · Cognition & Emotion · doi:10.1080/02699931.2017.1322039 · Cited by 23 · see citing works
Newcomb, M. E., Swann, G., Estabrook, R., Corden, M. E., Begale, M. J., Ashbeck, A., Mohr, D. C., & Mustanski, B. S. (2016) · Assessment · doi:10.1177/1073191116667584 · Cited by 19 · see citing works
Compliance in experience sampling methodology: the role of demographic and clinical characteristics
Hartley, S., Varese, F., Vasconcelos e Sa, D., Udachina, A., Barrowclough, C., Bentall, R. P., Lewis, S. W., Dunn, G., Haddock, G., & Palmier-Claus, J. (2014) · Psychosis · doi:10.1080/17522439.2012.752520 · Cited by 16 · see citing works
Incentives (GESIS Survey Guidelines)
Pforr, K. (2015) · Social Science Open Access Repository (GESIS – Leibniz Institute for the Social Sciences) · doi:10.15465/gesis-sg_001 · Cited by 1 · see citing works
Flagged first, then by citations
Cited by
Sorted by citations
Wrzus, C., & Neubauer, A. B. (2023) · Assessment · doi:10.1177/10731911211067538 · Cited by 500 · see citing works
Don't Miss the Moment: A Systematic Review of Ecological Momentary Assessment in Suicide Research
Kivelä, L., van der Does, W. A. J., Riese, H., & Antypa, N. (2022) · Frontiers in Digital Health · doi:10.3389/fdgth.2022.876595 · Cited by 163 · see citing works
Perski, O., Keller, J., Kale, D., Asiamah-Asare, B. K. Y., Schneider, V., Powell, D., Naughton, F., ten Hoor, G. A., Verboon, P., & Kwaśnicka, D. (2022) · Health Psychology Review · doi:10.1080/17437199.2022.2112258 · Cited by 107 · see citing works
Seiferth, C., Vogel, L., Aas, B., Brandhorst, I., Carlbring, P., Conzelmann, A., Esfandiari, N., Finkbeiner, M., Hollmann, K., Lautenbacher, H., et al. (2023) · Nature Mental Health · doi:10.1038/s44220-023-00085-1 · Cited by 99 · see citing works
Hasselhorn, K., Ottenstein, C., & Lischetzke, T. (2021) · Behavior Research Methods · doi:10.3758/s13428-021-01683-6 · Cited by 72 · see citing works
Investigating Best Practices for Ecological Momentary Assessment: Nationwide Factorial Experiment
Businelle, M. S., Hébert, E. T., Shi, D., Benson, L., Kezbers, K. M., Tonkin, S., Piper, M. E., & Qian, T. (2024) · Journal of Medical Internet Research · doi:10.2196/50275 · Cited by 37 · see citing works
Donckt, J. V. D., Vandenbussche, N., Donckt, J. V. D., Chen, S., Stojchevska, M., Brouwer, M. D., Steenwinckel, B., Paemeleire, K., Ongenae, F., & Hoecke, S. V. (2024) · Scientific Reports · doi:10.1038/s41598-024-67767-3 · Cited by 35 · see citing works
Murray, A. L., Brown, R., Zhu, X., Speyer, L. G., Yang, Y., Xiao, Z., Ribeaud, D., & Eisner, M. (2022) · Journal of Affective Disorders · doi:10.1016/j.jad.2022.11.014 · Cited by 32 · see citing works
Howard, A. L., & Lamb, M. (2023) · Assessment · doi:10.1177/10731911231159937 · Cited by 32 · see citing works
Gou, J., Zhang, X., He, Y., He, K., & Xu, J. (2024) · BMC Nursing · doi:10.1186/s12912-024-02313-0 · Cited by 31 · see citing works
Frumkin, M. R., Greenberg, J. K., Boyd, P., Javeed, S., Shayo, B., Shin, J., Wilson, E. A., Zhang, J. K., Sullivan, M. J. L., Haroutounian, S., et al. (2023) · Journal of Pain · doi:10.1016/j.jpain.2023.03.010 · Cited by 25 · see citing works
Kivelä, L. M. M., Fiß, F., van der Does, W. A. J., & Antypa, N. (2023) · Assessment · doi:10.1177/10731911231216053 · Cited by 25 · see citing works
Reiter, T., & Schoedel, R. (2023) · Behavior Research Methods · doi:10.3758/s13428-023-02252-9 · Cited by 23 · see citing works
Positive affect predicts engagement in healthy behaviors within a day, but not across days
Aurora, P., Disabato, D. J., & Coifman, K. G. (2022) · Motivation and Emotion · doi:10.1007/s11031-021-09924-z · Cited by 18 · see citing works
Murray, A. L., Yang, Y., Zhu, X., Speyer, L. G., Brown, R., Eisner, M., & Ribeaud, D. (2023) · International Journal of Methods in Psychiatric Research · doi:10.1002/mpr.1972 · Cited by 21 · see citing works
Dejonckheere, E., Verdonck, S., Andries, J. I., Röhrig, N., Piot, M., kilani, G., & Mestdagh, M. (2024) · Computers in Human Behavior · doi:10.1016/j.chb.2024.108360 · Cited by 14 · see citing works
Sosa‐Hernandez, L., Vogel, N., Frankiewicz, K., Reaume, C. L., Drew, A., Neufeld, S. M., & Thomassin, K. (2024) · Psychophysiology · doi:10.1111/psyp.14699 · Cited by 13 · see citing works
Mintz, E. H., Toner, E. R., Skolnik, A. M., Pan, A., Frumkin, M., Baker, A. W., Simon, N. M., & Robinaugh, D. (2024) · Death Studies · doi:10.1080/07481187.2024.2433109 · Cited by 12 · see citing works
Drexl, K., Ralisa, V., Amoussou, J. R., Wen, C. K. F., Urben, S., Plessen, K. J., & Glaus, J. (2025) · Journal of Medical Internet Research · doi:10.2196/65710 · Cited by 10 · see citing works
Meglio, M., Manubens, R. T., Fernández‐Álvarez, J., Marasas, S., García, F., Gómez, B., Montedoro, J., Jáuregui, A. N., Castañeiras, C. E., Santángelo, P. R., et al. (2024) · Administration and Policy in Mental Health and Mental Health Services Research · doi:10.1007/s10488-024-01362-6 · Cited by 8 · see citing works
Capturing Flow Experiences in Everyday Life: A Comparison of Recall and Momentary Measurement
Bartholomeyczik, K., Knierim, M. T., Weinhardt, C., Oettingen, G., & Ebner‐Priemer, U. (2024) · Journal of Happiness Studies · doi:10.1007/s10902-024-00776-1 · Cited by 8 · see citing works
Murray, A. L., Xie, T., Power, L., & Condon, L. (2024) · Health Expectations · doi:10.1111/hex.14065 · Cited by 7 · see citing works
Kleiman, E. M., Bentley, K. H., Jaroszewski, A. C., Maimone, J. S., Fortgang, R. G., Zuromski, K. L., Kilbury, E. N., Stein, M. B., Beck, S., Huffman, J. C., et al. (2024) · Archives of Suicide Research · doi:10.1080/13811118.2024.2391293 · Cited by 7 · see citing works
Zhang, J., Hu, J., Zheng, Y., & Dai, T. (2025) · Chinese general practice journal. · doi:10.1016/j.cgpj.2025.100072 · Cited by 7 · see citing works
Vikoler, T., Ganesch, H., Dubravac, J., & Traut‐Mattausch, E. (2025) · Journal of Medical Internet Research · doi:10.2196/75785 · Cited by 7 · see citing works
Giese, H., & König, L. M. (2024) · Journal of Trial and Error · doi:10.36850/28b4-4f59 · Cited by 5 · see citing works
Giese, H., & König, L. M. (2022) · doi:10.31219/osf.io/ruza6 · Cited by 5 · see citing works
Stone, C., Adams, S., Wootton, R. E., & Skinner, A. (2025) · JMIR Formative Research · doi:10.2196/63184 · Cited by 4 · see citing works
Jacobucci, R., Ammerman, B. A., & McClure, K. E. (2023) · doi:10.31234/osf.io/7yfhp · Cited by 4 · see citing works
Reichert, D., Brüßler, S., Reichert, M., & Ebner‐Priemer, U. (2024) · Current topics in behavioral neurosciences · doi:10.1007/7854_2024_486 · Cited by 3 · see citing works
How to Model Ambulatory Assessments Measured at Different Frequencies: An N = 1 Approach
Berkhout, S. W., Schuurman, N. K., & Hamaker, E. L. (2025) · Multivariate Behavioral Research · doi:10.1080/00273171.2025.2552303 · Cited by 2 · see citing works
Sawyer-Morris, G., Halverson, M. M., Maher, K. M., Carswell, S. B., & Gordon, M. (2025) · Health & Justice · doi:10.1186/s40352-025-00372-2 · Cited by 2 · see citing works
Herold, F., Giurgiu, M., Ebner‐Priemer, U., Brakenridge, C. J., Hallgren, M. Å., Owen, N. G., & Gronwald, T. (2025) · Exercise and Sport Sciences Reviews · doi:10.1249/jes.0000000000000377 · Cited by 2 · see citing works
Machleid, F., Schönewald, A., Quinlivan, E., Kokwaro, L., Schröder-Frerkes, L., Muffel, T., Wiegmann, C., & Kaminski, J. A. (2025) · Digital Health · doi:10.1177/20552076251393283 · Cited by 2 · see citing works
Henry, L. M., Pandya, U., Malone, E. P., Miller, C., Agyemang, S., Tandilashvili, E., Lewis, K., Haeffner, C. E., Lee, K., Livinski, A. A., et al. (2026) · NPP—Digital Psychiatry and Neuroscience · doi:10.1038/s44277-026-00058-z · Cited by 2 · see citing works
Reiter, T., Sakel, S., Scharbert, J., ter Horst, J., van Zalk, M. H. W., Back, M. D., Bühner, M., & Schoedel, R. (2025) · Advances in Methods and Practices in Psychological Science · doi:10.1177/25152459251347274 · Cited by 1 · see citing works
Oh, S. Y., Meaklim, H., Nicholas, C. L., Cunnington, D., Patrick, C. J., Schenker, M. T., & Phillips, L. (2026) · Behavioral Sleep Medicine · doi:10.1080/15402002.2026.2657920 · Cited by 1 · see citing works
Intensive Longitudinal Methods in Work and Organizational Psychology
Sonnentag, S., Neumer, A., Partsch, F., & Völker, J. (2026) · Zeitschrift für Arbeits- und Organisationspsychologie A&O · doi:10.1026/0932-4089/a000478 · Cited by 1 · see citing works
Ulm, C., Chen, S., Fleshman, B., Benson, L., Kendzor, D. E., Frank-Pearce, S. G., Neil, J. M., Vidrine, D. J., Torre, I. D. L., & Businelle, M. S. (2024) · JMIR Formative Research · doi:10.2196/56003 · Cited by 1 · see citing works
Allmeta, A., Sutton, S. R., & König, L. M. (2026) · British Journal of Health Psychology · doi:10.1111/bjhp.70057 · Cited by 1 · see citing works
Heino, M. T. J. (2023) · doi:10.31234/osf.io/qxa4n · Cited by 1 · see citing works
Linden‐Carmichael, A. N., Stull, S. W., Wang, D., Bhandari, S., & Lanza, S. T. (2024) · JMIR Formative Research · doi:10.2196/60193
Moldavski, A., Benedyk, A., Reichert, M., Meyer‐Lindenberg, A., & Tost, H. (2024) · Nervenheilkunde · doi:10.1055/a-2426-9420
da Ponte, G., Oliveira, A. M., Soares, H., Aniceto, J. P., Farias, J. P., Silva, L. F., Pêgo, J. M., da Cunha, J. Á. C., & Ramalho, H. (2025) · Acta Médica Portuguesa · doi:10.20344/amp.22971
Schmitz, S. E., Hartnagel, L., & Ebner‐Priemer, U. (2025) · Elsevier eBooks · doi:10.1016/b978-0-443-14146-1.00014-0
COPE-EMBRACE: Coping with stress after encephalitis using real-time assessment
Fifield, K., Thomas, R., Dawe‐Lane, E., Kusosa, R., O'Connor, E., Cummins, N., Pollak, T. A., Wykes, T., Easton, A., & Simblett, S. K. (2026) · Neuropsychological Rehabilitation · doi:10.1080/09602011.2026.2619548
Ammerman, B. A., Knorr, A. C., & Blacutt, M. E. (2026) · Elsevier eBooks · doi:10.1016/b978-0-443-26629-4.00099-x
Zhang, P., Hou, C., Ren, Q., Liu, L., Guo, X., Chang, Y., & Guo, J. (2026) · Digital Health · doi:10.1177/20552076261437299
Antoun, C., Frías-Martínez, V., Garove, A., Awasthi, N., & Abrar, S. M. (2026) · Behavior Research Methods · doi:10.3758/s13428-026-03022-z
Schmitt, N. N., Schlicher, M., Triantafyllopoulos, A., Seizer, L., Gawrilow, C., Eickhoff, C., Schuller, B. W., & Löchner, J. (2026) · Frontiers in Digital Health · doi:10.3389/fdgth.2026.1863876
Pihlajamäki, M. R., Lafit, G., Kirtley, O. J., Myin‐Germeys, I., & Eisele, G. V. (2026) · Behavior Research Methods · doi:10.3758/s13428-026-03164-0
- Authors
- Ottenstein, C., & Werner, L.
- Affiliations
- University of Koblenz and Landau (DE)
- Corresponding author
- Ottenstein, Charlotte
- Venue
- Assessment
- Publisher
- SAGE Publications
- Published
- 2021-07-20
- Volume
- 29
- Issue
- 8
- Pages
- 1765-1776
- ISSN
- 1073-1911 (ISSN-L)
- 1552-3489
- PMC
- PMC9597150
- OpenAlex
- W3183980449
- Cited by
- 52
- References
- 34
- Citations by year
- 2026: 10 · 2025: 11 · 2024: 16 · 2023: 8 · 2022: 6 · 2021: 1
- FWCI
- 7.48
- Type
- journal article
- Language
- en
- Open access
- hybrid
- doi.org
- Licence
- Locations
- Assessment (publishedVersion, cc-by-nc)
- PubMed Central (publishedVersion, cc-by-nc)
- PubMed (publishedVersion)
- Topics
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Mental Health Research Topics
- Social Sciences › Sociology and Political Science › Survey Methodology and Nonresponse
- Health Sciences › Medicine › Family Practice › Medication Adherence and Compliance
- Keywords
- ambulatory assessment, compliance, participant motivation, predictors of compliance, study characteristics, sample characteristics, financial compensation, research design
- MeSH terms
- Ecological Momentary Assessment, Humans, Patient Compliance, Research Design
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