Evidence map›Paper›PMID 39977017›Full record

ArticleJournal of medical Internet research2025

Behavior Change Support Systems for Self-Treating Procrastination: Systematic Search in App Stores and Analysis of Motivational Design Archetypes.

Jeanine Kirchner-Krath, Manuel Schmidt-Kraepelin, Katharina Schmähl, Christoph Schütz, Benedikt Morschheuser, Ali Sunyaev

Abstract read
In one paragraph

Article in Journal of medical Internet research, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

2 citing papers in PubMed.

  1. Article
  2. Review
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

6 authors.

Jeanine Kirchner-KrathSchool of Business, Economics and Society, Friedrich-Alexander-Universität Erlangen-Nürnberg, Nuremberg, Germany.ORCID https://orcid.org/0000-0003-4996-1147
Manuel Schmidt-KraepelinDepartment of Economics and Management, Karlsruhe Institute of Technology, Karlsruhe, Germany.ORCID https://orcid.org/0000-0003-1280-3874
Katharina SchmählSchool of Business, Economics and Society, Friedrich-Alexander-Universität Erlangen-Nürnberg, Nuremberg, Germany.ORCID https://orcid.org/0009-0002-0823-2490
Christoph SchützSchool of Business, Economics and Society, Friedrich-Alexander-Universität Erlangen-Nürnberg, Nuremberg, Germany.ORCID https://orcid.org/0009-0007-2628-0169
Benedikt MorschheuserSchool of Business, Economics and Society, Friedrich-Alexander-Universität Erlangen-Nürnberg, Nuremberg, Germany.ORCID https://orcid.org/0000-0002-7665-8971
Ali SunyaevSchool of Computation, Information, and Technology, Technical University of Munich Campus Heilbronn, Heilbronn, Germany.ORCID https://orcid.org/0000-0002-4353-8519

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundThe phenomenon of procrastination refers to an individual's conscious decision to postpone the completion of tasks despite being aware of its adverse consequences in the future. Extant research in this field shows that procrastination is associated with increased levels of anxiety and stress and the likelihood of developing depression and calls for the development of suitable interventions that support individuals in making lasting positive changes to their procrastination behaviors. In parallel, practice has produced a plethora of behavior change support systems (BCSSs) that aim to provide a low-threshold, accessible alternative to in-person therapeutic approaches. Most of these BCSSs can be considered motivational BCSSs that combine functional, utilitarian components with hedonic and eudaimonic design elements to empower self-treatment. Although early studies have suggested the potential benefits of such BCSSs, research on understanding their specific design characteristics and support of individuals in self-treating procrastination is still in its infancy.

objectiveIn response to this gap between practice and research, we aimed to analyze and systemize the multitude of practical design efforts in motivational BCSSs for the self-treatment of procrastination and identify the main design archetypes that have emerged.

methodsWe conducted a 3-step research approach. First, we identified 127 behavior change support apps for procrastination through a systematic screening process in the German and US Apple App Store and Google Play Store. Second, we systematically coded the identified apps in terms of the behavior change techniques targeted by their functional design and hedonic or eudaimonic design elements. Third, we conducted a 2-step cluster analysis to identify archetypes of motivational design in behavior change support apps to combat procrastination.

resultsA variety of motivational designs have been developed and implemented in practice, and our analysis identified five main archetypes: (1) structured progress monitor, (2) self-improvement guide, (3) productivity adventure, (4) emotional wellness coach, and (5) social focus companion. The identified archetypes target different psychological determinants of procrastination and successfully use a variety of hedonic and eudaimonic design elements that extend beyond the current state of research.

conclusionsThe results of our study provide a foundation for future research endeavors that aim to examine the comparative effects of motivational design archetypes and develop more effective interventions tailored to individual needs. For practitioners, the findings reveal the contemporary design space of motivational BCSSs to support the self-treatment of procrastination and may serve as blueprints that can guide the design of future systems. For individuals seeking support and health professionals treating procrastination, our study systemizes the landscape of apps, thereby facilitating the selection of one that best aligns with the patient's individual needs.

Indexed as

Behavior TherapyMobile ApplicationsMotivationProcrastinationSelf CareHumansAIartificial intelligencebehavior change support systemsbehavior change techniquescluster analysismHealthmobile appsmobile healthmobile phonemotivational designpersuasive technologyprocrastination

Identifiers

PMID39977017
PMCPMC11888082

What Socratic holds

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LicenceCC BY
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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the Socratic graph.