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Young people's compliance with the Experience Sampling Method (ESM): Examining patterns, predictors and associations with well-being and mental health

  • Julius März*
  • , Lianne P. de Vries
  • , Hanneke Scholten
  • , Annabel Vreeker
  • , Jeroen S. Legerstee
  • , Loes Keijsers
  • , Brenda W.J.H. Penninx
  • , Manon H.J. Hillegers
  • *Corresponding author for this work

Research output: Contribution to JournalArticleAcademicpeer-review

Abstract

The Experience Sampling Method (ESM) can help young people gain insight into their fluctuating emotions through multiple daily surveys. This can act as an intervention to improve well-being and mental health. However, the effectiveness of ESM interventions is expected to depend on compliance, i.e., how often participants respond to these surveys. We aimed to understand compliance patterns among young people during an ESM-based intervention, explored predictors of these patterns, and examined if the intervention's impact on well-being and mental health varied with compliance levels. Dutch adolescents and young adults (N = 1139, 12–25 years, mean age = 17.67; 79 % female) completed baseline questionnaires, responded to five daily ESM surveys over three weeks using the Grow It! app, and completed follow-up questionnaires. Despite overall low compliance (mean compliance = 33.8 %), latent class growth analyses identified four compliance patterns: stable high (N = 176; M = 78.8 %), stable medium (N = 193; M = 50.1 %), high initial and decreasing (N = 272; M = 30.9 %), and low initial and decreasing (N = 498; M = 13.2 %). These patterns were not consistently associated with age, gender, education, baseline well-being, or depressive and anxiety symptoms, and did not influence the intervention's effect on well-being and mental health outcomes. We identified specific ESM compliance patterns among young people but found no clear predictors or outcomes of these patterns. To improve compliance and intervention effectiveness, future ESM interventions can potentially be enhanced by personalized designs, incorporating intrinsic and extrinsic motivators, and investigating situational factors and additional participant characteristics.
Original languageEnglish
Article number100859
Pages (from-to)1-10
Number of pages10
JournalInternet Interventions
Volume41
Early online date8 Jul 2025
DOIs
Publication statusPublished - Sept 2025

Funding

This project uses secondary data. The original study is funded by Netherlands Organisation for Health Research and Development ‘Juiste Zorg Op De Juiste Plek’ (ZonMw JZOJP) together with the Netherlands Organisation for Scientific Research (NWO; project number: 440.20.006 ), the Stichting Vrienden van het Sophia (SSWO; project number: B18–05 ), Gemeente Rotterdam (project numbers: SUB.20.03.00149.SBSA and 40258362 ) and the Dutch National Research Agenda (NWA/eHealth Junior consortium; project number: 1292.19.226 ). This project is part of the research project “Stress in Action”. It is financially supported by the Dutch Research Council and the Dutch Ministry of Education, Culture and Science (NWO gravitation grant number 024.005.010).It is also part of the PROTECt ME project, funded by the Convergence, the alliance between Erasmus Medical Centre Rotterdam, Erasmus University Rotterdam and Delft University of Technology.This project uses secondary data. The original study is funded by Netherlands Organisation for Health Research and Development ‘Juiste Zorg Op De Juiste Plek’ (ZonMw JZOJP) together with the Netherlands Organisation for Scientific Research (NWO; project number: 440.20.006), the Stichting Vrienden van het Sophia (SSWO; project number: B18–05), Gemeente Rotterdam (project numbers: SUB.20.03.00149.SBSA and 40258362) and the Dutch National Research Agenda (NWA/eHealth Junior consortium; project number: 1292.19.226). It is also part of the PROTECt ME project, funded by the Convergence , the alliance between Erasmus Medical Centre Rotterdam, Erasmus University Rotterdam and Delft University of Technology. This project is part of the research project “Stress in Action”. It is financially supported by the Dutch Research Council and the Dutch Ministry of Education, Culture and Science (NWO gravitation grant number 024.005.010 ).

FundersFunder number
Stichting Vrienden van het Sophia
ZonMw JZOJP
Erasmus Universiteit Rotterdam
Delft University of Technology
Dutch National Research Agenda
Erasmus University Rotterdam
Netherlands Organisation for Scientific Research
ZonMw
Netherlands Organisation for Health Research and Development
NWA
Erasmus Medical Centre Rotterdam
Technische Universiteit Delft
Ministerie van Onderwijs, Cultuur en Wetenschap
eHealth1292.19.226
GEMEENTE ROTTERDAM40258362, SUB.20.03.00149
Nederlandse Organisatie voor Wetenschappelijk Onderzoek440.20.006, 024.005.010
SSWOB18–05

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