In-the-wild data collection with digital apps and wearable devices: Insights from a longitudinal study on burnout with office and production workers - Summary - MDSpire

In-the-wild data collection with digital apps and wearable devices: Insights from a longitudinal study on burnout with office and production workers

  • By

  • Davide Marzorati

  • Alvise Dei Rossi

  • Radoslava Švihrová

  • Andrea Baldassari

  • Vladislav Kochergin

  • Max Grossenbacher

  • Francesca Dalia Faraci

  • July 15, 2026

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Objective:

To explore the feasibility of using wearable devices for the detection of burnout among office and production employees and to assess adherence to data collection in longitudinal studies.

Approach:
  • Data Collection: The study utilized wearable devices to gather longitudinal physiological data, combined with external information sources.
  • Adherence Measurement: The study examined various definitions and metrics of adherence to wearable data collection across different studies.
  • Influencing Factors: The research analyzed socio-demographic characteristics and their relationship with adherence to data collection.
Key Findings:
  • Adherence to wearable data collection varies significantly across studies, with reported adherence rates ranging from 16% to 95%.
  • Definitions of adherence are inconsistent, complicating comparisons across studies.
  • Factors such as age, prior experience with wearable devices, and personality traits influence adherence rates.
Interpretation:

Adherence metrics and influencing factors are important for data collection in longitudinal studies using wearable technology.

Limitations:
  • Variability in adherence definitions limits the ability to compare results across studies focused on burnout.
  • The study may not account for all socio-demographic factors influencing adherence in the context of burnout.
Conclusion:

Understanding adherence definitions and participant characteristics can enhance the quality of data collected through wearable devices.

Sources:

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