Research Summary
Analyzed using Evidence Intelligence™

Consumer Sleep Trackers Improve Sleep Behavior Change

Last updated July 11, 2026

Key finding

Adherence was 89% for Study 1 and 86% for Study 2.

This study evaluated the use of Consumer Sleep Trackers (CSTs) with coaching in behavioral sleep extension studies, finding high adherence and retention rates.

Quick read

Study at a glance

The essential study design details in one scan.

EvidenceScore™

Moderate

Study type

RCTs

Follow-up

Long-Term (1–5 y)

Risk of bias

Some Concerns

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Plain-language summary

What this paper says

A plain-language read of the study’s main message and where it applies.

Study focus

This study evaluated the use of Consumer Sleep Trackers (CSTs) with coaching in behavioral sleep extension studies, finding high adherence and retention rates.

Clinical relevance

Understanding how Consumer Sleep Trackers can enhance sleep behaviors is crucial for developing effective interventions. High adherence and satisfaction suggest that these tools may be beneficial for individuals seeking to improve their sleep, although addressing usability issues is essential for broader application.

Keep in mind

Effectiveness of CSTs remains unclear. Potential biases in participant satisfaction reporting. Usability issues may affect generalizability.

Published in

Journal Reference

Publication details and source links for this paper.

Eliza T, Mary T, Jennifer D, et al. Consumer Sleep Trackers in Behavioral Sleep Extension Studies. Sleep Advances: A Journal of the Sleep Research Society. 2026;7(2):zpag025. doi:10.1093/sleepadvances/zpag025

Main Effects

Adherence to sleep data recording was 89% for Study 1 and 86% for Study 2.

Retention rate was 100% for Study 1 and 86% for Study 2.

Participants reported an average satisfaction score of 81 out of 100 with CST.

Evidence network

How this study fits

Understand where this research contributes within the broader evidence network.

Evidence Context

This study contributes evidence to Telehealth coaching for patients with T2DM and/or CHD and Adherence to sleep data recording, Participant retention at 6 months, Satisfaction with diabetes management, and 1 more.

Primary intervention

Telehealth coaching for patients with T2DM and/or CHD

Primary outcomes

  • Adherence to sleep data recording
  • Participant retention at 6 months
  • Satisfaction with diabetes management

Evidence relationships

Intervention and outcome relationships this study adds to the evidence network.

4
Evidence pairs
4
Relationships
0
Evidence topics
contributes_evidence

Editorial context

Why this study matters

See why this paper is useful beyond its individual results.

Evidence network role

This section describes how the study fits into the current evidence network. It does not determine whether an intervention works on its own.

Moderate contributionModerate confidenceNetwork score: 54

0

Related topics

4

Evidence pairs

0

Related studies

Why it is useful

  • Contributes to 4 evidence relationships
  • Includes primary outcome data
  • Linked to 0 direct semantic evidence topics

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Primary evidence

Evidence relationship

Telehealth Interventions and Digital Usability and Experience

Related evidence

Intervention

Telehealth Interventions

Save evidence

Outcome

Digital Usability and Experience

Save evidence

Core evidence

Study findings

The primary outcomes reported in this study.

Adherence to sleep data recording

Telehealth coaching for patients with T2DM and/or CHD → Adherence to sleep data recording

Telehealth coaching for patients with T2DM and/or CHD → Adherence to sleep data recording

Evidence Intelligence™
EvidenceScore™
Emerging
Score 59 · Based on 1 study
ImpactScore™
100
Very Positive
ConsistencyScore™
unclear
Not enough independent studies
Supporting studies: Based on 1 study
Add to Evidence Tracker

Participant retention at 6 months

Telehealth coaching for patients with T2DM and/or CHD → Participant retention at 6 months

Telehealth coaching for patients with T2DM and/or CHD → Participant retention at 6 months

Evidence Intelligence™
EvidenceScore™
Emerging
Score 59 · Based on 1 study
ImpactScore™
100
Very Positive
ConsistencyScore™
unclear
Not enough independent studies
Supporting studies: Based on 1 study
Add to Evidence Tracker

Satisfaction with diabetes management

Telehealth coaching for patients with T2DM and/or CHD → Satisfaction with diabetes management

Telehealth coaching for patients with T2DM and/or CHD → Satisfaction with diabetes management

Evidence Intelligence™
EvidenceScore™
Emerging
Score 59 · Based on 1 study
ImpactScore™
100
Very Positive
ConsistencyScore™
unclear
Not enough independent studies
Supporting studies: Based on 1 study
Add to Evidence Tracker

System Usability Scale (SUS) score

Telehealth coaching for patients with T2DM and/or CHD → System Usability Scale (SUS) score

Telehealth coaching for patients with T2DM and/or CHD → System Usability Scale (SUS) score

Evidence Intelligence™
EvidenceScore™
Emerging
Score 59 · Based on 1 study
ImpactScore™
50
Neutral
ConsistencyScore™
unclear
Not enough independent studies
Supporting studies: Based on 1 study
Add to Evidence Tracker

Evidence Library

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evidence suggest

Evidence Suggest

  • Adherence rates were high, with 89% and 86% across studies.
  • Retention rates varied significantly between studies, from 100% to 86%.
  • Participants expressed an average satisfaction of 81 out of 100.
who this applies

Who this applies to

  • Adults participating in behavioral sleep extension studies.
  • Individuals interested in improving sleep quality through technology.
keep in mind

Keep in Mind

  • The study's findings may not apply to populations outside the enrolled participants.
  • Usability issues could limit the effectiveness of CSTs in real-world settings.
  • The unclear effectiveness of CSTs suggests further research is needed.
between the lines

Between the Lines

  • Effectiveness of CSTs remains unclear.
  • Potential biases in participant satisfaction reporting.
  • Usability issues may affect generalizability.

Evidence Library

Build your evidence library

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Connected Evidence

Explore related studies, evidence collections, and research questions.

Relationships organized using the Dediabetes Evidence Intelligence™ framework.

This study contributes to evidence on Telehealth Interventions and Adherence to sleep data recording, Telehealth Interventions and Participant retention at 6 months.

Related evidence relationships

Explore in Evidence Explorer

This study contributes to the evidence on the following intervention-outcome relationships.

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Questions answered by this study

Generated from the study's connected evidence using Evidence Intelligence™.

Does Telehealth Interventions improve digital usability and experience?

Emerging Evidence

Current evidence does not show a clear benefit of Telehealth Interventions for Digital Usability and Experience.

ConsistencyScore™: Consistency cannot yet be determined from the available evidence.

Ranked evidence signals

  1. 1

    System Usability Scale (SUS) score

    EvidenceScore™ Emerging | EvidenceScore™ 59.0 | neutral | ConsistencyScore™ Unclear | 1 study

Why this answer: This answer is based on a single supporting study.

Limitations

  • Only one supporting study is available.
  • Consistency cannot yet be determined.
  • Population details are unavailable.
1 supporting studyUpdated: Aug 2026

Does Telehealth coaching for patients with T2DM and/or CHD improve adherence to sleep data recording?

Emerging Evidence

Telehealth coaching for patients with T2DM and/or CHD appears to improve Adherence to sleep data recording.

ConsistencyScore™: Consistency cannot yet be determined from the available evidence.

Ranked evidence signals

  1. 1

    Adherence to sleep data recording

    EvidenceScore™ Emerging | EvidenceScore™ 59.0 | strong positive | ConsistencyScore™ Unclear | 1 study

Why this answer: This answer is based on a single supporting study.

Limitations

  • Only one supporting study is available.
  • Consistency cannot yet be determined.
  • Population details are unavailable.
1 supporting studyUpdated: Aug 2026

Does Telehealth coaching for patients with T2DM and/or CHD improve participant retention at 6 months?

Emerging Evidence

Telehealth coaching for patients with T2DM and/or CHD appears to improve Participant retention at 6 months.

ConsistencyScore™: Consistency cannot yet be determined from the available evidence.

Ranked evidence signals

  1. 1

    Participant retention at 6 months

    EvidenceScore™ Emerging | EvidenceScore™ 59.0 | strong positive | ConsistencyScore™ Unclear | 1 study

Why this answer: This answer is based on a single supporting study.

Limitations

  • Only one supporting study is available.
  • Consistency cannot yet be determined.
  • Population details are unavailable.
1 supporting studyUpdated: Aug 2026

Does Telehealth coaching for patients with T2DM and/or CHD improve satisfaction with diabetes management?

Emerging Evidence

Telehealth coaching for patients with T2DM and/or CHD appears to improve Satisfaction with diabetes management.

ConsistencyScore™: Consistency cannot yet be determined from the available evidence.

Ranked evidence signals

  1. 1

    Satisfaction with diabetes management

    EvidenceScore™ Emerging | EvidenceScore™ 59.0 | strong positive | ConsistencyScore™ Unclear | 1 study

Why this answer: This answer is based on a single supporting study.

Limitations

  • Only one supporting study is available.
  • Consistency cannot yet be determined.
  • Population details are unavailable.
1 supporting studyUpdated: Aug 2026
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