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14 sources: 10 meta-analyses, 1 other design, 3 systematic reviews
Physical · Concept

Digital, Internet and App-Delivered CBT-I: Effects, Dropout and Cost

Soh 2020 (meta-analysis, 33 studies) reports that digital CBT-I reduced the Insomnia Severity Index by 5.00 points against control after treatment and by 3.48 at one year, with face-to-face CBT-I producing greater improvement; Hwang 2025 reports fully automated digital CBT-I less effective than therapist-assisted CBT-I; Linardon 2024 reports higher dropout for apps; and Le 2025 reports healthcare and societal cost savings for digital CBT-I against face-to-face care.

For most adultsYoung adults
What the evidence says
What the sources say

The sources on this entry are meta-analyses and reviews of cognitive behavioural therapy for insomnia delivered over the internet, by smartphone app or in fully automated form, with insomnia severity, sleep-diary measures, dropout and cost as the outcomes. Soh 2020 (meta-analysis, 33 studies, 4719 digital and 4645 control participants) reports that digital CBT-I reduced the Insomnia Severity Index by 5.00 points against control after treatment, 3.99 at short-term follow-up and 3.48 at one year, and that face-to-face CBT-I produced greater improvement than the digital form (3.07 points). Zachariae 2016 (meta-analysis, 11 randomised trials, 1460 participants) reports improvements in insomnia severity, sleep efficiency, sleep quality and other sleep parameters with effect sizes of 0.21 to 1.09, comparable to face-to-face CBT-I, with longer duration and higher clinical support associated with larger effects. Seyffert 2016 (meta-analysis, 15 trials) reports that internet-delivered CBT-I improved sleep efficiency by 7.2% and decreased the Insomnia Severity Index by 4.3 points against control. Gao 2022 (network meta-analysis, 61 trials, 11,571 participants) reports that individual, group, guided self-help, digital-assisted and unguided self-help formats all significantly improved sleep efficiency, total sleep time and insomnia severity against treatment as usual and waitlist, with individual, group and digital-assisted formats appearing to be the more effective options. Huang 2025 (meta-analysis, 16 studies, 2146 participants) reports mobile-health CBT-I effective for adults with insomnia, with longer, more complete, group-format interventions associated with better outcomes. On fully automated delivery, Nazari 2025 (meta-analysis, 49 randomised trials, 20,118 participants) reports a significant reduction in insomnia severity against control (WMD -3.42) with high heterogeneity, and Hwang 2025 (meta-analysis, 29 randomised trials, 9475 participants) reports moderate to large effects on insomnia severity against control but less effect than therapist-assisted CBT-I, concluding that a hybrid model combining therapist support is more beneficial. Linardon 2024 (meta-analysis, 19 randomised trials) reports significant effects favouring stand-alone apps for self-reported insomnia (g = 0.60, number needed to treat 4.8) and sleep disturbances, with dropout higher for apps (13.1%, OR 1.78). On cost, Le 2025 (systematic review, 28 economic evaluations) reports that digital CBT-I generated healthcare and societal cost savings against face-to-face CBT-I or pharmacotherapy, and Natsky 2020 (systematic review, 7 studies) reports that CBT-I appears cost-effective against pharmacotherapy or no treatment, with the limited number of studies warranting caution. In young people, Tsai 2022 (meta-analysis, 4 randomised trials) reports that digital CBT-I significantly improved self-reported sleep quality with a medium-to-large effect but had limited effect on objective sleep quality, and calls its findings preliminary; Lu 2024 (meta-analysis, 13 studies, 5251 participants) reports that digital sleep interventions significantly improved sleep quality in college students and young adults; and Werner-Seidler 2018 (systematic review, 3 studies) reports improvements in sleep efficiency, sleep quality, sleep-onset latency and total sleep time and calls eCBT-I a promising intervention for young people, with more studies needed. Yu 2019 reports that commercial apps were moderately adherent to CBT-I principles. CBT-I is a treatment for insomnia; this entry describes what the research found about a delivery format and does not diagnose insomnia or prescribe treatment.

Common misconceptions
  • Myth: An app is as good as a therapist for CBT-I. Actually: the review reports fully automated formats are effective but consistently below therapist-assisted delivery, with higher dropout.
What we won't claim
  • Does not diagnose, treat, or cure any disease or injury
  • Not a substitute for individualized medical or physical-therapy advice
  • Results vary between individuals; no guaranteed outcome
14 sources: 10 meta-analyses, 1 other design, 3 systematic reviews
Agreement
Direction recorded for 0 of 14 sources; not yet recorded for the rest.
The claim's outcome
Outcome not yet recorded
Certainty
No source states a certainty rating.
What each source measured and concluded (14)
systematic review · 2018
Werner-Seidler et al. (2018) — Digitally-delivered cognitive-behavioural therapy for youth insomnia: A systematic review
What it measured
Efficacy/effectiveness of digitally-delivered CBT-I (eCBT-I)
How it was read
screened only, not extracted
What the review says it includes
Systematic review
Studies and participants, as stated
3 studies
meta-analysis · 2020
Soh et al. (2020) — Efficacy of digital cognitive behavioural therapy for insomnia: a meta-analysis of randomised controlled trials.
What it measured
Insomnia Severity Index (ISI) at post-intervention, short-term, and 1-year follow-up
How it was read
screened only, not extracted
What the review says it includes
Systematic review and meta-analysis of RCTs
Studies and participants, as stated
33 studies; 4719 dCBT-I and 4645 control participants (from 94 full-text)
meta-analysis · 2016
Zachariae et al. (2016) — Efficacy of internet-delivered cognitive-behavioral therapy for insomnia - A systematic review and meta-analysis of randomized controlled trials.
What it measured
Efficacy of internet-delivered CBT-I (eCBT-I) on insomnia severity and sleep parameters
How it was read
screened only, not extracted
What the review says it includes
Systematic review and meta-analysis of RCTs
Studies and participants, as stated
11 RCTs, 1460 participants
meta-analysis · 2024
Linardon et al. (2024) — The effectiveness of smartphone app-based interventions for insomnia and sleep disturbances: A meta-analysis of randomized controlled trials.
What it measured
Effectiveness of smartphone app-based interventions on insomnia and sleep disturbances
How it was read
screened only, not extracted
What the review says it includes
Meta-analysis of RCTs
Studies and participants, as stated
19 RCTs
meta-analysis · 2022
Gao et al. (2022) — Comparative efficacy and acceptability of cognitive behavioral therapy delivery formats for insomnia in adults: A systematic review and network meta-analysis.
What it measured
Sleep efficiency, TST, SOL, WASO, insomnia severity across CBT-I delivery formats
How it was read
screened only, not extracted
What the review says it includes
Systematic review and network meta-analysis of RCTs
Studies and participants, as stated
61 trials; 11,571 participants
meta-analysis · 2022
Tsai et al. (2022) — Effectiveness of Digital Cognitive Behavioral Therapy for Insomnia in Young People: Preliminary Findings from Systematic Review and Meta-Analysis
What it measured
Self-reported and objective sleep quality
How it was read
screened only, not extracted
What the review says it includes
Systematic review and meta-analysis of RCTs
Studies and participants, as stated
4 RCTs
meta-analysis · 2025
Huang et al. (2025) — Effectiveness of Mobile Health‐Delivered Cognitive Behavioural Therapy for Insomnia in Adults: A Systematic Review and Meta‐Analysis of Randomised Controlled Trials
What it measured
Insomnia symptoms and sleep quality
How it was read
screened only, not extracted
What the review says it includes
Systematic review and meta-analysis of RCTs (PRISMA 2020)
Studies and participants, as stated
16 studies; 2146 participants
meta-analysis · 2025
Hwang et al. (2025) — Systematic review and meta-analysis on fully automated digital cognitive behavioral therapy for insomnia
What it measured
Insomnia severity
How it was read
screened only, not extracted
What the review says it includes
Systematic review and meta-analysis of RCTs
Studies and participants, as stated
29 RCTs; 9475 participants
meta-analysis · 2024
Lu et al. (2024) — Effects of Digital Sleep Interventions on Sleep Among College Students and Young Adults: Systematic Review and Meta-Analysis
What it measured
Sleep quality, sleep parameters, and insomnia severity
How it was read
screened only, not extracted
What the review says it includes
Systematic review and meta-analysis (RCTs)
Studies and participants, as stated
13 studies, 5251 participants
systematic review · 2025
Le et al. (2025) — A Systematic Review of Economic Evaluations on Interventions Targeting Insomnia or Hypersomnia
What it measured
Cost-effectiveness of insomnia/hypersomnia interventions
How it was read
screened only, not extracted
What the review says it includes
Systematic review of economic evaluations (narrative synthesis)
Studies and participants, as stated
28 studies
systematic review · 2020
Natsky et al. (2020) — Economic evaluation of cognitive behavioural therapy for insomnia (CBT-I) for improving health outcomes in adult populations: A systematic review.
What it measured
Cost-effectiveness of CBT-I
How it was read
screened only, not extracted
What the review says it includes
Systematic review of full economic evaluations
Studies and participants, as stated
7 studies
meta-analysis · 2025
Nazari et al. (2025) — Effectiveness of Digital Cognitive Behavioral Therapy for Insomnia: A Meta-Analysis of Randomized Controlled Trials
What it measured
Insomnia severity (standardized mean difference)
How it was read
screened only, not extracted
What the review says it includes
Systematic review and meta-analysis of RCTs (random-effects)
Studies and participants, as stated
49 RCTs; 20,118 participants
Heterogeneity, as stated
Fully automated digital CBT-I significantly reduced insomnia severity vs control (WMD=-3.42, 95% CI -4.35 to -2.48, p<0.001); greater effectiveness with rigorous diagnostic criteria and US-based populations; high heterogeneity (I2>98%)
Heterogeneity, as stated
Fully automated dCBT-I is effective in reducing insomnia severity, with robustness confirmed by sensitivity analyses despite high heterogeneity
meta-analysis · 2016
Seyffert et al. (2016) — Internet-Delivered Cognitive Behavioral Therapy to Treat Insomnia: A Systematic Review and Meta-Analysis
What it measured
Sleep efficiency and insomnia severity
How it was read
screened only, not extracted
What the review says it includes
Systematic review and meta-analysis (15 RCTs)
Studies and participants, as stated
15 trials
other design · 2019
Yu et al. (2019) — Smartphone apps for insomnia: examining existing apps' usability and adherence to evidence-based principles for insomnia management.
What it measured
Adherence to evidence-based CBT-I principles and usability
How it was read
screened only, not extracted
Key sources (14)

Every source below is shown with its study design and links to the original study. This is the audit trail.

systematic reviewDigitally-delivered cognitive-behavioural therapy for youth insomnia: A systematic reviewA. Werner-Seidler, Lara Johnston, H. Christensen (2018) · Internet Interventions · 10.1016/j.invent.2018.01.007 · screened only
meta-analysisEfficacy of digital cognitive behavioural therapy for insomnia: a meta-analysis of randomised controlled trials.H. Soh, R. Ho, Cyrus S. H. Ho, W. Tam (2020) · Sleep Medicine · 10.1016/j.sleep.2020.08.020 · screened only
meta-analysisEfficacy of internet-delivered cognitive-behavioral therapy for insomnia - A systematic review and meta-analysis of randomized controlled trials.R. Zachariae, M. S. Lyby, L. Ritterband, M. O'Toole (2016) · Sleep Medicine Reviews · 10.1016/j.smrv.2015.10.004 · screened only
meta-analysisThe effectiveness of smartphone app-based interventions for insomnia and sleep disturbances: A meta-analysis of randomized controlled trials.Jake Linardon, Cleo Anderson, Zoe McClure, Claudia Liu, Mariel Messer (2024) · Sleep Medicine · 10.1016/j.sleep.2024.08.025 · screened only
meta-analysisComparative efficacy and acceptability of cognitive behavioral therapy delivery formats for insomnia in adults: A systematic review and network meta-analysis.Ya Gao, L. Ge, Ming Liu et al. (2022) · Sleep Medicine Reviews · 10.1016/j.smrv.2022.101648 · screened only
meta-analysisEffectiveness of Digital Cognitive Behavioral Therapy for Insomnia in Young People: Preliminary Findings from Systematic Review and Meta-AnalysisH. Tsai, A. Yang, Jun-Ding Zhu, Y. Hsu, Teh-Fu Hsu, S. Tsai (2022) · Journal of Personalized Medicine · 10.3390/jpm12030481 · screened only
meta-analysisEffectiveness of Mobile Health‐Delivered Cognitive Behavioural Therapy for Insomnia in Adults: A Systematic Review and Meta‐Analysis of Randomised Controlled TrialsYangxi Huang, Yongyang Yan, J. Kwok et al. (2025) · Journal of Clinical Nursing · 10.1111/jocn.17858 · screened only
meta-analysisSystematic review and meta-analysis on fully automated digital cognitive behavioral therapy for insomniaJihyun Hwang, Ga Eun Lee, J. Woo, Sung Min Kim, Ji-Yean Kwon (2025) · npj Digital Medicine · 10.1038/s41746-025-01514-4 · screened only
meta-analysisEffects of Digital Sleep Interventions on Sleep Among College Students and Young Adults: Systematic Review and Meta-AnalysisYi-An Lu, Hui-Chen Lin, Pei-Shan Tsai (2024) · Journal of Medical Internet Research · 10.2196/69657 · screened only
systematic reviewA Systematic Review of Economic Evaluations on Interventions Targeting Insomnia or HypersomniaPhuong Hong Le, Long Khanh-Dao Le, Dai Quy Le, S. Rajaratnam, Cathy Mihalopoulos (2025) · Applied Health Economics and Health Policy · 10.1007/s40258-025-00997-2 · screened only
systematic reviewEconomic evaluation of cognitive behavioural therapy for insomnia (CBT-I) for improving health outcomes in adult populations: A systematic review.A. Natsky, A. Vakulin, C. Chai-Coetzer et al. (2020) · Sleep Medicine Reviews · 10.1016/j.smrv.2020.101351 · screened only
meta-analysisEffectiveness of Digital Cognitive Behavioral Therapy for Insomnia: A Meta-Analysis of Randomized Controlled TrialsAbouzar Nazari, A. Mirzakhani, G. Garmaroudi, M. Amani (2025) · Iranian Journal of Psychiatry · 10.18502/ijps.v20i4.19689 · screened only
meta-analysisInternet-Delivered Cognitive Behavioral Therapy to Treat Insomnia: A Systematic Review and Meta-AnalysisM. Seyffert, Pooja Lagisetty, Jessica M. Landgraf et al. (2016) · PLoS ONE · 10.1371/journal.pone.0149139 · screened only
other designSmartphone apps for insomnia: examining existing apps' usability and adherence to evidence-based principles for insomnia management.Jessica S Yu, E. Kuhn, K. Miller, Katherine Taylor (2019) · Translational Behavioral Medicine · 10.1093/tbm/iby014 · screened only
Explore all 891 studies in Sleep →
The full evidence base this focus area draws on, every study with its design and DOI.
What it is for
Sleep better
Digital, Internet and App-Delivered CBT-I: Effects, Dropout and Cost