DIGITAL HEALTH ADOPTION IS ASSOCIATED WITH BETTER HEALTHCARE PERFORMANCE BUT PERSISTENT INEQUITY IN BANGLADESH: A NATIONWIDE CONVERGENT MIXED-METHODS STRUCTURAL EQUATION MODELLING STUDY

Background: Bangladesh is scaling digital health under its Digital Health Strategy 2023–2027, yet empirical evidence on how adoption relates to health-system performance and equity is fragmented. We examined how governance, change management and implementation barriers shape digitalization adoption, and how adoption relates to performance, patient-reported outcomes and perceived health inequality. Methods: A convergent parallel mixed-methods study was conducted in all eight administrative divisions. A multistage stratified sample of 420 health workers, managers, patients, policymakers and community members completed a validated 74-item instrument covering seven constructs (response rate 94.4%). Confirmatory factor analysis and covariance-based structural equation modelling with 5,000 bootstrap resamples tested the hypothesized model. Thirty key informant interviews and eight focus group discussions were analysed with the framework method and integrated through a joint display. Results: The model fitted the data well (χ²/df = 2.14; CFI = 0.943; TLI = 0.931; RMSEA = 0.052; SRMR = 0.061). Digitalization adoption was associated with higher healthcare performance (β = 0.541, p < 0.001), better patient-reported outcomes (β = 0.463, p < 0.001) and lower perceived inequality (β = −0.318, p < 0.001). Policy and governance quality influenced adoption directly (β = 0.338) and through change management effectiveness (indirect β = 0.159, 95% bias-corrected CI excluding zero). The national digital infrastructure score was 52.7/100 (Dhaka 78.4; Mymensingh 38.9). Female gender (OR 0.48, 95% CI 0.37–0.63), monthly household income below BDT 10,000 (OR 0.38, 0.28–0.51) and rural residence (OR 0.43, 0.33–0.57) independently predicted lower use. Governance was the lowest-rated construct (mean 2.94/5). Conclusions: Digitalization is linked to stronger health-system performance in Bangladesh, but gains depend on governance, deliberate change management and closing gender, income and geographic gaps. Without these, digital health risks benefiting the already advantaged.

Authors

Institutions

Publication Details

Journal
Acta Innovations
Published
2026-10-26
DOI
https://doi.org/10.62441/actainnovations.vi.2450
Primary Topic
Healthcare Systems and Practices
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

DIGITAL HEALTH ADOPTION IS ASSOCIATED WITH BETTER HEALTHCARE PERFORMANCE BUT PERSISTENT INEQUITY IN BANGLADESH: A NATIONWIDE CONVERGENT MIXED-METHODS STRUCTURAL EQUATION MODELLING STUDY

Muhammad Asaduzzaman, Sultana Rajia
Acta Innovations
Healthcare Systems and Practices
article

DIGITAL HEALTH ADOPTION IS ASSOCIATED WITH BETTER HEALTHCARE PERFORMANCE BUT PERSISTENT INEQUITY IN BANGLADESH: A NATIONWIDE CONVERGENT MIXED-METHODS STRUCTURAL EQUATION MODELLING STUDY

Muhammad Asaduzzaman, Sultana Rajia
article en

Abstract

Background: Bangladesh is scaling digital health under its Digital Health Strategy 2023–2027, yet empirical evidence on how adoption relates to health-system performance and equity is fragmented. We examined how governance, change management and implementation barriers shape digitalization adoption, and how adoption relates to performance, patient-reported outcomes and perceived health inequality. Methods: A convergent parallel mixed-methods study was conducted in all eight administrative divisions. A multistage stratified sample of 420 health workers, managers, patients, policymakers and community members completed a validated 74-item instrument covering seven constructs (response rate 94.4%). Confirmatory factor analysis and covariance-based structural equation modelling with 5,000 bootstrap resamples tested the hypothesized model. Thirty key informant interviews and eight focus group discussions were analysed with the framework method and integrated through a joint display. Results: The model fitted the data well (χ²/df = 2.14; CFI = 0.943; TLI = 0.931; RMSEA = 0.052; SRMR = 0.061). Digitalization adoption was associated with higher healthcare performance (β = 0.541, p < 0.001), better patient-reported outcomes (β = 0.463, p < 0.001) and lower perceived inequality (β = −0.318, p < 0.001). Policy and governance quality influenced adoption directly (β = 0.338) and through change management effectiveness (indirect β = 0.159, 95% bias-corrected CI excluding zero). The national digital infrastructure score was 52.7/100 (Dhaka 78.4; Mymensingh 38.9). Female gender (OR 0.48, 95% CI 0.37–0.63), monthly household income below BDT 10,000 (OR 0.38, 0.28–0.51) and rural residence (OR 0.43, 0.33–0.57) independently predicted lower use. Governance was the lowest-rated construct (mean 2.94/5). Conclusions: Digitalization is linked to stronger health-system performance in Bangladesh, but gains depend on governance, deliberate change management and closing gender, income and geographic gaps. Without these, digital health risks benefiting the already advantaged.

Acta InnovationsVol. 63(3s)
University of Dhaka (BD), BRAC University (BD)
Openalex Percentile: Top 8%
Healthcare Systems and Practices
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Laika access coming soon