Hostname: page-component-6766d58669-6mz5d Total loading time: 0 Render date: 2026-05-20T12:13:09.500Z Has data issue: false hasContentIssue false

Trusting in times of the COVID-19 crisis: Workplace and government trust and depressive symptoms among healthcare workers

Published online by Cambridge University Press:  13 October 2025

Djordje Basic
Affiliation:
Department of Clinical, Neuro- and Developmental Psychology, Vrije Universiteit Amsterdam , Amsterdam, The Netherlands
Diana Czepiel
Affiliation:
Department of Clinical, Neuro- and Developmental Psychology, Vrije Universiteit Amsterdam , Amsterdam, The Netherlands Parnassia Psychiatric Institute, Parnassia Groep, The Hague, The Netherlands
Hans W. Hoek
Affiliation:
Parnassia Psychiatric Institute, Parnassia Groep, The Hague, The Netherlands Department of Psychiatry, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands Mailman School of Public Health, Department of Epidemiology, Columbia University, New York, NY, USA
Adriana M. Martínez
Affiliation:
Mailman School of Public Health, Department of Epidemiology, Columbia University, New York, NY, USA
Clare McCormack
Affiliation:
Mailman School of Public Health, Department of Epidemiology, Columbia University, New York, NY, USA
Ezra S. Susser
Affiliation:
Mailman School of Public Health, Department of Epidemiology, Columbia University, New York, NY, USA New York State Psychiatric Institute, New York, NY, USA
Franco Mascayano
Affiliation:
Mailman School of Public Health, Department of Epidemiology, Columbia University, New York, NY, USA New York State Psychiatric Institute, New York, NY, USA
Maria F. Moro
Affiliation:
Mailman School of Public Health, Department of Epidemiology, Columbia University, New York, NY, USA Department of Medical Sciences and Public Health, University of Cagliari , Cagliari, Italy
Mauro G. Carta
Affiliation:
Department of Medical Sciences and Public Health, University of Cagliari , Cagliari, Italy
Gonzalo Martínez-Alés
Affiliation:
Hospital La Paz, Institute for Health Research (IdiPAZ), Madrid, Spain Icahn School of Medicine at Mount Sinai , New York, NY, USA Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA, USA Centre for Biomedical Research Network on Mental Health (CIBERSAM), Madrid, Spain
Eduardo Fernández-Jiménez
Affiliation:
Hospital La Paz, Institute for Health Research (IdiPAZ), Madrid, Spain Faculty of Law, Education and Humanities, Universidad Europea de Madrid, Villaviciosa de Odón, Spain
Josleen A.I Barathie
Affiliation:
Institute for Development, Research, Advocacy, and Applied Care (IDRAAC), Beirut, Lebanon
Elie G. Karam
Affiliation:
Institute for Development, Research, Advocacy, and Applied Care (IDRAAC), Beirut, Lebanon Department of Psychiatry and Clinical Psychology, Saint George University of Beirut, Beirut, Lebanon
Daisuke Nishi
Affiliation:
Department of Mental Health, Graduate School of Medicine, The University of Tokyo, Tokyo, Japan
Hiroki Asaoka
Affiliation:
Department of Mental Health, Graduate School of Medicine, The University of Tokyo, Tokyo, Japan
Olatunde Ayinde
Affiliation:
Department of Psychiatry, University of Ibadan, Ibadan, Nigeria
Oye Gureje
Affiliation:
Department of Psychiatry, University of Ibadan, Ibadan, Nigeria
Oyeyemi Afolabi
Affiliation:
Department of Psychiatry, University of Ibadan, Ibadan, Nigeria
Olusegun Olaopa
Affiliation:
Department of Psychiatry, University of Ibadan, Ibadan, Nigeria Department of Oral and Maxillofacial Surgery, University College Hospital, Ibadan, Nigeria
Jorge Ramírez
Affiliation:
School of Public Health, University of Chile, Santiago, Chile
Armando Basagoitia
Affiliation:
Chuquisaca Department, Consultora Salud Global, Chuquisaca, Bolivia
María T. S. Soto
Affiliation:
Chuquisaca Department, Universidad San Francisco Xavier de Chuquisaca, Dirección de Investigación Ciencia y Tecnología, Sucre, Bolivia
Sol Durand-Arias
Affiliation:
National Institute of Psychiatry Ramón de la Fuente Muñiz, Mexico City, Mexico
Jana Šeblová
Affiliation:
Second Faculty of Medicine, Charles University Prague, Prague, Czech Republic
Dominika Seblova
Affiliation:
Second Faculty of Medicine, Charles University Prague, Prague, Czech Republic
Andrea Tenorio
Affiliation:
Faculty of Medicine, São Paulo State University, Botucatu, Brazil
Dinarte Ballester
Affiliation:
University Hospital, Federal University of Rio Grande, Rio Grande, Brazil
María S. Burrone
Affiliation:
Institute of Health Sciences, Universidad de O’Higgins, Rancagua, Chile
Rubén Alvarado
Affiliation:
Interdisciplinary Center for Health Studies (CIESAL), Department of Public Health, School of Medicine, Faculty of Medicine, Universidad de Valparaiso, Valparaiso, Chile
Julian Santaella-Tenorio
Affiliation:
Department of Clinical Epidemiology and Biostatistics, Pontifical Xavierian University, Bogotá, Colombia
Uta Ouali
Affiliation:
Department Psychiatry A, Razi Hospital La Manouba, La Manouba, Tunisia Medical School of Tunis, University of Tunis El Manar , Tunis, Tunisia
Anna Isahakyan
Affiliation:
National Institute of Health Named After Academician S. Avdalbekyan, Yerevan, Armenia
Jutta Lindert
Affiliation:
Faculty of Health and Social Work, University of Applied Sciences Emden/Leer, Emden, Germany
Jaime C. Sapag
Affiliation:
Department of Public Health and Family Medicine, Pontificia Universidad Católica de Chile, Santiago, Chile
Dorian E. Ramírez
Affiliation:
Faculty of Medical Sciences, University of San Carlos of Guatemala, Guatemala City, Guatemala
Lubna Alnasser
Affiliation:
King Abdullah International Medical Research Center, King Saud Bin Abdulaziz University for Health Sciences, Riyadh, Saudi Arabia
Eliut Rivera-Segarra
Affiliation:
School of Behavioral and Brain Sciences, Ponce Research Institute, Ponce Health Sciences University, Ponce, Puerto Rico
Arin Balalian
Affiliation:
Question Driven Design and Analysis Group , New York, NY, USA
Roberto Mediavilla
Affiliation:
Department of Psychiatry, Universidad Autónoma de Madrid, Madrid, Spain
Els van der Ven*
Affiliation:
Department of Clinical, Neuro- and Developmental Psychology, Vrije Universiteit Amsterdam , Amsterdam, The Netherlands
*
Corresponding author: Els van der Ven; Email: e.m.a.vander.ven@vu.nl
Rights & Permissions [Opens in a new window]

Abstract

Previous research has highlighted the negative impact of the COVID-19 pandemic on healthcare workers’ (HCWs) mental health, yet protective factors remain underexplored. Emerging studies emphasize the importance of trust in government and interpersonal relationships in reducing infections and fostering positive vaccine attitudes. This study investigates the relationship between HCWs’ trust in the workplace and government and depressive symptoms during the pandemic. The COVID-19 HEalth caRe wOrkErS study surveyed 32,410 HCWs from 22 countries, including clinical and nonclinical staff. Participants completed the Patient Health Questionnaire-9 and ad-hoc questions assessing trust in the workplace and government. Logistic regression and multilevel models examined associations between trust levels and depressive symptoms. High workplace trust (OR = 0.72 [0.68, 0.76]) and government trust (OR = 0.72 [0.69, 0.76]) were linked to lower odds of depressive symptoms, with significant between-country variation. Country-level analyses showed that workplace trust was more protective in more developed countries and under stricter COVID-19 restrictions. Despite cross-country variation, HCWs with higher trust in the workplace and government had ~28% lower odds of experiencing depressive symptoms compared to those with lower trust. Promoting trust may help mitigate the mental health impact of future crises on HCWs.

Information

Type
Research Article
Creative Commons
Creative Common License - CCCreative Common License - BY
This is an Open Access article, distributed under the terms of the Creative Commons Attribution licence (http://creativecommons.org/licenses/by/4.0), which permits unrestricted re-use, distribution and reproduction, provided the original article is properly cited.
Copyright
© The Author(s), 2025. Published by Cambridge University Press
Figure 0

Table A1. Individual-level characteristics stratified by trust in the workplace and government

Figure 1

Table A2. Odds ratios and 95% confidence intervals (OR [95% CI]) for depressive symptoms among low and high trust in the workplace and government per country stratified by HDI (N = 32,410)

Supplementary material: File

Basic et al. supplementary material

Basic et al. supplementary material
Download Basic et al. supplementary material(File)
File 903 KB

Author comment: Trusting in times of the COVID-19 crisis: Workplace and government trust and depressive symptoms among healthcare workers — R0/PR1

Comments

April 2nd, 2025

Professor Judy Bass & Professor Dixon Chibanda

Co-Editors-in-Chief

Global Mental Health – Cambridge Prisms

Cambridge University Press

Dear Professors Bass and Chibanda,

We are pleased to submit our manuscript, “Trusting in Times of the COVID-19 Crisis: Workplace and Government Trust and Depressive Symptoms among Healthcare Workers,” for consideration in Global Mental Health—Cambridge Prisms.

Our study draws on data from over 32,000 healthcare workers (HCWs) across 22 countries, collected as part of the HEROES project. It investigates the association between HCWs’ trust in the workplace and government and the likelihood of experiencing depressive symptoms during the COVID-19 pandemic. We found that higher levels of trust in both domains were consistently associated with approximately 28% lower odds of depressive symptoms—despite significant cross-country variation.

We believe this study is particularly appropriate for Global Mental Health – Cambridge Prisms as it addresses the ongoing challenges faced by healthcare workers in the context of the COVID-19 pandemic. Our findings report significant associations between trust in the workplace and government and depressive symptoms among healthcare workers, providing insights that remain highly relevant to the current situation as healthcare systems continue to navigate the aftermath of the pandemic. Furthermore, we have ensured that the study includes recent referencing (2022 and beyond) and reflects valuable lessons learned since the pandemic, particularly in understanding the protective role of institutional trust in enhancing mental health resilience. We are confident that our research not only meets the editors’ criteria but also contributes to the ongoing advancement of knowledge in this field, offering actionable insights for improving healthcare workers' well-being in future crises.

We emphasize how transparent communication, institutional support, and HCW inclusion in decision-making can strengthen trust and mental health resilience. These findings provide important practical and policy-relevant guidance for national health systems and global health preparedness strategies. Our work includes recent literature and supports international comparisons, aligning with the journal’s commitment to knowledge-sharing across high -, middle -, and low-income contexts.

All authors have reviewed and approved this manuscript. The work is original, not under review elsewhere, and there are no conflicts of interest to declare. Correspondence regarding this manuscript can be directed to Els van der Ven, PhD, at the Faculty of Behavioral and Movement Sciences, Vrije Universiteit Amsterdam e.m.a.vander.ven@vu.nl.

We thank you for considering our work and look forward to your response.

Sincerely,

Djordje Basic, MSc | Junior Lecturer | Vrije Universiteit Amsterdam, Amsterdam, the Netherlands.

Els van der Ven, PhD | Assistant Professor | Vrije Universiteit Amsterdam, Amsterdam, the Netherlands & Parnassia Psychiatric Institute, The Hague, the Netherlands.

Review: Trusting in times of the COVID-19 crisis: Workplace and government trust and depressive symptoms among healthcare workers — R0/PR2

Conflict of interest statement

Reviewer declares none.

Comments

This study is based on the first wave of the international HEROES survey, an online cross-sectional assessment conducted between March 2020 and February 2021 among 32,410 healthcare workers from 22 countries covering the full range of national income levels. The PHQ-9 is used to identify clinically relevant depressive symptoms. The authors tested whether two single-item indicators of trust - one directed at the workplace, the other at the national government - predicted lower odds of depression after adjusting for sociodemographic, occupational, and pandemic-related covariates. Multilevel logistic models show that high trust in the workplace and high trust in the government are each associated with about a 28% reduction in the odds of depressive symptoms. Although cross-level interactions with the Human Development Index and the Oxford Stringency Index are examined, they are small and do not survive correction for multiple testing. The authors conclude that institutional and organizational trust are modifiable protective factors for mental health during large-scale crises. In this sense, it’s a shame that the authors did not pre-register their analyses.

The manuscript addresses a policy-relevant question with an exceptionally large and geographically diverse sample. The finding that trust functions may be a robust correlate of mental health independent of known risk factors can be used for interventions beyond individual-level resilience training. The analytic strategy is appropriate-although I have some issues with the dichotomization of the items-the writing is clear, and the discussion acknowledges most of the important caveats. While the cross-sectional design limits causal inference, the sheer breadth of the data set and the multilevel perspective significantly advance the literature. Therefore, I am inclined to recommend publication after revision, provided the authors address the concerns outlined below.

Major remarks

The manuscript would benefit from a clearer description of the temporal alignment between the survey window and the evolution of national pandemic indicators, as trust can fluctuate rapidly with policy changes and case surges. The decision to dichotomize the single-item trust questions is statistically unsound (see Irwin & Mclelland, 2003), and analyses should always be conducted on continuous variables when available, unless there is a strong theoretical rationale for dichotomizing them. At the very least, sensitivity analyses using the original four-point scale, or at least an alternative cut point, would reassure readers that loss of information has not biased effect sizes and increased type I errors.

Moreover, the trust constructs are measured with ad hoc single items that have not been validated across cultures. The paper would benefit from reporting basic psychometric information-item distributions, country-level endorsement patterns, and tests of measurement invariance where possible-or at least acknowledging the limits such brevity imposes on construct validity. If comparable multi-item trust scales exist in the HEROES questionnaire, presenting a brief robustness check with these alternatives would greatly increase confidence in the conclusions.

Since missing data were handled by multiple imputation, it would be useful to report the proportion of missing data per variable and to compare imputed versus complete case results in an online appendix. It would also be an improvement to add whether the data were missing at random or not (i.e., MAR, MCAR) to check whether imputation and what type of imputation is appropriate. Given the nonprobabilistic sampling and the over-representation of certain occupational groups in some countries, a brief analysis of non-response or a weighting scheme would strengthen claims of generalizability.

The main problem with the study is its observational design. The potential for reverse causality - depressed mood reduces perceived trust - should be discussed more fully, ideally with reference to existing longitudinal evidence. Although the authors mention that the cross-sectional design prevents causal inference, the discussion could more fully address potential bidirectional or reciprocal relationships. In addition, the inclusion of the concept of “reverse buffering” - whereby depressed individuals perceive institutions less favorably - would enrich the theoretical framework.

Currently, country-level variance components are only reported for the final models; presenting intraclass correlation coefficients for empty models would help readers assess how much of the outcome heterogeneity is at the national level before adding predictors.

Relatedly, the PHQ-9 has been translated into many languages, but does its optimal cut-off vary across cultural settings? A supplementary table documenting which validated versions have been used in each country and confirming that a cut-off of ten is appropriate everywhere would dispel doubts about differential misclassification of depression.

The multilevel models include random intercepts by country, but do not clarify whether random slopes for trust were examined. Given the theoretical expectation that the effect of trust might vary across institutional contexts, testing for random slopes (and reporting model fit comparisons) would indicate whether the protective effect is truly homogeneous. If convergence issues preclude such models, it would be helpful to state this explicitly. However, given the sample size, I think the models would converge.

With respect to control variables, the rationale for including some but not others is not always clear. For example, educational attainment, occupational income level, and prior mental health diagnoses could plausibly confound the relationship between trust and depression; if these were not available, their omission should be discussed. This is related to my earlier comment about pre-registering analyses and design before conducting the study.

The examination of macro-level moderators relies on the Human Development Index and the Oxford Stringency Index, both of which are composites. Authors should justify why the HDI, rather than gross national income or health expenditure per capita, best captures structural capacity relevant to trust. Similarly, the use of daily, weekly, or monthly values of the Stringency Index during the survey period needs to be specified, since fluctuations in restrictions could affect both trust and sentiment.

Statistical reporting can be streamlined by reporting confidence intervals for all fixed effects in the main text rather than in the Supplement, giving readers an immediate sense of precision. The current use of a single p-value threshold (<.001) for many predictors risks giving a false impression of uniform certainty; exact p-values (or at least three decimals) would be preferable. For the multiple testing issue raised by the interaction models, please indicate whether a correction (e.g., Bonferroni, Benjamini-Hochberg) was applied.

The section on practical implications is compelling, but could be more nuanced for low-HDI settings where organizational resources for trust-building interventions may be scarce; suggesting context-appropriate, low-cost strategies would broaden the article’s impact.

Finally, the discussion positions trust as a “modifiable” factor, but practical pathways remain vague. The authors could enrich their applied message by citing successful organizational interventions - such as participatory safety climate committees, leadership walk arounds, or transparent PPE allocation dashboards - that have been shown to increase trust in similar crises.

Irwin, J. R., & McClelland, G. H. (2003). Negative Consequences of Dichotomizing Continuous Predictor Variables. Journal of Marketing Research, 40, 366-371.

Review: Trusting in times of the COVID-19 crisis: Workplace and government trust and depressive symptoms among healthcare workers — R0/PR3

Conflict of interest statement

Reviewer declares none.

Comments

This study examines the relationship between healthcare workers’ (HCWs) trust in their workplace and the government and depressive symptoms during the COVID-19 pandemic. The following issues should be addressed:

The introduction section is overly fragmented and should be restructured for better coherence and logical progression.

Table 1 should incorporate statistical tests to strengthen the descriptive analysis.

A multilevel regression analysis is needed to assess potential country-level effects.

The data analysis is superficial, particularly regarding interaction effects, which tables are not shown.

The discussion section is underdeveloped and requires further elaboration.

Review: Trusting in times of the COVID-19 crisis: Workplace and government trust and depressive symptoms among healthcare workers — R0/PR4

Conflict of interest statement

Reviewer declares none.

Comments

This article is very well written and researched, I recommend it for publication with some minor revisions.

The association between health worker trust in governments and workplaces and reduced likelihood of depressive symptoms is well articulated. To further strengthen the article, the authors might consider expanding on the characteristics that foster trustworthiness in these institutions. For example, trust in the workplace is likely built through transparent leadership communication, inclusive decision-making processes, and visible efforts to support staff well-being. These elements contribute to a more positive work environment, which improves mental health outcomes. This distinction reinforces that it is not generalized or blind trust that is protective, but rather trust earned through care of staff well-being, positive working environments, and supportive policies.

When the Stringency Index is introduced on page 7, it would be helpful to add a brief description of it, since it is lesser known than the HDI.

Thank you for the opportunity to review.

Recommendation: Trusting in times of the COVID-19 crisis: Workplace and government trust and depressive symptoms among healthcare workers — R0/PR5

Comments

Please address the queries raised by the reviewers, esp around the analyses and limitations.

Decision: Trusting in times of the COVID-19 crisis: Workplace and government trust and depressive symptoms among healthcare workers — R0/PR6

Comments

No accompanying comment.

Author comment: Trusting in times of the COVID-19 crisis: Workplace and government trust and depressive symptoms among healthcare workers — R1/PR7

Comments

August 5th, 2025

Professor Judy Bass & Professor Dixon Chibanda

Co-Editors-in-Chief

Global Mental Health – Cambridge Prisms

Cambridge University Press

Dear Professors Bass and Chibanda,

We are pleased to resubmit our revised manuscript entitled “Trusting in Times of the COVID-19 Crisis: Workplace and Government Trust and Depressive Symptoms among Healthcare Workers” for consideration in Global Mental Health – Cambridge Prisms.

In response to the reviewers’ thoughtful comments, we have undertaken substantial revisions. These include:

• Expanded Discussion and Interpretation of Findings, particularly in light of updated country-level indices and random slope model results;

• Revised Supplementary Materials, now including updated HDI and SI moderation models and tables;

• Clearer statistical justification of analytic choices (e.g., continuous vs. categorical predictors, imputation methods, ICC reporting);

• Strengthened limitations and policy implications sections.

We believe these revisions have considerably strengthened the manuscript. The study continues to draw on data from over 32,000 healthcare workers across 22 countries, offering novel insights into the mental health impacts of institutional trust during global crises.

We appreciate the opportunity to revise and resubmit and thank you and the reviewers for your helpful guidance. All authors have approved this revised version and confirm that the manuscript is original and not under review elsewhere.

Please do not hesitate to contact us should you require any further information.

Sincerely,

Djordje Basic, MSc | Junior Lecturer | Vrije Universiteit Amsterdam

Els van der Ven, PhD | Assistant Professor | Vrije Universiteit Amsterdam & Parnassia Psychiatric Institute

Review: Trusting in times of the COVID-19 crisis: Workplace and government trust and depressive symptoms among healthcare workers — R1/PR8

Conflict of interest statement

Reviewer declares none.

Comments

Overall, I am satisfied with the reviewer’s response, but I have a few questions that require clarification.

In my previous comments, I mentioned that the authors should report item distributions and endorsement profiles by country. If available, they should also include a test with multi-item scales to check for possible invariance or, at the very least, provide a more robust list of limitations. Although the authors included sections reminding readers of the constraints of a multinational survey and a paragraph on limitations, which is an improvement, there are still no tables showing distribution by country, no invariance test, and no multi-item alternatives. If the authors did not collect this data, that is not a major issue, but they should mention it.

Additionally, the authors should standardize the p-values in the tables. Currently, some lines are in the format “* p <.05, ** p <.001,” while others have exact p-values. Reporting the exact p-values is preferable. This would facilitate future meta-analyses.

Review: Trusting in times of the COVID-19 crisis: Workplace and government trust and depressive symptoms among healthcare workers — R1/PR9

Conflict of interest statement

Reviewer declares none.

Comments

No more comments.

Recommendation: Trusting in times of the COVID-19 crisis: Workplace and government trust and depressive symptoms among healthcare workers — R1/PR10

Comments

Please respond to the comments by a reviewer.

Decision: Trusting in times of the COVID-19 crisis: Workplace and government trust and depressive symptoms among healthcare workers — R1/PR11

Comments

No accompanying comment.

Author comment: Trusting in times of the COVID-19 crisis: Workplace and government trust and depressive symptoms among healthcare workers — R2/PR12

Comments

Cover Letter for Resubmission

Cambridge Prisms: Global Mental Health

Manuscript ID: GMH-2025-0089

Manuscript Title: “Trusting in Times of the COVID-19 Crisis: Workplace and Government Trust and Depressive Symptoms among Healthcare Workers”

Dear Editors,

We are pleased to submit the revised version of our manuscript entitled “Trusting in Times of the COVID-19 Crisis: Workplace and Government Trust and Depressive Symptoms among Healthcare Workers” (Manuscript ID: GMH-2025-0089) for reconsideration in Cambridge Prisms: Global Mental Health.

We are grateful to the Editor and Reviewers for their thoughtful and constructive feedback. In response, we have thoroughly revised the manuscript and supporting materials.

Minor revisions include:

• Improved statistical reporting, including consistent reporting of exact p-values where available and clarifications around significance thresholds.

• New supplementary tables and figures, displaying the country-level distributions of depressive symptoms and trust in government/workplace, including two heatmaps to visually convey endorsement profiles.

• Additional methodological clarification, particularly concerning measurement limitations of trust (single-item) and the absence of cross-national invariance testing for depression (PHQ-9).

• A strengthened limitations section to address concerns around item distributions, cross-cultural comparability, and measurement equivalence.

All revisions are documented in the point-by-point response to reviewers, and changes have been tracked in the revised manuscript as requested.

We thank you for your continued consideration of our work and look forward to your feedback.

Sincerely,

Djordje Bašić (corresponding author)

On behalf of all co-authors

Review: Trusting in times of the COVID-19 crisis: Workplace and government trust and depressive symptoms among healthcare workers — R2/PR13

Conflict of interest statement

Reviewer declares none.

Comments

In my opinion, the authors have answered to the remarks satisfactorily

Recommendation: Trusting in times of the COVID-19 crisis: Workplace and government trust and depressive symptoms among healthcare workers — R2/PR14

Comments

No accompanying comment.

Decision: Trusting in times of the COVID-19 crisis: Workplace and government trust and depressive symptoms among healthcare workers — R2/PR15

Comments

No accompanying comment.