Evidence map›Paper›PMID 40844566›Full record

ArticleHealth economics review2025

Determinants of the perceived financial threat of COVID-19 and implications for household economic stability: an application of the partial proportional odds model.

Maru Zewdu Kassie, Seyifemickael Amare Yilema, Alebachew Taye Belay, Najmeh Nakhaei Rad, Ding-Geng Chen

Abstract read
In one paragraph

Article in Health economics review, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

5 authors.

Maru Zewdu KassieDepartment of Statistics, College of Natural and Computational Sciences, Assosa University, Assosa, Ethiopia. maruzewdu68@gmail.com.ORCID http://orcid.org/0000-0001-5291-9623
Seyifemickael Amare YilemaDepartment of Statistics, College of Natural and Computational Sciences, Debre Tabor University, Debre Tabor, Ethiopia. Samarey1981@gmail.com.ORCID http://orcid.org/0000-0002-9445-6038
Alebachew Taye BelayDepartment of Statistics, College of Natural and Computational Sciences, Debre Tabor University, Debre Tabor, Ethiopia.
Najmeh Nakhaei RadDepartment of Statistics, University of Pretoria, Pretoria, South Africa.
Ding-Geng ChenDepartment of Statistics, University of Pretoria, Pretoria, South Africa.ORCID http://orcid.org/0000-0002-3199-8665

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundThe COVID-19 pandemic has been one of the most significant global health crises in recent years. This study aimed to assess the determinants of perceived financial threat of COVID-19 and its implications on household's economic stability in Ethiopia.

methodsA cross-sectional study was conducted on 3058 households from the third round of the COVID-19 high-frequency phone survey of households (HFPS-HH) data, executed by the Central Statistical Agency of Ethiopia in partnership with the World Bank. The data were extracted and managed using STATA version 17. A partial proportional odds model was applied to assess the significant predictors that affect the perceived financial threat of COVID-19.

resultThe analysis revealed that 79.9% of respondents (95% CI: 78.5-81.4%) experienced some level of financial threat from the COVID-19 pandemic, with the majority of them (61.7%; 95% CI: 60.0-63.4%) perceiving it as a substantial financial threat. Key factors of financial threat included Age [AOR = 1.280, P = 0.008]; COVID-19 illness worry for substantial threat (AOR = 0.546, p < 0.001), for moderate threat (AOR = 0.562, P = 0.005)]; Ability to buy medicine for substantial threat [AOR = 0.546, p < 0.001], for moderate threat [AOR = 0.562, p = 0.005]; employed [AOR = 1.310, p = 0.014]; engagement in additional income activities for substantial threat [AOR = 3.428, p < 0.001], and for moderate threat [AOR = 3.043, P = 0.018].

conclusionThe findings revealed that a significant proportion of respondents perceived COVID-19 as a financial threat, which adversely affected their economic stability. Vulnerability to financial threat was notably higher among older individuals, the unemployed, those unable to afford essential medicine, and respondents who expressed heightened concern about illness. In contrast, engagement in additional income-generating activities served as a protective factor. These results underscore the need for policymakers to prioritize inclusive social protection systems, expand access to affordable healthcare, promote employment opportunities, and facilitate income diversification. Such interventions are critical to enhancing household economic resilience and enabling a rapid response to future public health and economic crises. Additionally, future research should consider longitudinal designs to track changes in perceptions over time and incorporate broader economic indicators.

Indexed as

COVID-19Economic stabilityHouseholdPartial proportional odds modelPerceived financial threat

Identifiers

PMID40844566
PMCPMC12372326

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.