{"title":"COVID-19感知金融威胁的决定因素及其对家庭经济稳定的影响:部分比例赔率模型的应用","authors":"Maru Zewdu Kassie, Seyifemickael Amare Yilema, Alebachew Taye Belay, Najmeh Nakhaei Rad, Ding-Geng Chen","doi":"10.1186/s13561-025-00637-4","DOIUrl":null,"url":null,"abstract":"<p><strong>Background: </strong>The 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.</p><p><strong>Methods: </strong>A 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.</p><p><strong>Result: </strong>The 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].</p><p><strong>Conclusion: </strong>The 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.</p>","PeriodicalId":46936,"journal":{"name":"Health Economics Review","volume":"15 1","pages":"71"},"PeriodicalIF":3.3000,"publicationDate":"2025-08-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12372326/pdf/","citationCount":"0","resultStr":"{\"title\":\"Determinants of the perceived financial threat of COVID-19 and implications for household economic stability: an application of the partial proportional odds model.\",\"authors\":\"Maru Zewdu Kassie, Seyifemickael Amare Yilema, Alebachew Taye Belay, Najmeh Nakhaei Rad, Ding-Geng Chen\",\"doi\":\"10.1186/s13561-025-00637-4\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><strong>Background: </strong>The 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.</p><p><strong>Methods: </strong>A 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.</p><p><strong>Result: </strong>The 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].</p><p><strong>Conclusion: </strong>The 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. 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引用次数: 0
摘要
背景:COVID-19大流行是近年来最严重的全球卫生危机之一。本研究旨在评估对COVID-19金融威胁的感知决定因素及其对埃塞俄比亚家庭经济稳定的影响。方法:对埃塞俄比亚中央统计局与世界银行合作开展的第三轮COVID-19家庭高频电话调查(HFPS-HH)数据中的3058个家庭进行横断面研究。使用STATA版本17提取和管理数据。应用部分比例赔率模型来评估影响COVID-19感知财务威胁的重要预测因素。结果:分析显示,79.9%的受访者(95% CI: 78.5-81.4%)经历了来自COVID-19大流行的某种程度的财务威胁,其中大多数人(61.7%;95% CI: 60.0-63.4%)将其视为重大的财务威胁。财务威胁的关键因素包括年龄[AOR = 1.280, P = 0.008];结论:研究结果显示,相当一部分受访者认为COVID-19是一种金融威胁,这对他们的经济稳定产生了不利影响。在老年人、失业者、无法负担基本药物的人和对疾病表示高度关注的受访者中,受经济威胁的脆弱性明显更高。相比之下,参加额外的创收活动是一种保护因素。这些结果突出表明,政策制定者需要优先考虑包容性社会保护制度,扩大可负担医疗服务的可及性,促进就业机会,并促进收入多样化。这些干预措施对于增强家庭经济抵御能力和迅速应对未来的公共卫生和经济危机至关重要。此外,未来的研究应考虑纵向设计,以跟踪随着时间的推移观念的变化,并纳入更广泛的经济指标。
Determinants of the perceived financial threat of COVID-19 and implications for household economic stability: an application of the partial proportional odds model.
Background: The 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.
Methods: A 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.
Result: The 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].
Conclusion: The 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.
期刊介绍:
Health Economics Review is an international high-quality journal covering all fields of Health Economics. A broad range of theoretical contributions, empirical studies and analyses of health policy with a health economic focus will be considered for publication. Its scope includes macro- and microeconomics of health care financing, health insurance and reimbursement as well as health economic evaluation, health services research and health policy analysis. Further research topics are the individual and institutional aspects of health care management and the growing importance of health care in developing countries.