Assessing the determinants of out-of-pocket health expenditures among Cambodian households in informal employment using survey data.

IF 4.1 2区 医学 Q1 PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH International Journal for Equity in Health Pub Date : 2025-01-31 DOI:10.1186/s12939-025-02394-6
Andrea Hannah Kaiser, Sovathiro Mao, Jesper Sundewall, Marlaina Ross, Sokunthea Koy, Searivoth Vorn, Pichenda Koeut, Bjoern Ekman
{"title":"Assessing the determinants of out-of-pocket health expenditures among Cambodian households in informal employment using survey data.","authors":"Andrea Hannah Kaiser, Sovathiro Mao, Jesper Sundewall, Marlaina Ross, Sokunthea Koy, Searivoth Vorn, Pichenda Koeut, Bjoern Ekman","doi":"10.1186/s12939-025-02394-6","DOIUrl":null,"url":null,"abstract":"<p><strong>Background: </strong>As the deadline for the Sustainable Development Goals approaches, financial protection in Cambodia remains inadequate, especially for nonpoor informal workers lacking formal social health protection coverage or access to other prepayment schemes. This exposes them to high out-of-pocket health expenditures (OOPE) and related financial hardship. To better understand the drivers behind these expenditures, our study aims to model their healthcare, health, and social determinants and to assess their relative importance.</p><p><strong>Methods: </strong>In 2023, we conducted a cross-sectional multistage clustered sampling survey across seven Cambodian provinces, surveying 3,254 households engaged in informal employment and not covered by any formal social health protection scheme. The survey gathered information on households' use of outpatient and inpatient care and associated OOPE. We employed generalized linear models (GLMs) to analyse the healthcare, health, and social determinants of OOPE and the OOPE budget share (the proportion of total annual household consumption expenditure spent on OOPE) and applied Shapley decomposition analysis to quantify the relative contributions of these determinants to the explained variance in our outcomes.</p><p><strong>Results: </strong>Healthcare variables were the dominant contributors to the explained variance in all outcomes (41.36-50.73%), followed by health factors. While several social variables were significant, only the wealth quintile made notable contributions to explaining variance in our outcomes. The key healthcare contributors included the sector type and level of care, and the number of outpatient medications. Important health contributors included illness severity and the presence of chronic illnesses or noncommunicable diseases.</p><p><strong>Conclusions: </strong>Our findings emphasize the necessity of integrating nonpoor informal workers and their dependents into formal prepayment schemes to reduce OOPE and enhance financial protection on Cambodia's path toward universal health coverage. Strategically engaging with private providers and pharmacies to improve access to essential services and medicines, coupled with the implementation of an effective referral system are important policy considerations to this end. Further research is needed on how health determinants are modifiable with policy interventions. Our findings can assist the Cambodian government in advancing its universal health coverage goals and offer insights for other countries aiming to extend coverage to similar population groups.</p>","PeriodicalId":13745,"journal":{"name":"International Journal for Equity in Health","volume":"24 1","pages":"33"},"PeriodicalIF":4.1000,"publicationDate":"2025-01-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11783865/pdf/","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"International Journal for Equity in Health","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.1186/s12939-025-02394-6","RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH","Score":null,"Total":0}
引用次数: 0

Abstract

Background: As the deadline for the Sustainable Development Goals approaches, financial protection in Cambodia remains inadequate, especially for nonpoor informal workers lacking formal social health protection coverage or access to other prepayment schemes. This exposes them to high out-of-pocket health expenditures (OOPE) and related financial hardship. To better understand the drivers behind these expenditures, our study aims to model their healthcare, health, and social determinants and to assess their relative importance.

Methods: In 2023, we conducted a cross-sectional multistage clustered sampling survey across seven Cambodian provinces, surveying 3,254 households engaged in informal employment and not covered by any formal social health protection scheme. The survey gathered information on households' use of outpatient and inpatient care and associated OOPE. We employed generalized linear models (GLMs) to analyse the healthcare, health, and social determinants of OOPE and the OOPE budget share (the proportion of total annual household consumption expenditure spent on OOPE) and applied Shapley decomposition analysis to quantify the relative contributions of these determinants to the explained variance in our outcomes.

Results: Healthcare variables were the dominant contributors to the explained variance in all outcomes (41.36-50.73%), followed by health factors. While several social variables were significant, only the wealth quintile made notable contributions to explaining variance in our outcomes. The key healthcare contributors included the sector type and level of care, and the number of outpatient medications. Important health contributors included illness severity and the presence of chronic illnesses or noncommunicable diseases.

Conclusions: Our findings emphasize the necessity of integrating nonpoor informal workers and their dependents into formal prepayment schemes to reduce OOPE and enhance financial protection on Cambodia's path toward universal health coverage. Strategically engaging with private providers and pharmacies to improve access to essential services and medicines, coupled with the implementation of an effective referral system are important policy considerations to this end. Further research is needed on how health determinants are modifiable with policy interventions. Our findings can assist the Cambodian government in advancing its universal health coverage goals and offer insights for other countries aiming to extend coverage to similar population groups.

Abstract Image

Abstract Image

查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
利用调查数据评估柬埔寨非正规就业家庭自费医疗支出的决定因素。
背景:随着可持续发展目标截止日期的临近,柬埔寨的财务保护仍然不足,特别是对于缺乏正式社会健康保护覆盖或无法获得其他预付款计划的非贫困非正规工人。这使他们面临高额自付保健支出和相关的经济困难。为了更好地理解这些支出背后的驱动因素,我们的研究旨在对他们的医疗保健、健康和社会决定因素进行建模,并评估其相对重要性。方法:2023年,我们在柬埔寨7个省进行了横断面多阶段整群抽样调查,调查了3254个从事非正式就业且未被任何正式社会健康保护计划覆盖的家庭。该调查收集了家庭使用门诊和住院护理以及相关的OOPE的信息。我们采用广义线性模型(GLMs)来分析OOPE的医疗保健、健康和社会决定因素以及OOPE预算份额(用于OOPE的年度家庭消费支出总额的比例),并应用Shapley分解分析来量化这些决定因素对我们结果中可解释方差的相对贡献。结果:健康因素是各结局解释方差的主要因素(41.36 ~ 50.73%),其次是健康因素。虽然有几个社会变量很重要,但只有财富五分之一对解释结果的差异做出了显著贡献。主要的医疗保健贡献因素包括部门的护理类型和水平,以及门诊药物的数量。重要的健康影响因素包括疾病严重程度和慢性疾病或非传染性疾病的存在。结论:我们的研究结果强调了将非贫困非正规工人及其家属纳入正式预付计划的必要性,以减少OOPE,并在柬埔寨实现全民健康覆盖的道路上加强财务保护。战略性地与私营提供者和药房合作,以改善获得基本服务和药物的机会,同时实施有效的转诊制度,是为此目的的重要政策考虑。需要进一步研究如何通过政策干预改变健康决定因素。我们的研究结果可以帮助柬埔寨政府推进其全民健康覆盖目标,并为旨在将覆盖范围扩大到类似人群的其他国家提供见解。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 去求助
来源期刊
CiteScore
7.80
自引率
4.20%
发文量
162
审稿时长
28 weeks
期刊介绍: International Journal for Equity in Health is an Open Access, peer-reviewed, online journal presenting evidence relevant to the search for, and attainment of, equity in health across and within countries. International Journal for Equity in Health aims to improve the understanding of issues that influence the health of populations. This includes the discussion of political, policy-related, economic, social and health services-related influences, particularly with regard to systematic differences in distributions of one or more aspects of health in population groups defined demographically, geographically, or socially.
期刊最新文献
Mapping global research on labor and postpartum pain management: a bibliometric analysis (2000-2025). The role of poverty-related social determinants in maternal and perinatal health inequities: a cross-sectional study using the eLIXIR born in South London, UK maternity-child data linkage. Evidence on interventions that promote the mental health and psychosocial wellbeing of migrant, refugee and asylum-seeker children and adolescents in transit: a scoping literature review. The impact of the United States' distancing from the UN and withholding WHO funding on maternal and child health and nutrition in the Latin America & Caribbean region. Barriers to health care access among transgender people in Kerala.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1