Output list
Journal article
Published 2026
Reproductive Health, In Press
Background
Urban-rural inequality in accessing quality antenatal care (ANC) is a well-documented challenge in low- and middle-income countries like Bangladesh and Pakistan, hindering maternal healthcare utilization and progress towards the Sustainable Development Goals. This study explores the key factors contributing to this inequality in Bangladesh and Pakistan and highlights inter-country differences.
Methods
We analyzed data from Demographic Health Surveys (2017–2018) of Bangladesh and Pakistan for women aged 15–49 who had at least one live birth in the three years preceding the survey. To identify the extent and sources of inequality, we decomposed urban-rural differences in quality ANC utilization into explained (attributable to variations in socioeconomic and demographic characteristics) and unexplained (reflecting differences in the effects of these characteristics) components using Blinder-Oaxaca type models adapted for nonlinear response variables.
Results
Urban women were significantly more likely to receive quality ANC than rural women in both Bangladesh and Pakistan, with disparities of about 20%-25% points. Most of the inequality was explained by differences in socioeconomic and educational characteristics rather than behavioral factors. Wealth status was the dominant contributor, explaining nearly 58% of the inequality in Bangladesh and 46% in Pakistan, followed by women’s and husbands’ education, media exposure, and women’s autonomy. The pattern of predictors was broadly consistent across both countries, though education contributed more in Pakistan, while media exposure and husband’s education played a larger role in Bangladesh.
Conclusion
Significant urban-rural inequality exists in Bangladesh and Pakistan, which is more pronounced in Pakistan. Among the common significant predictors for both countries, wealth disparity has the highest contribution percentage. In Pakistan, women’s education is the second largest contributor to inequality, whereas in Bangladesh, both media exposure and husband’s education played notable roles. Reducing urban-rural inequality in quality ANC requires targeted policies addressing wealth and educational disparities, along with interventions that promote media access and women’s autonomy to ensure equitable maternal healthcare utilization.
Journal article
Published 2026
Health economics review, In Press
Mental health conditions impose substantial economic burdens on healthcare systems globally, with growing evidence indicating disproportionate impacts on household-level out-of-pocket (OOP) expenditures. Despite Australia's universal healthcare system, the financial burden of mental health conditions on households remains underexplored.
To examine the longitudinal relationship between mental health status and OOP healthcare expenditures among Australian adults, and assess how education and income moderate this relationship.
We analyzed 17 waves (2006-2022) of the Household, Income and Labour Dynamics in Australia (HILDA) survey, encompassing 57,647 person-year observations from 3,391 unique individuals. Mental health was measured using the Mental Health Inventory-5 (MHI-5) scale and newly proposed expanded MHI-9 scales. We employed fixed-effects panel regression models and instrumental variable analysis to address unobserved heterogeneity.
A one-unit decrease in MHI-5 score is associated with 0.18-0.25% increase in inflation-adjusted OOP healthcare expenditure, equivalent to AU$2.10-$3.00 per unit decline, with a 10-point decline in MHI-5 costing households an additional AU$21-$30. Instrumental variable estimates revealed larger causal effects of 0.80-1.00%. Individuals with good mental health and higher education demonstrated expenditure patterns consistent with Grossman's health capital theory, while those with poor mental health showed disrupted relationships between education and healthcare spending. Urban residents faced 11.00% higher inflation-adjusted OOP costs than the rural residents.
Mental health deterioration significantly increases household healthcare expenditure burdens in Australia. Traditional health economics theories apply primarily to individuals with good mental health, indicating the need for targeted rather than universal policy approaches.
Journal article
Published 2025
International review of financial analysis, 105, 104376
This study explores the factors influencing firms’ cash holdings and their impact on shareholder returns. Firms are grouped into deciles based on Median Industry-Adjusted Cash Ratios (MACR). We examine the influence of market risk measures, operational and financial ratios, macroeconomic conditions, and key variables: business strategy, life cycle stage, and managerial ability. Our findings show that incorporating MACR with these variables improves the understanding of firm returns. ‘Prospector’ firms with high MACRs deliver strong excess returns, while ‘analyzer’ firms also outperform. Growth-phase firms with high MACRs show significant excess returns, while maturity-phase firms consistently perform well regardless of MACR. Managers with high ability generate excess returns at all MACR levels. Additionally, value-weighted portfolios outperform equally-weighted ones.
Journal article
Published 2024
International Journal for Equity in Health, 23, 43
Background Rural‒urban disparity in catastrophic healthcare expenditure (CHE) is a well-documented challenge in low-and middle-income countries, including Bangladesh, limiting financial protection and hindering the achievement of the Universal Health Coverage target of the United Nations Sustainable Development Goals. However, the factors driving this divide remain poorly understood. Therefore, this study aims to identify the key determinants of the rural‒urban disparity in CHE incidence in Bangladesh and their changes over time. Methods We used nationally representative data from the latest three rounds of the Bangladesh Household Income and Expenditure Survey (2005, 2010, and 2016). CHE incidence among households seeking healthcare was measured using the normative food, housing, and utilities method. To quantify covariate contributions to the rural‒urban CHE gap, we employed the Oaxaca-Blinder multivariate decomposition approach, adapted by Powers et al. for nonlinear response models. Results CHE incidence among rural households increased persistently during the study period (2005: 24.85%, 2010: 25.74%, 2016: 27.91%) along with a significant (p-value ≤ 0.01) rural‒urban gap (2005: 9.74%-points, 2010: 13.94%-points, 2016: 12.90%-points). Despite declining over time, substantial proportions of CHE disparities (2005: 87.93%, 2010: 60.44%, 2016: 61.33%) are significantly (p-value ≤ 0.01) attributable to endowment differences between rural and urban households. The leading (three) covariate categories consistently contributing significantly (p-value ≤ 0.01) to the CHE gaps were composition disparities in the lowest consumption quintile (2005: 49.82%, presence of chronic illnesses in households emerged as a significant factor in 2016 (9.14%, p-value ≤ 0.01), superseding the contributions of composition differences in household heads with no education (4.40%, p-value ≤ 0.01) and secondary or higher education (7.44%, p-value ≤ 0.01), which were the fourth and fifth significant contributors in 2005 and 2010. Conclusions Rural‒urban differences in household economic status, educational attainment of household heads, and healthcare sources were the key contributors to the rural‒urban CHE disparity between 2005 and 2016 in Bangla-desh, with chronic illness emerging as a significant factor in the latest period. Closing the rural‒urban CHE gap necessitates strategies that carefully address rural‒urban variations in the characteristics identified above.
Journal article
Published 2024
World Medical & Health Policy, 7, 1, 64 - 89
This study assesses the financial risk protection (FRP) of heart disease‐affected households in Bangladesh by analyzing three rounds of Household Income and Expenditure Survey data (2005, 2010, and 2016). Amidst a global surge in cardiovascular diseases, particularly in low‐ and middle‐income countries, Bangladesh encounters an escalating burden of heart disease, with an over‐reliance on out‐of‐pocket (OOP) healthcare expenses. Our findings reveal a substantial increase in annual OOP spending for households affected by heart disease, from USD 307.4 in 2005 to USD 346.1 in 2010, and then surging to USD 650.5 in 2016. Concurrently, catastrophic health expenditure (CHE) and impoverish-ment incidences rose (17.6% to 18.2% to 29.3% and 3.2% to 2.2% to 3.3%, respectively), with a notable increase post‐2010. These expenses and CHE incidences were consistently higher than those in households with any ailment, underscoring a disparity in FRP, especially among economically disadvantaged, rural households and those headed by individuals without formal education. The study contributes to the literature by providing a first‐time analysis of FRP dynamics against heart disease in Bangladesh using comprehensive national data. It uncovers the worsening FRP status among affected households and highlights the need for targeted interventions to enhance FRP, particularly among the most vulnerable groups. Additionally, it emphasizes the importance of strategic public health investments to mitigate the financial repercussions of heart disease care, providing insights that are globally applicable to similar contexts.
Journal article
Published 2024
International review of financial analysis, 95, Part: C, 103473
We conducted a systematic literature review (SLR) by integrating FinTech with the the United Nations' (UN) Sustainable Development Goals (SDGs). By focusing on three dimensions (inclusive finance, economy, and environment), we identify how FinTech may influence sustainable development. We innovate using human- and machine-generated processing to develop themes, making systematic literature reviews more objective and advancing replicability and reproducibility. This study demonstrates the contribution of FinTech in expanding the investment opportunity set by including environmental projects and increasing the diversity and participation rates of savers and lenders. Through this process, FinTech increases its market completeness. Accordingly, FinTech can increase economic growth by achieving higher productivity and sustainable growth through diversification, technological upgrades, entrepreneurship, creativity, and innovation. Additionally, FinTech can accelerate investments in poverty eradication and reduce income inequality. These contributions are aligned with specific SDGs and show that FinTech is an appropriate new technology for financial services.
Journal article
Financial risk protection in health care in Bangladesh in the era of Universal Health Coverage
Published 2022
PLoS ONE, 17, 6, Art. e0269113
Background
Ensuring financial risk protection in health care and achieving universal health coverage (UHC) by 2030 is one of the crucial Sustainable Development Goals (SDGs) targets for many low- and middle-income countries (LMICs), including Bangladesh. We examined the critical trajectory of financial risk protection against out-of-pocket (OOP) health expenditure in Bangladesh.
Methods
Using Bangladesh Household Income and Expenditure Survey data from 2005, 2010, and 2016, we examined the levels and distributions of catastrophic health expenditure (CHE) and impoverishment incidences. We used the normative food, housing, and utilities method, refining it by categorizing households with zero OOP expenses by reasons.
Results
OOP expenditure doubled between 2005 and 2016 (USD 115.6 in 2005, USD 162.1 in 2010, USD 242.9 in 2016), accompanied by rising CHE (11.5% in 2005, 11.9% in 2010, 16.6% in 2016) and impoverishment incidence (1.5% in 2005, 1.6% in 2010, 2.3% in 2016). While further impoverishment of the poor households due to OOP expenditure (3.6% in 2005, 4.1% in 2010, 3.9% in 2016) was a more severe problem than impoverishment of the non-poor, around 5.5% of non-poor households were always at risk of impoverishment. The poorest households were the least financially protected throughout the study period (lowest vs. highest quintile CHE: 29.5% vs. 7.6%, 33.2% vs. 7.2%, and 37.6% vs. 13.0% in 2005, 2010, and 2016, respectively). The disparity in CHE among households with and without chronic illness was also remarkable in 2016 (25.0% vs. 9.1%).
Conclusion
Financial risk protection in Bangladesh exhibits a deteriorated trajectory from 2005 to 2016, posing a significant challenge to achieving UHC and, thus, the SDGs by 2030. The poorest and chronically ill households disproportionately lacked financial protection. Reversing the worsening trends of CHE and impoverishment and addressing the inequities in their distributions calls for implementing UHC and thus providing financial protection against illness.
Journal article
Financial risk protection against noncommunicable diseases: trends and patterns in Bangladesh
Published 2022
BMC Public Health, 22, 1, Art. 1835
Background
Demographic and epidemiological transitions are changing the disease burden from infectious to noncommunicable diseases (NCDs) in low- and middle-income countries, including Bangladesh. Given the rising NCD-related health burdens and growing share of household out-of-pocket (OOP) spending in total health expenditure in Bangladesh, we compared the country’s trends and socioeconomic disparities in financial risk protection (FRP) among households with and without NCDs.
Methods
We used data from three recent waves of the Bangladesh Household Income and Expenditure Survey (2005, 2010, and 2016) and employed the normative food, housing (rent), and utilities method to measure the levels and distributions of catastrophic health expenditure (CHE) and impoverishing effects of OOP health expenditure among households without NCDs (i.e. non-NCDs only) and with NCDs (i.e. NCDs only, and both NCDs and non-NCDs). Additionally, we examined the incidence of forgone care for financial reasons at the household and individual levels.
Results
Between 2005 and 2016, OOP expenses increased by more than 50% across all households (NCD-only: USD 95.6 to 149.3; NCD-and-non-NCD: USD 89.5 to 167.7; non-NCD-only: USD 45.3 to 73.0), with NCD-affected families consistently spending over double that of non-affected households. Concurrently, CHE incidence grew among NCD-only families (13.5% to 14.4%) while declining (with fluctuations) among non-NCD-only (14.4% to 11.6%) and NCD-and-non-NCD households (12.9% to 12.2%). Additionally, OOP-induced impoverishment increased among NCD-only and non-NCD-only households from 1.4 to 2.0% and 1.1 to 1.5%, respectively, affecting the former more. Also, despite falling over time, NCD-affected individuals more frequently mentioned prohibiting treatment costs as the reason for forgoing care than the non-affected (37.9% vs. 13.0% in 2016). The lowest quintile households, particularly those with NCDs, consistently experienced many-fold higher CHE and impoverishment than the highest quintile. Notably, CHE and impoverishment effects were more pronounced among NCD-affected families if NCD-afflicted household members were female rather than male, older people, or children instead of working-age adults.
Conclusions
The lack of FRP is more pronounced among households with NCDs than those without NCDs. Concerted efforts are required to ensure FRP for all families, particularly those with NCDs.
Journal article
Published 2022
Health Research Policy and Systems, 20, 1, Art. 83
Background
Financial risk protection (FRP), defined as households’ access to needed healthcare services without experiencing undue financial hardship, is a critical health systems target, particularly in low- and middle-income countries (LMICs). Given the remarkable growth in FRP literature in recent times, we conducted a scoping review of the literature on FRP from out-of-pocket (OOP) health spending in LMICs. The objective was to review current knowledge, identify evidence gaps and propose future research directions.
Methods
We followed the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) 2020 guidelines to conduct this scoping review. We systematically searched PubMed, Scopus, ProQuest and Web of Science in July 2021 for literature published since 1 January 2015. We included empirical studies that used nationally representative data from household surveys to measure the incidence of at least one of the following indicators: catastrophic health expenditure (CHE), impoverishment, adoption of strategies to cope with OOP expenses, and forgone care for financial reasons. Our review covered 155 studies and analysed the geographical focus, data sources, methods and analytical rigour of the studies. We also examined the level of FRP by disease categories (all diseases, chronic illnesses, communicable diseases) and the effect of health insurance on FRP.
Results
The extant literature primarily focused on India and China as research settings. Notably, no FRP study was available on chronic illness in any low-income country (LIC) or on communicable diseases in an upper-middle-income country (UMIC). Only one study comprehensively measured FRP by examining all four indicators. Most studies assessed (lack of) FRP as CHE incidence alone (37.4%) or as CHE and impoverishment incidence (39.4%). However, the LMIC literature did not incorporate the recent methodological advances to measure CHE and impoverishment that address the limitations of conventional methods. There were also gaps in utilizing available panel data to determine the length of the lack of FRP (e.g. duration of poverty caused by OOP expenses). The current estimates of FRP varied substantially among the LMICs, with some of the poorest countries in the world experiencing similar or even lower rates of CHE and impoverishment compared with the UMICs. Also, health insurance in LMICs did not consistently offer a higher degree of FRP.
Conclusion
The literature to date is unable to provide a reliable representation of the actual level of protection enjoyed by the LMIC population because of the lack of comprehensive measurement of FRP indicators coupled with the use of dated methodologies. Future research in LMICs should address the shortcomings identified in this review.
Journal article
Published 2022
Journal of Cleaner Production, 362, Art. 132330
This paper examines the risk spillover effect between the carbon market and the stock market in China and the role of corporate social responsibility (CSR) on this effect. Employing Beijing, Hubei, and Guangdong carbon markets, we apply time-domain and frequency-domain spillover approaches and find that during the Chinese stock market crisis in 2015, risk spillovers from the stock market to the carbon market were more pronounced. Additionally, CSR firms are more dominant as information transmitters than those non-CSR (NCSR) firms in the carbon market. However, plausibly, due to the infancy of carbon trading, our results show that the level of connectedness between the carbon market and the stock market in China is relatively low.