Managing financial risk in healthcare: Medical cost anxiety, financial innovation, and income mobility in China
), Musa Abdu(2), Romanus Osabohien(3), Mihajlo Jakovljevic(4),
(1) College of Finance & Information, Ningbo University of Finance & Economics, Ningbo, 315175, Zhejiang, China
(2) Department of Economics, Gombe State University, Gombe, Nigeria; DEPECOS Institutions and Development Research Centre (DIaDeRC), Ota, Nigeria;
(3) DEPECOS Institutions and Development Research Centre (DIaDeRC), Ota, Nigeria; Department of Economics, Monarch University, Iyesi-Ota, Nigeria
(4) UNESCO-TWAS, Trieste, Italy; Shaanxi University of Technology, Hanzhong, China; Department of Global Health Economics and Policy, University of Kragujevac, Serbia
Corresponding Author
Abstract
References
Osabohien R, Jaaffar AH, Akpa AF and Jakovljevic M.
Mobile money, medical cost anxiety and welfare of
individuals within the reproductive age in Malaysia.
Humanities &
Social Sciences Communications,
, 11(260). https://doi.org/10.1057/s41599-024
-2
Osabohien R, Jaaffar AH, Yusoff NYM, Ibrahim J, Aderemi
TA., Khalid AA., ... and Ovat OO. Financial inclusion,
socioeconomic shocks and social protection in Nigeria
amidst COVID-19 pandemic. All Open Access; Gold
Open Access. 2024.
Nasir MH, Anser MK, Ahuru RR, Osabohien R, Ebiaku KC
and Abbas S. A comparative study of the effect of
health insurance on women’s use of health facility
delivery: Evidence from demographic health survey in
Benin Republic. African Journal of Reproductive
Health, 2022,
(6),
-115.
https://doi.org/10.29063/ajrh2022/v26i6.12
Sui Y, Ahuru RR, Huang K, Anser MK and Osabohien R.
Household socioeconomic status and antenatal care
utilization among women in the reproductive-age.
Frontiers in public health, 2021, 9, 724337.
https://doi.org/10.3389/fpubh.2021.724337
Zhang X, Anser MK, Ahuru RR, Zhang Z, Peng MYP,
Osabohien R and Mirza M. Do predictors of health
facility delivery among reproductive-age women
differ by health insurance enrolment? A multi-level
analysis of Nigeria's data. Frontiers in Public Health,
, 10, 797272.
https://doi.org/10.3389/fpubh.2022.797272
Rasul G, Nepal AK, Hussain A, Maharjan A, Joshi S, Lama
A and Sharma E. Socio-Economic implications of COVID-19 pandemic in South Asia: Emerging risks
and growing challenges. Frontiers in Sociology, 2021,
, 629693. https://doi.org/10.3389/fsoc.2021.629693
Zhang D, Hu M and Ji Q. Financial markets under the global
pandemic
of
COVID-19. Finance
letters, 2020, 36, 101528.
research
Zhang Y, Yang W, Zhang S, Yu Z and Li J. Can social health
insurance improve mental health? An analysis of
supplementary high-cost illness insurance in
China. The Journals of Gerontology, Series B:
Psychological Sciences and Social Sciences, 2024,
(10), gbae139.
Kumara AS and Samaratunge R. Impact of ill-health on
household consumption in Sri Lanka: evidence from
household survey data”, Social Science and Medicine,
,
,
-76,
1016/j.socscimed.2017.11.015.
doi:
Baldacci ME, Ding D, Coady D, Callegari G, Tommasino P,
Woo J and Kumar MMS. Public Expenditures on
Social Programs and Household Consumption in
China, International Monetary Fund, Washington,
DC. 2010, 10–69.
Sheu JT and Lu JFR. The spillover effect of National Health
Insurance on household consumption patterns:
evidence from a natural experiment in Taiwan, Social
Science and Medicine, 2014, 111, 41-49,
https://doi.org/10.1016/j.socscimed.2014.04.006
Rajaram R, Chung JW, Jones AT, Cohen ME, Dahlke AR,
Ko CY, Tarpley JL, Lewis FR, Hoyt DB and
Bilimoria KY. Association of the 2011 ACGME
resident duty hour reform with general surgery patient
outcomes and with resident examination performance,
Jama, 2014, 312(22), 2374-2384.
Figari, F and Fiorio C. Welfare resilience in the immediate
aftermath of the COVID-19 outbreak in Italy. Covid
Economics, 2020, 2020(8), 106-133.
Palomino JC, Rodríguez JG and Sebastian R. Wage
inequality and poverty effects of lockdown and social
distancing in Europe, European economic review,
, 129, 103564.
Kim J, Garman ET and Sorhaindo B.. Relationships Among
Credit Counseling Clients’ Financial Well-Being,
Financial Behaviors, Financial Stressor Events, And
Health. Financial Counseling and Planning, 2003, 14,
–87.
Owusu GMY. Predictors of financial satisfaction and its
impact on psychological wellbeing of individuals.
Journal of Humanities and Applied Social Sciences,
, 5(1), 59-761.
Joo Sh, and Grable J.E.. An Exploratory Framework of the
Determinants of Financial Satisfaction. Journal of
Family and Economic Issues. 2004, 25, 25–50.
https://doi.org/10.1023/B:JEEI.0000016722.37994.9f
Hira TK, Fanslow AM and Titus PM. Changes In Financial
Status
Influencing Level of Satisfaction In
Households. Lifestyles, 1989, 10(2), 107-121
Ozili PK. Covid-19 pandemic and economic crisis: The
Nigerian experience and structural causes. Journal of
Economic and Administrative Sciences, 2021, 37(4),
-418.
Clark AE, d’Ambrosio C and Lepinteur A. The fall in
income inequality during COVID-19 in four European
countries. The Journal of Economic Inequality, 2021,
(3), 489-507.
Menta G. Poverty in the COVID-19 era: Real-time data
analysis on five European countries. In Research on
economic inequality: Poverty, inequality and shocks.
Emerald Publishing Limited. 2021, 209-247.
Almeida V, Barrios S, Christl M, De Poli SD, Tumino A and
van der Wielen W. The impact of covid-19 on
household’s income in the EU, The Journal of
Economic Inequality, 2021, 19(3), 413-431.
Christl M. The cushioning effect of fiscal policy in the EU
during the COVID-19 pandemic. Joint Research
Centre (Seville site). 2021.
Christl M, Poli SD, Figari F, Hufkens T, Leventi C, Papini
A and Tumino A. Monetary compensation schemes
during the COVID-19 pandemic: Implications for
household incomes, liquidity constraints and
consumption across the EU. GLO Discussion Paper.
Pinilla J and López-Valcárcel BG. Income and wealth as
determinants of voluntary private health insurance:
empirical evidence in Spain, 2008–2014. BMC Public
Health,
,
(1),
https://doi.org/10.1186/s12889-020-09362-5
Shyama C and de Silva T. Direct and indirect income support
and their determinants: developing an income profile
for older adults in Sri Lanka. Journal of Population &
Social Studies, 2022, 30, 463-487.
Becker WE and Kennedy PE. A graphical exposition of the
ordered probit. Econometric Theory, 1992, 8(1), 127
https://doi.org/1017/s0266466600010781
Asongu SA and Odhiambo NM. Mobile banking usage,
quality of growth, inequality and poverty in
developing countries. Information Development,
,
(2),
-318.
https://doi.org/10.1177/0266666917744006
Nsiah AY and Tweneboah G. Threshold Effect of Financial
Inclusion on Poverty Reduction in Africa: Does
institutional quality play a role? Journal of African
Business, 2024, 1-35.
Ansong D, Okumu M, Otchere F, Koomson I and Sherraden
M. Addressing the burden of education financing in
low and lower-middle-income countries: The role of
savings accounts, cash transfers, and other income
sources. Journal of Family and Economic Issues,
, 42, 745–756. https://doi.org/10.1007/s10834
-09757-5
Mian AR, Straub L and Sufi A. The saving glut of the rich
(No. w26941). National
Bureau of Economic
Research. 2020.
McKernan SM, Ratcliffe C, Braga B and Kalish E. Thriving
Residents, Thriving Cities: Family Financial Security
Matters for Cities. Washington DC: Urban Institute
Zhou D, Bassey RA, Yan M, and Aderemi TA. Do health
expenditures affect under-five mortality and life
expectancy in ECOWAS sub-Region. African Journal
of Reproductive Health, 2023, 27(8), 105-113.
Jia H, Han X, Aderemi TA, Ifekwem NE, and Al-Faryan
MA. Out-of pocket expenditure and human welfare
in Nigeria: Evidence from a fully modified ordinary
least squares regression. African Journal of
Reproductive Health, 2025, 29(2), 151-157.
Hao R and Yang X. Multiple-output quantile regression
neural
network. Stat Comput. 2024;34(2):89.
https://doi.org/10.1007/s11222-024-10408-6
Li L, Xia Y, Ren S and Yang X. Homogeneity pursuit in the
functional-coefficient quantile regression model for
panel data with censored data. Stud Nonlinear Dyn
Econom.
;29(3):323–48.
https://doi.org/10.1515/snde-2023-0024
Hu F, Yang H, Qiu L, Wang X, Ren Z and Wei S. Innovation
networks in the advanced medical equipment
industry: supporting regional digital health systems
from a local–national perspective. Front Public
Health.
;13:1635475.
https://doi.org/10.3389/fpubh.2025.1635475
Zhang X, Zhou L, Wang S, Fan C and Huang D. Facilitating
patient adoption of online medical advice through
team-based online consultation. J Theor Appl
Electron Commer Res. 2025;20(3):231.
https://doi.org/10.3390/jtaer20030231
Wu B, Ren K, Fu Y, He D and Pan M. Institutional investor
ESG activism and green supply chain management
performance: exploring contingent roles of
technological interdependences in different digital
intelligence contexts. Technol Forecast Soc Change.
;209:123789.
https://doi.org/10.1016/j.techfore.2024.123789
Xu G, Fan X, Xu S, Cao Y, Chen X, Shang T, et al.
Anonymity-enhanced sequential multi-signer ring
signature for secure medical data sharing in IoMT.
IEEE Trans Inf Forensics Secur. 2025;20:5647–62.
https://doi.org/10.1109/TIFS.2025.3574959
Gao H, Li R, Shen J and Yang H. Children's gender and
parents' long-term care arrangements: evidence from
China. Appl Econ. 2025;57(13):1510–25.
doi:10.1080/00036846.2024.2313594
Tian Z, Lee A and Zhou S. Adaptive tempered reversible
jump algorithm for Bayesian curve fitting. Inverse
Probl.
;40(4):045024.
https://doi.org/10.1088/1361-6420/ad2cf7
Chen C, Pan J. The effect of the health poverty alleviation
project on financial risk protection for rural residents:
evidence from Chishui City, China. Int J Equity
Health. 2019;18(1):79.
https://doi.org/10.1186/s12939-019-0982-6
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