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Asian Journal of Population Sciences
(A Peer-Reviewed, Open Access Journal; Indexed in NepJOL)
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[ORIGINAL RESEARCH ARTICLE]
Social Health Insurance Policy of Nepal: Issue of Equity and Equality
Rabindra Ghimire1 , Jitendra Kumar Singh2 , Devaraj Acharya3
1
School of Business, Pokhara University, Nepal
2
Department of Community Medicine, Janaki Medical College, Tribhuvan University, Nepal
3
Research Centre for Educational Innovation and Development [CERID], Tribhuvan University,
Kathmandu, Nepal
Corresponding Author & Email
Rabindra Ghimire; rabindraghimire@pusob.edu.np
Article History
Submitted 04 September 2023; Reviewed 10 December 2023; Accepted 23 December 2023
DOI: https://doi.org/10.3126/ajps.v3i1.61789
Abstract
The Government of Nepal implemented a social health
insurance program (SHIP) in 2016 to achieve Universal
Health Coverage. The objective of this paper is to obtain
the opinion of the respondents towards the existing
premium rate that has been charged to the members of the
social health insurance program. The study followed a
cross-sectional descriptive study designed. Information
Published by
was collected from 360 households using the purposive
Department of Population Studies
sampling method. The sample was selected among the
Prithvi Narayan Campus
households who were interested in buying SHIP within a
Tribhuvan University
year but till they have not purchased the health insurance
Pokhara, Nepal
policy. A structured questionnaire was used to collect the
opinions of the respondents and Chi Square was used to
examine the association between the variables. The study
concludes that the opinion of respondents towards the
equity of premium for SHI is significantly associated with
education and profession but not associated with gender,
age, caste, health-related training, life insurance policy,
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agriculture insurance policy, and commercial health
insurance. The majority of respondents opined that the
premium should be based on the income of the household, as opposed to being equal among
those with disparate incomes. The majority of respondents concurred that the current practice
of imposing equal premiums on families having dissimilar incomes is unfair.
Keywords: Equality, Equity, Justice, Premium, Social Health Insurance, Universal Health
Coverage
JEL: D63, G22, I13
Copyright Information:
Copyright 2024© The Author(s).
The journal is licensed under a
Creative Commons AttributionShareAlike 4.0 International
License.
INTRODUCTION
The economic disparity in Nepal is deep rooted as the value of Gini coefficient was
0.49 during 2010/11 (CBS, 2010/11). More than 8.1 million people are living below the
poverty line. The wealth is concentrated with top 20 per cent of population who owns 56 per
Asian Journal of Population Sciences [Volume 3, 15 January 2024, pp. 1-12]
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Social Health Insurance Policy of Nepal: Issue of Equity and Equality
cent of the wealth, and the bottom 20 per cent owns only 4 per cent of the total wealth
(Oxfam, 2019). Nepal is listed as a least developed country having per capita income $ 1,191
(MoF, 2021). The absolute level of poverty was 18.7 per cent in FY 2017/18 and
multidimensional poverty has declined to 28.6 per cent (MoF, 2020).
Nepal has a long history of community-based health insurance and micro health
insurance scheme. Although such schemes were operated by various organisations viz.
Cooperatives, Hospitals, Self Help Group and volunteer organisations in fragmented fashion
and the service coverage has been found limited (ILO, 2011). In addition, Employees
Provident Fund initiated to provide medical support to depositors through insurance company
since 2018, extended the support to spouses too since 2023 (Share Sansar, 2023).
Furthermore, commercial health insurance companies have initiated medical insurance plan
since 2010s. Almost all insurance plans have limited coverage, pay compensation to insured
after submission of medical bills (Acharya et al., 2020, 2021).
With the aim of Universal Health Coverage to all people, Government of Nepal
introduced Social Health Insurance Program (SHIP) in 2016 (HIB, 2019). Across the globe,
there are different models of sharing of the social health insurance cost. South Korea
followed "low premium for low-income class and high premium for higher income class"
approach while Nepal follows "equal premium to different income classes" approach. In both
approaches, health care fund is pooled by government treasury and health service users'
contribution in terms of premium.
The health financing mechanism of Nepal is hybrid in nature as it is partially
contributed by users (self-contribution), commercial insurance companies, developmental
organisations, and government (HIB, 2020). Social Health Insurance program has been
implemented by Health Insurance Board (HIB) since 2017. First of all, one should get
membership of HIB paying contribution amount, medical services is available in cashless
mode, first service point should be the nearest health centre and referral slip is compulsory
for the medication in specialized hospital except the first service point hospital. Most of the
medicine are available free of cost from the hospital pharmacy but some of the medicine
needs to purchase outside the hospital paying own money. Some of the diseases are not
covered by the SHIP.
In the inception phase, the program was implemented in three districts viz. Ilam,
Baglung and Kailali in 2016. In second phase in 2017 the program was extended in five new
districts namely Baitadi, Achham, Palpla, Myagdi and Kaski. Further 22 districts were
covered in third phase during 2018, after that 10 districts got the service of HIB in fourth
phase (2019) and continued its program in 14 new districts in 2020 and in 2021 it provided
services to 19 districts. In 2023, rest of two districts Kathmandu and Bhaktapur also were
covered by the program.
The premium for the health insurance scheme is equal to all except the age above 70,
disabled, staff of HIB, family having poverty card, and Female Health Volunteer. Health
Insurance Regulations, 2018 provisioned the premium to be charged one per cent of basic
salary of the employee or Rs. 10,000 which is lower but the provision has not been
implemented till date (Acharya, et al., 2023).
Since the participation is voluntary, majority of the population has not been enrolled
in the program and renewal rate is not enthusiastic (Acharya et al., 2023). After four year, the
cost and benefit structure has been changed. Minimum premium and additional premium per
person has been increased by 40 per cent and 65 per cent respectively. Maximum benefits to
family and old aged citizen both also increased by 100 per cent in 2019. The cost (premium)
and benefits (amount of total health care services) in inception and after four year is
presented in Table 1.
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Social Health Insurance Policy of Nepal: Issue of Equity and Equality
Table 1
Premium- Benefits of Social Health Insurance Program during FY 2016-2023(Amount in NRs)
Particulars
Previous
Current
Changed (%)
Date of Commencement (AD)
7-Apr-16
14-Apr-19
Minimum premium (up to 5 members)
2,500
3,500
Additional premium per family member
425
700
Maximum benefits for 5 persons
50,000
100,000
Maximum benefits in a family
100,000
200,000
Additional benefits for citizens age above 70
100,000
100,000
Age above 70, disabled, staff of HIB and extreme poor family
100% free
Female Health Volunteers (FHV)
50% free
40
65
100
100
-
Source: Annual Reports, Health Insurance Board.
USD 1 = NRs. 132.25 (Aug 2, 2023)
Globally, different social health insurance financing models viz. Bismarck model,
Beveridge model, National Health Insurance model and Out of Pocket Expenditure (OOP)
models are in practice (Wallace, 2013). Sufficient attention has been paid by academicians in
income inequality, health costs and its impact on the health status. In Nepal, economic status
among population is immensely different but premium for the social health insurance
program is same. Merely researches have been carried out on pricing of social health
insurance in the context of Nepal.
The study provides valuable input to policymakers to rethink on existing premium
structure and design an impartial premium policy. Equitable premium may attract more
people in the SHIP and provide satisfaction to different economic classes of people as per the
utility theory. The study is first of its kind in Nepalese context so that it gives insightful
thoughts to the government agency formulating the premium related policies. The findings of
the study also will be useful to researchers and stakeholders.
LITERATURE REVIEW
The term "equality" and "equity" are more discussed in the area of universal health
coverage (Paul et al., 2019). The relationship between income inequality and health financing
on public health is well established (Lynch et al. 2004; Wilkinson and Pickett, 2006; Kondo
et al., 2009).
Millions of households struggle to finance their healthcare expenses and many of
them are driven below the poverty line by such expenses (WHO, 2015). Out-of-pocket health
expenditure led to poverty, particularly in low-income countries (Wagstaff, et al., 2020). In
the context of Nepal, there is limited evidence on the magnitude of catastrophic health
payments and the poverty impact of OOP. A study by Gupta et al. (2014) reveals that the
health-financing system in Nepal has become regressive over the years, as the share of the
bottom two quintiles in the total number of households facing catastrophic burden increased
by 14 per cent between 1995 and 2010.
A study by Schenkman and Bousquat (2021) established the dissociation between the
distribution of health outcomes and the overall level of health of the population characterizes
a devastating political choice for society, as it is associated with high levels of segregation,
disrespect and violence from within. The study further recommended that countries should
prioritize health equity, adding value to its resources, since health inequities affect society
altogether, generating mistrust and reduced social cohesion.
Efficiency, equity and equality are three common ethical and political contents for
health policy (Culyer, 2015). Whereas equity covers various levels and types, many global
UHC documents fail to define it properly and to comprehend the breadth of the concept.
Asian Journal of Population Sciences [Volume 3, 15 January 2024, pp. 1-12]
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Social Health Insurance Policy of Nepal: Issue of Equity and Equality
While equity is widely referred in global and country-specific UHC policy documents, its
multiple dimensions result in a rather rhetorical utilisation of the concept (Paul et al., 2019).
Jutz (2015) indicates that income inequality has more impact on health inequalities than
social policies. On the contrary, social policies seemed to matter to all individuals regardless
of socio-economic position since it is significantly positively linked to overall population
health.
Some countries including South Korea practices the equitable health insurance
premium to some extent, some of the countries have applied equal health insurance premium,
and some countries provide the health facilities free of cost. According to Lee (2003) Korea
achieved universal health coverage within 12 years which is possible due to the redistribution
of wealth through the equitable health care cost. Redistribution of income from rich to poor,
whether within or between countries, will increase the health of the poor more than it hurts
the health of the rich, and thus improve average national or world health (Deaton, 2003).
DATA AND METHODS
Study design: The study employed a descriptive research approach. This was the crosssectional study design based on quantitative method, grounded in the positivist worldview.
Study area: The geographical study area is Pokhara Metropolis of Kaski district, Nepal and
the domain of the study is the social health insurance. We have purposively selected Kaski
district among 5 districts where SHI program has been launched in the second phase.
Study population: The residents of Pokhara Metropolis, Ward (lowest unit of administration)
no. 29, who had not purchased social health insurance policy till study period (during January
to July, 2018) but are ready to buy within a year were considered as a population of the study.
According to the HIB (2017), only 13 per cent of the population in Kaski was enrolled in the
SHI, leaving the vast majority (87%) unenrolled. As a result, we chose this unenrolled
population as our study population because understanding their motivations and perception
on premium can help insurance providers and policymakers modify their services and
policies to meet the needs of this particular section of the population.
Sampling technique and sample size: Two stage sampling technique was adopted to select
the participants. First of all, potential households (those who have not purchased health
insurance scheme but are willing to do so within a year) were identified with the assistance of
Enrolment Assistants working for Health Insurance Board in the study area.
After excluding households from insured people, a sampling frame was created for
households that were willing to purchase a health insurance scheme within the year. We
discovered that a total of 5,000 households did not purchase the scheme, and we figured out
that 50 per cent of the total HHs (i.e. 2,500 HHs) were interested in purchasing the policy.
We approached every sixth household in these 2500 households to select participants using
systematic sampling. In the second stage, either the household head or a member who
expressed an interest in SHI was purposefully and conveniently chosen for the study. Raosoft
calculator (http://www.raosoft.com/samplesize.html) estimated the sample size of 365 based
on 13 per cent rate of the population in Kaski enrolled in the SHI, with the assumption of 5
per cent margin of error, 95 per cent confidence level, design effect of 2, and 5 per cent nonresponse. We approached for 365 households, but 360 household responded properly.
Data collection tool: A structured questionnaire was designed and pre tested in a location
other than study area. The reliability of questionnaire was assessed through split half method.
Validity of the questionnaire was confirmed by the experts. Questionnaire included the
demographic information of the respondents, income level, and their opinion towards the
concept of equal premium for all family members, regardless of their varying income levels
and ownership of separate insurance plans.
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Social Health Insurance Policy of Nepal: Issue of Equity and Equality
Study variables and their measurement: The study included 13 different variables known as
predictor variables and their perception toward the same premium across various income
levels.
Table 2
Study variables and scale of measurement
Scale of measurement
Variables
Gender
Male, female
Age group
Up to 25 Years, 26 to 35, 36 to 45, Above 45 years
Ethnicity
Janajati, Dalit, Brahmin Chhetri/others
Education
Literate and less (No schooling), SLC (10 year of
schooling), Intermediate level (+2 year of schooling),
Graduate (Bachelors and above)
Occupation
Agriculture, Job, Business, Retired/others which include
housewives and unemployed
Income Level
Q1, Q2, Q3, Q4, Q5
Health Training
Yes, No
Commercial Health Insurance
Yes, No
Auto insurance
Yes, No
other insurance
Yes, No
Life insurance
Yes, No
Agriculture insurance
Yes, No
Source of information
Health Staff, Media, Family /Friends / neighbour
Data Analysis: Along with the descriptive statistic, the association between different
variables has been tested using the chi square statistic.
Hypotheses
Following hypotheses are formulated and tested with the help of chi square statistic.
Ho1: There is no association between the demographic variables and perception of the
respondents towards the equal amount of premium.
Ho2: There is no association between the income level and perception of the
respondents towards the equal amount of premium.
Ho3: There is no association between the purchase of other insurance policies and
perception of the respondents towards the equal amount of premium.
Ho4: There is no association between the health-related training and perception of the
respondents towards the equal amount of premium.
Ho5: There is no association between the source of information and perception of the
respondents towards the equal amount of premium.
RESULTS AND DISCUSION
Results
Table 3 presents the self-reported view of the appropriateness of premium costs for various
economic classes in the Social Health Insurance, based on the socio-demographic
characteristics of the respondents.
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Social Health Insurance Policy of Nepal: Issue of Equity and Equality
Table 3
Perception towards the existing premium among the different economic classes
Demographic, and socio-economic
characteristics
Perception on suitability
of same premium in
different income class
Justice
No Justice
Total
n=164
(45%)
n=196 (55%)
p-value
Gender
Male
179
99(55.3)
99(55.3)
Female
181
97(53.6)
97(53.6)
Up to 25 Years
53
20(37.7)
33(62.3)
26 to 35 years
128
62(48.4)
66(51.6)
36 to 45 years
96
49(51.0)
47(49.0)
Above 45 years
83
33(39.8)
50(60.2)
119
65(54.6)
54(45.4)
SLC
98
33(33.7)
65(66.3)
Plus two or PCL
87
46(52.9)
41(47.1)
Bachelors and above
56
20(35.7)
36(64.3)
84
46(54.8)
38(45.2)
Job
129
44(34.1)
85(65.9)
Business
105
58(55.2)
47(44.8)
42
16(38.1)
26(61.9)
103
54(52.4)
49(47.6)
47
20(42.6)
27(57.4)
210
90(42.9)
120(57.1)
Q1
58
30(51.7)
28(48.3)
Q2
62
15(24.2)
47(75.8)
Q3
56
25(44.6)
31(55.4)
Q4
74
30(40.5)
44(59.5)
Q5
Source: Field Survey, 2018
Figure in parenthesis indicates in percentage
50
21(42.0)
29(58.0)
0.744
Age group
0.259
Education
Literate and less
0.004
Profession
Agriculture
Retired/others
0.002
Caste/ethnicity
Janajati
Dalit
Brahmin Chhetri/others
0.253
Annual Income (quintiles)
0.035
Among the 360 participants surveyed, it was found that 45 per cent expressed
agreement while 55 per cent expressed disagreement on the current premium rate. The results
show that 55.3 per cent of male and 53.6 per cent of female disagree that the same premium
for SHI for people with unequal distribution of income is fair. Based on their age, opinion
shows that 62.3 per cent of people with age below 25 years think that the current system of
similar premium is unfair. Similarly, majority of the graduate and SLC passed respondents
opine that equal premium is not fair while 65.9 per cent of respondents with jobs agree that
the premium should be based on the family income.
Asian Journal of Population Sciences [Volume 3, 15 January 2024, pp. 1-12]
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Social Health Insurance Policy of Nepal: Issue of Equity and Equality
Among the Dalit respondents, 57.4 per cent agree that an equal premium for families
with different income is not fair. Based on the family's income, there are five groups called
"quantiles." Most of the people having income level from second through fifth quantiles (Q2
to Q5) disagree with the current premium. However, 55.2 per cent of businessmen and 54.8
per cent of farmers agree that the current method of premium is fair. People in the first
quantile agree on that the premium is justifiable. Results show that 51 per cent respondents
having age between 36 and 45, 54.6 per cent respondents who are just literate, and Janajati
(52.4%) agree on that SHI premium is fair.
Among the six different groups of respondents, the chi square analysis shows that
education (p=0.004), profession (p=0.002), and annual income in quintiles (p=0.035) exhibit
statistically significant association with the perception of respondents. Conversely, gender
(p=0.744), age group (p=0.259), and caste and ethnicity (p=0.253) do not demonstrate a
significant association with the perception of respondents. The findings indicate perception of
individuals is mostly influenced by criteria such as income level, education and profession.
Table 4 presents self-reported perception on appropriateness of equal premium for various
economic class in Social Health Insurance, as influenced by insurance policy related factors.
Table 4
Perceptions among the respondent's insurance policy, knowledge, source of information
Socio-demographic Characteristics
Total
(N)
Perception on suitability of same premium in
different income class
Suitable
Not Suitable
n=164 (46%)
n=196 (54%)
Yes
35
19(54.3)
16(45.7)
No
325
145(44.6)
180(55.4)
Yes
80
35(43.8)
45(56.3)
No
280
129(46.1)
151(53.9)
Yes
139
73(52.5)
66(47.5)
No
221
91(41.2)
130(58.8)
Agriculture
insurance
policy
Yes
7
4(57.1)
3(42.9)
No
353
160(45.3)
193(54.7)
Commercial
health
insurance
Yes
17
8(47.1)
9(52.9)
No
343
156(45.5)
187(54.5)
Other
insurance
policy
Yes
35
20(57.1)
15(42.9)
No
325
144(44.3)
181(55.7)
Health Staffs
100
48(48.0)
52(52.0)
Media
190
99(52.1)
91(47.9)
Family/Friends/neigh
bour
69
17(24.6)
52(75.4)
Yes
310
144(46.5)
166(53.5)
No
50
20(40.0)
30(60.0)
Health related
Training
Life insurance
policy
Auto insurance
policy
Source of
information
about SHI
Knowledge
about SHI in
Kaski
p-value
0.275
0.713
0.035
0.534
0.899
0.147
0.0004
0.395
Source: Field Survey, 2018
Asian Journal of Population Sciences [Volume 3, 15 January 2024, pp. 1-12]
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Social Health Insurance Policy of Nepal: Issue of Equity and Equality
Out of 360 respondents, 54 per cent disagreed on equal social health insurance
premium for different economic classes. Most health, life, auto, agriculture, commercial, and
other insurance non-holders believed that equal premium were unsuitable for different
economic classes. Majority of respondents who were aware on SHIP in Kaski district through
health staff, family, and friends and those who knew and did not know about the
implementation of SHI in Kaski said the same premium rate is not justified.
However, most health-related training recipients, respondents without life insurance,
auto insurance, agriculture insurance, or other insurance agree that equal premium for all
families are appropriate. Similar type of opinion put forth by the respondents who were
informed about SHI through media.
Among the eight different groups of respondents, p value of chi square shows that
auto insurance policy (p=0.035) and source of information about SHI (p=0.0004) have the
significant association with the opinion of respondents. On the other hand, health related
training (p = 0.275), life insurance policy (p = 0.713), agriculture insurance policy (p =
0.534) commercial health insurance (p = 0.899), other insurance policy (p = 0.147), and
knowledge about SHI among respondents in Kaski district (p = 0.395) do not show a
significant association with the opinion of the respondents.
Discussion
Globally, the gap between the richest and poorest has reached extreme level, and is
growing rapidly. The richest one per cent of people in the world now have more wealth than
the rest of humanity, and in 2017 they received 82 per cent of the global increase in wealth.
In the same year, the poorest half of the world’s population did not grow at all (Oxfam,
2019). Inequality of wealth is also substantial in Nepal, and the wealth Gini is significantly
higher than the income Gini at 0.74 (per capita), underlining how money is trickling upwards
over time. The richest 10 per cent of Nepal’s population have more than 26 times as much
wealth of the poorest 40 per cent.
Economic inequality is the situation of unequal distribution of income and
opportunity between different groups in society (Cutler and Johnson, 2004). The concept of
social health insurance emerged during 1880s in Germany (Immergut, 1992) which spread
almost all countries over the period. Social health insurance is adopted by majority of the
countries in the world (Buttice, 2019).
Poverty and illness are nearly inseparable (Kristenson et al., 2004). The poorer the
socio-economic status, the worse prospects for health development (Rose and Hatzenbuehler,
2009). Poor living and working conditions impair health and shorten lives (Krieger et al.,
1997). Recent research suggests that health may also be affected by the distribution of
income within society (Ichiro and Kennedy, 1999). The relationship between health coverage
and income inequality is reciprocal (Hoffmann et al., 2018). If economic disparity in the
country increases, the access to health services of population decreases. A similar pattern of
result is obtained by a study in Nepal that people are willing to pay three times higher than
existing premium if there is quality health service (Acharya et al. 2018) which indicates that
people are ready to pay for the SHI as they have sufficient income for quality health services.
Those who are marginalized and deprived, economically poor should be fully supported by
state (Ranabhat et al, 2019).
The opinions of respondents reveal that until disparity in income exists, cost of health
insurance (health cost) has to be charged according to their income status. Ultimately,
inequality in health care brings inefficiency in the health sector. The conclusion of this study
is similar to the findings of the various studies like Alvarez and EI-Sayed (2017), Biggs et al.
(2010), De Vogli et al. (2005), Wilkinson and Pickett (2008), and Kondo et al. (2009). Due to
the inefficiency of the HIB, the coverage of the population is also not found satisfactory and
Asian Journal of Population Sciences [Volume 3, 15 January 2024, pp. 1-12]
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Social Health Insurance Policy of Nepal: Issue of Equity and Equality
the renewal rate is also not impressive (Ranabhat et al., 2020 and Sharma et al, 2021). The
study raised an issue of equity in the health sector which is directly associated with the
income and assets of the health service users. Majority of the respondents do not agree with
the current premium as it is not economically justifiable. Similar conclusion was drawn by
Acharya et al (2019) and stated that healthcare system needs to reform since it could not
reduce the gap of health-related disparities created by socio-political and economic system.
The issue raised by the study is strongly supported by Bhusal et al. (2021). The chi
square test examined the association between the opinion of respondents on equal premium
charged and their level of education, profession, and income level and found the association
significant. Similarly, different types of life and nonlife insurance policyholders' view
towards the amount of premium charged for the health insurance program has been found
significant.
CONCLUSIONS
The survey examines potential SHIP members' opinions on the existing premium rate.
The study received mixed opinions from respondents. Most respondents believe equal
premium to different economic classes of people is not justified. The association between
respondents' opinion and their level of education, their occupation, and income level has been
found significant. Similarly, health related training and knowledge of SHI also influence the
opinion on towards the existing equal premium structure different economic classes of
people.
Health Insurance Board needs to review the existing rate of premium and redesign
considering the affordability of the policyholders. Since majority of respondents suggested
applying the different rate of premium among the different economic class of people, Health
Insurance Board need to rethink the suggestions. Government of Nepal, being an ultimate
agency to approve the premium rate, should consider the views of potential members of the
SHIP. Theoretically, it is easy to take the decision to charge of the different premium based
on the economic capacity of the family, however it is not easy task to identify economic
status of the particular family and differentiate each family into the particular economic class.
Managerial Implication
The objective of universal health coverage is to provide the quality health service in
the affordable cost to all population. People enrol in health insurance program only if the
health cost is affordable otherwise the scheme does not attract economically poor segment of
the population, this study explores the view of the people about the existing SHIP premium
structure to different classes of people. The existing challenges of SHIP are low enrolment
rate and high dropout rate that may be addressed by lowering the existing premium rate to
poor. The conclusion of the study is existing premium structure need to be revised based on
economic status of family. If the premium structure is revised as per the suggestion, there is
the possibility of increase the new enrolment and decrease the drop out of existing members.
Income based premium provides justice to health services users and it supports to
redistribution of income and wealth through the health insurance mechanism which will be
instrumental to achieve the goal of "universal health coverage".
ACKNOWLEDGEMENTS
The study was supported by Pokhara University Research Centre in terms of Faculty
Research Grants. We are thankful to Shreejana Wagle for her support in course of the study.
DECLARATION
There is no conflict of interest of authors to the study.
Asian Journal of Population Sciences [Volume 3, 15 January 2024, pp. 1-12]
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Social Health Insurance Policy of Nepal: Issue of Equity and Equality
AUTHOR CONTRIBUTION
RG contributed on conception or design of the work, data collection, data analysis and
interpretation, drafting the article, final approval of the version to be published. JKS and DA
contributed to the design of the work, data analysis and interpretation, drafting the article,
final approval of the version to be published.
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