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RESEARCH Open Access
Can community action improve equity for
maternal health and how does it do so?
Research findings from Gujarat, India
Asha S. George1*
, Diwakar Mohan2
, Jaya Gupta2
, Amnesty E. LeFevre3
, Subhasri Balakrishnan4
, Rajani Ved5
and Renu Khanna6
Abstract
Background: Efforts to work with civil society to strengthen community participation and action for health are
particularly important in Gujarat, India, given that the state has resources and capacity, but faces challenges in ensuring
that services reach those most in need. To contribute to the knowledge base on accountability and maternal health,
this study examines the equity effects of community action for maternal health led by Non-Government Organizations
(NGOs) on facility deliveries. It then examines the underlying implementation processes with implications for
strengthening accountability of maternity care across three districts of Gujarat, India. Community action for maternal
health entailed NGOs a) working with community collectives to raise awareness about maternal health entitlements, b)
supporting community monitoring of outreach government services, and c) facilitating dialogue with government
providers and authorities with report cards based on community monitoring of maternal health.
Methods: The study combined qualitative data (project documents and 56 stakeholder interviews thematically
analyzed) with quantitative data (2395 women's self-reported receipt of information on entitlements and use of
services over 3 years of implementation monitored prospectively through household visits). Multivariable logistic
regression examined delivery care seeking and equity.
Results: In the marginalised districts, women reported substantial increases in receipt of information of entitlements
and utilization of antenatal and delivery care. In the marginalized and wealthier districts, a switch from private facilities
to public ones was observed for the most vulnerable. Supportive implementation factors included a) alignment among
NGO organizational missions, b) participatory development of project tools, c) repeated capacity building and d)
government interest in improving utilization and recognition of NGO contributions. Initial challenges included a)
confidence and turnover of volunteers, b) complexity of the monitoring tool and c) scepticism from both communities
and providers.
Conclusion: With capacity and trust building, NGOs supporting community based collectives to monitor health
services and engage with health providers and local authorities, over time overcame implementation challenges to
strengthen public sector services. These accountability efforts resulted in improvements in utilisation of public sector
services and a shift away from private care seeking, particularly for the marginalised.
Keywords: Care-seeking, Maternity care, Equity, Accountability, Community monitoring, Report cards, Public-private mix
* Correspondence: asgeorge@uwc.ac.za
1
School of Public Health, University of the Western Cape, Private Bag x17,
Bellville, Cape Town 7535, South Africa
Full list of author information is available at the end of the article
© The Author(s). 2018 Open Access This article is distributed under the terms of the Creative Commons Attribution 4.0
International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and
reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to
the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver
(http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated.
George et al. International Journal for Equity in Health (2018) 17:125
https://doi.org/10.1186/s12939-018-0838-5
Background
Community mobilization is essential in raising aware-
ness of health and health rights, as well as in changing
the social norms and inequalities that marginalize
women from affirming their health and rights [1]. Com-
munity participation is also a key factor underpinning
intersectoral action for health, central to addressing the
social determinants of health. Despite their instrumental
to health and development goals, communities are also
social forums vital to governing health systems. Commu-
nity health committees and score cards play key roles in
representing community perspectives, ensuring that
community voices are articulated, heard and responded
to, so that trust, mutual understanding and respect in
health care services can be restored [2, 3]. As a re-
sult, when coupled with support from outside resources
and actors across health system levels, they can also be
instrumental in realizing improvements in service deliv-
ery [4].
The World Health Organisation's endorsement of
community participation noted that the evidence under-
pinning its effects on maternity care seeking and health
equity is weak [5]. A systematic review found 22 com-
munity based efforts to promote awareness of women's
rights to maternal health often within a community ac-
countability framework [6]. However, out of these 22
projects, only four measured effects on care seeking [7–
10], and across these four studies the underlying imple-
mentation processes underpinning accountability inter-
ventions were not well described [5, 6, 11].
Several of the stronger case studies in the systematic
review are based in India, which has a rich history of
non-governmental organization (NGO) and community
engagement in health [10, 12–14]. NGOs are a key con-
stituency advising the National Health Mission's com-
munity strategies [15–17]. Feminist NGOs have a long
history in advocating for health policies and programs to
be more responsive to women's health needs and rights
[12, 18, 19]. NGOs also serve a strong role in providing
alternative models for service delivery based on Alma
Ata principles [20]. The People's Health Movement has
a strong membership in India and works closely with
NGOs and community based organizations in
advocating for the right to health. Community based or-
ganisations and mass organisations have supported so-
cial movements affirming women's rights to livelihoods
and health across the country.
With the aim of contributing to the knowledge base
on community participation in health in low and middle
income countries broadly [21] and more specifically on
how community action can improve care seeking and
service delivery of maternity services for marginalized
communities, this study examines an NGO led project
in Gujarat, India, identified in an earlier systematic re-
view [6] as warranting further evaluation. The study as-
sesses the effects of community action on access to
facility deliveries by marginalized groups across public
and private sectors. It also evaluates the implementation
processes that underpin community action and account-
ability for maternal health in Gujarat, India. The study
concurrently draws from qualitative and quantitative
data to triangulate data sources to address the aforemen-
tioned research aims.
Methods
Setting
Gujarat is considered a strong Indian state in terms of
administrative capacity and ranks high on economic de-
velopment. Yet its health indicators are lower than other
states that are less economically endowed. Significant
gaps in provision and quality of maternal health care ser-
vices exist in Gujarat [22] (Table 1). Efforts to work with
civil society to strengthen community participation and
action for health are particularly important given that
the state has resources and capacity, but faces challenges
in ensuring that services reach those most in need.
From 2012 to 2015, the NGO Society for Health Alter-
natives (SAHAJ), led the 'Community Action for Mater-
nal Health Project,' implemented in 45 villages with
approximately 108,000 people. The project worked in
two different contexts in Gujarat: Dahod and Panchma-
hal districts (remote, tribal populations) as compared to
Anand district (more urban and affluent). This
NGO-community partnership simultaneously addressed
demand and supply side constraints to poor utilization
and low quality of services by a) raising awareness of
Table 1 Key maternal and child health indicators for intervention districts, state and national levels
At least 4
ANC visits (%)
Institutional
Births (%)
Births assisted by a doctor/nurse/
LHV/ANM/other health personnel (%)
Children age 12–23 months
who have received BCG (%)
Children under 5 years who are
wasted (weight-for-height) (%)
Anand 78.5 92.6 93.8 99.1 21.7
Panchmahal 51.2 79.6 79.0 63.7 36.3
Dahod 39.2 84.3 82.3 65.3 24.9
Gujarat 70.6 88.7 87.3 87.9 26.4
India 51.2 78.9 81.4 91.9 21.0
Source: National Family Health Survey 4: 2015–2016
George et al. International Journal for Equity in Health (2018) 17:125 Page 2 of 11
maternal health entitlements, b) supporting community
monitoring of services, and c) facilitating dialogue with
health providers and other key stakeholders (Table 2).
Raising awareness
Community meetings first elicited local perceptions of
safe deliveries among women and providers, before de-
veloping a common understanding of essential services
and entitlements [10, 23]. Subsequent meetings imparted
information about these entitlements; raised awareness
about nutrition, antenatal checkups, high-risk symp-
toms, newborn care, immunization; and served as a
space to follow up on other health problems, such as tu-
berculosis [24]. The meetings also built community
ownership around village-level health issues and collect-
ive decision-making on who would follow up on actions
decided upon. In addition, monthly meetings were con-
vened by volunteers for additional problem solving re-
lated to the Public Distribution System, water, early
childhood care centers (Anganwadi), Below Poverty Line
cards, access to other entitlements, based on other find-
ings from community monitoring efforts [25].
In an effort to support birth preparedness, a poster,
called a Mahiti Patrika, was developed to provide infor-
mation regarding maternal health services and emer-
gency contact numbers of health providers [23]. This
poster was displayed on the exterior house walls of all
pregnant women visited. Volunteers reported that
women and families used the Mahiti Patrika to call the
numbers listed. NGO project documentation notes that,
in addition to dialing 108 (the emergency transport
number) for referral transport, pregnant women and
family members also used the information on the Mahiti
Patrika to follow up on immunization for their child
and to solicit help from health providers with deliveries,
including those that resulted in complications [25].
Another educational resource utilized was a pictorial
banner, called a Toran, to increase awareness among
women of the services provided through outreach ante-
natal care services. Project staff noted that the cartoons
initially used were not understood due to low literacy
levels. Instead, photographs were found to be more effect-
ive, particularly those that depicted local women and gov-
ernment health providers [25]. Medical officers found it
motivating to be depicted in the Toran and were reported
by NGO members to be more responsive after receiving
such positive publicity. NGO respondents also noted that
local political parties also used the Toran in their cam-
paigns (Interview 54).
Community monitoring and dialogue with health
authorities
The project also developed the Warli-Madi (Healthy
Mother) tool, a short pictorial checklist of maternal health
entitlements and services for community members to pro-
spectively track pregnant and postpartum receipt of key
services [23]. Trained volunteers visited households twice
with the tool, once during a woman's 8th month of preg-
nancy and again 10–20 days post-delivery [10]. The tool
was finalized in early November 2012 after seven months
of development and testing, building on women's own
perspectives of safe delivery and professional standards of
quality care and subsequently further simplified based on
a mid-term review assessment [23, 24].
SAHAJ took primary responsibility for collating data
from the monitoring tool into the report cards, investing
significant time in checking forms and liaising with ANA-
NDI and KSSS about the data. A color-coded system was
developed to denote whether levels of service receipt were
poor (red), average (yellow) or good (green). NGO staff
noted that over time seeing some of the indicators change
in color was highly motivating to community members
and health providers alike (Interviews 39–41).
Table 2 Community action for maternal health project aims and activities
Aim Specific Activities
1. Awareness of entitlements by pregnant
women and community
Focus group discussions and participatory methods with women's
groups to elicit local understanding and preferences for safe delivery
Community wide meetings and group-specific meetings.
Pictorial banner for group discussions (toran) and individual poster for
woman about entitlements (mahiti patrika)
2. Community monitoring of receipt and
delivery of services
Home visits with individual women at 8 months pregnancy and
postpartum using healthy mother tool (warli madi tool)
Monitoring of outreach antenatal services at Village Health and
Nutrition Day (VHND) (VHND tool)
Maternal death tracking to triangulate government tracking
3. Dialogue with stakeholders about gaps
identified
Development of report cards of Primary Health Centre (PHC)
functioning
Support of community members during the Maternal Death Review process
George et al. International Journal for Equity in Health (2018) 17:125 Page 3 of 11
In Dahod and Panchmahal districts, the local NGO
shared report card results at trainings with volunteers,
during women's collectives meetings and ward meetings.
Report cards were first shared with local health authorities
and medical officers in March 2013. Subsequently, med-
ical officers were interested in receiving primary health
center-wise report cards and discussed the results with
their staff [23]. Changes documented include the restart-
ing of services (increasing the number of outreach clinics
in hard to reach areas, initiating deliveries in a previously
defunct facility), repairs that improved the quality of the
service environment (fixing leaks and toilets), better rela-
tionships between community members and government
providers (health trainings by government providers for
women's collectives, invitation to NGO partners to attend
block level maternal death review meetings), and address-
ing inappropriate practices (kick-backs between female
community level providers and private providers, private
hospital not providing services as per the public-private
insurance scheme) [25, 26].
Methods
Qualitative data included project document review (an-
nual reports, presentations, other project material) and 56
interviews undertaken in 2015 with purposively sampled
community members (n = 22), health providers (n = 16),
health authorities (n = 8), and project personnel from
implementing NGOs (n = 10).
For the qualitative component, extensive consultations
were undertaken with the NGO to collect data from vil-
lages across districts that were categorized by the NGO as
having strong vs. weak implementation to ensure that di-
verse project experiences would be captured.
Semi-structured interview guides were reviewed with
implementing NGOs and piloted before being finalized
for use. Interviews were done by four data collectors. A
local research assistant, a foreign postgraduate student
with family in the region, and two more senior medical
doctors with extensive community medicine, civil society
and government experience. Interviews were carried out
in June–July 2015. Interviews were done in the language
the respondent was most comfortable with given that the
data collectors were fluent in Gujarati, Hindi and English.
While the NGO facilitated transport and introductions to
key project personnel and leaders in the villages, written
consent was obtained by the interviewers without involve-
ment of the NGO. Interviews were recorded electronically
if permission was given and detailed notes were taken irre-
spective of whether the interview was electronically re-
corded or not. After listening to the interviews, only those
that were the most rich across key stakeholders were
transcribed.
The research team developed and pilot tested a code
book. The final set of codes were derived from the
research aims, the interview guide and from the tran-
scripts following three overarching domains; project pro-
cesses, outcomes and context. We undertook thematic
analysis of interviews applying the codes to the interview
notes and transcripts from varied stakeholders at differ-
ent levels of the health system. Triangulation across pro-
ject documentation and interviews helped understand
project processes more fully. Peer review debriefing be-
tween the interviewers and key NGO staff helped im-
prove the quality of the data analysis. Research was
planned closely with local NGOs to ensure consideration
of the local context and accurate interpretation of
findings.
The design of the project was to empower women
through the collection, analysis and dissemination of
data at village level. Volunteers collected the data on
pregnant women prospectively through household
visits in their respective villages. Hence the data are not
based on any pre-determined sampling design and rep-
resent the efforts of volunteers to gather data from as
many women as possible. The data collected by the vol-
unteers was then collated and analyzed by the NGO,
with a view to sharing results back to the community.
For the quantitative data, we analyzed the available data
that had been collected by the volunteers through moni-
toring of pregnant and postpartum women (Dahod and
Panchmahal districts, n = 1145 pregnant and postpartum
women, Anand district n = 1250 pregnant and postpar-
tum women). The number of women was determined by
the capacity of the village health volunteers to track the
women and varied from village to village based on the
local volunteers' time availability and motivation. The re-
sults presented in the paper use the data collected by the
volunteers without any sampling modifications.
In analysing the household level data from the project
database, we restricted analysis of indicators to variables
in districts with the longest implementation, where defi-
nitions were unchanged, and data collection was consid-
ered reliable. Frequencies and proportions were used to
analyze the joint distribution of predictor variables (like
demographic and socioeconomic characteristics) and
care seeking variables including awareness of maternal
health entitlements, content of antenatal care and care
seeking for delivery care across years of implementation.
Multivariable logistic regression was focused on the
delivery care seeking variable, whether there were any
changes in the pattern of care seeking for delivery care
among the most vulnerable groups (Schedule Caste and
Schedule Tribes (SC/ST) compared to the less vulner-
able groups (General Caste (GC) and Other Backward
Castes (OBC)) over the duration of the project. Two in-
dicators for patterns in care seeking for delivery were
analyzed: a) proportion of all pregnant women using
health facilities for delivery care; b) proportion of
George et al. International Journal for Equity in Health (2018) 17:125 Page 4 of 11
women delivering at facilities who use government facil-
ities. Other explanatory variables include mother's edu-
cation, occupation, ownership of mamta card (maternal
and child health card) and type of family. Table 3 de-
scribes the different variables used in the regression
model. All the independent variables were fit using the
multivariable logistic regression model. To model the ef-
fect of time (program effect) on different groups of vul-
nerability, an interaction term of time and dimension of
vulnerability (by caste) was added to a logistic regression
model. All women were used for the outcome of facility
delivery, while the model for type of facility used for de-
livery was restricted to the women who reported deliver-
ing at a facility
probability of outcome yð Þ ¼ b0 þ b1vulnerability
þb2time þ b3timeÃ
vulnerability
þb4 Other explnatory variablesð Þ
Clustering of responses at the village level was
accounted for by the use of robust variance estimators
based on a first-order Taylor series linear approximation.
The adjusted prevalence of the outcome indicators for
Dahod and Panchmahal over the period of the project
are presented graphically with 95% confidence intervals.
For Anand, the interaction models did not achieve con-
vergence and hence the proportions are presented.
Results
We first report findings from the prospective household
tracking tool detailing project outcomes related to
awareness of entitlements and access to facility deliver-
ies. We then report stakeholder perceptions of key im-
plementation features and processes including NGO
organizational mission and alignment, extensive capacity
building, receptiveness of state actors in terms of ac-
knowledgement and accountability.
Project outcomes
Awareness of entitlements
Substantial gains were made in pregnant and postpartum
women reporting receipt of information from govern-
ment providers about key maternal health entitlements
to government schemes relevant to their health needs
and rights in Dahod and Panchmahal, the more margin-
alised districts (Fig. 1).
Medical officers and health administrators concurred
that project activities had increased awareness of mater-
nal health "they [women] had no idea before" (Inter-
view13). Interviews with women beneficiaries were more
nuanced. Some women struggled to articulate rights or
accountability as concepts (Interview 14), while others
detailed that pregnant women should have good diets,
access to entitlements and have safe deliveries at
well-equipped PHCs (Interview 5). Although some
women could not list project specifics (eg. that a tool
was filled) (Interview6), most recalled a household visit
from a local volunteer.
As mentioned earlier, not all volunteers interviewed
were familiar with the report card. However, some did re-
port seeing it and one volunteer noted how the report
card indicated change in services provided by PHCs.
While community health providers (Accredited Social
Health Activists (ASHAs) and Anganwadi workers
(AWWs)) interviewed by the study did not recall the re-
port card (Interview 3; 15), facility-based providers did re-
port reviewing it with NGO staff (Interview 12). Medical
officers reported that they found the information useful
(Interview 10, 22, 36). Only one district authority reported
skepticism about the data asking, "how do they do their
survey, [there is] no one from our system." (Interview 49).
Access to services
A key outcome of the dialogues facilitated by NGOs based
on community monitoring and mobilization was the
restarting of services previously suspended. Not only were
outreach ANC clinics restarted, but weekly antenatal clinics
at facilities were also reported to become more consistent
due to the more regular attendance of government pro-
viders [25], leading to improved utilization (Fig. 2, Table 4).
Medical officers viewed project volunteers as instrumental
in improving demand at immunization camps and for facil-
ity delivery (Interview 22, 36).
The results of multivariable logistic regression to
model factors associated with delivery care at a facility
Table 3 Variables used in multivariable regression
Variables used in multivariable
logistic regression
Categories
Facility delivery Delivered at a facility
Delivered at home or
on the way
Type of facility Government/public facility
Private facility
Mother's education No schooling
Primary
Secondary or higher
Mother's occupation Not employed
Employed
Ownership of mamta card
(maternal and child health card)
No Mamta card
Have Mamta card
Type of families Joint
Nuclear
Time Year 2013
Year 2014
Year 2015
Vulnerability Least vulnerable - General
Caste and Other Backward Castes
Most vulnerable - Schedule Caste
and Schedule Tribes
George et al. International Journal for Equity in Health (2018) 17:125 Page 5 of 11
and use of a private facility for delivery care are pre-
sented in Table 3. Women with a Mamta card, be-
longing to a nuclear family, and educated to primary
and/or secondary school of higher, were more likely
to report delivering at a facility. With regards to the
public private split, educated and employed women
were less likely to deliver at government or public fa-
cilities compared to uneducated and unemployed
women. Women with a Mamta card more likely to
report delivering at government or public facilities
than those without. The regression models were used
to predict adjusted marginal proportions for the out-
come variables.
With regards to facility deliveries, the proportion of
women delivering at facilities increased overtime (33%
to 53%) in Dahod and Panchmahal, the more marginal-
ized districts. While the overall increase in facility de-
liveries did not have equity effects, the change in type
of facility did. The proportion of women delivering in
government vs. private facilities increased for the most
vulnerable group and decreased for the least vulnerable
group (Fig. 3). In Anand district, access to ANC and fa-
cility deliveries was already very high at the beginning
of the project. Within a year of the project, the location
of facility deliveries changed towards favoring govern-
ment centers, particularly for vulnerable populations
(Fig. 4).
Project processes
Organizational mission and alignment
The community action for maternal health project led by
SAHAJ facilitated implementation of project activities
through three community-based organizations: Area Net-
working and Development Intitiatives (ANANDI), Tribhu-
vandas Foundation (TF) and Kairo Social Service Society
(KSSS) and their corresponding community platforms
(women's collectives, self-help groups, village develop-
ment committees and dairy cooperatives) (Fig. 5). The
varying mission and history of these four partners affected
their involvement and the outcomes. NGO staff from all
partners indicated that they were motivated to work on
the project, because they recognized limits in their prior
Fig. 1 Frequency of receipt of information on entitlements to government programs in community monitoring data, Dahod and Panchmahal districts,
Dec 2012-Oct 2015, N = 1145
Fig. 2 Receipt of ANC services by pregnant women in community monitoring data, Dahod and Panchmahal districts, Dec 2012-Oct 2015, N = 1145
George et al. International Journal for Equity in Health (2018) 17:125 Page 6 of 11
efforts to address the needs of marginalized pregnant
women (Interviews 40,41). Nonetheless, one NGO saw it-
self primarily as a service delivery organization. Their dis-
comfort with confronting government with which they
had previously built a good relationship was part of the
reason why they withdrew from project (Interview 54). In
contrast, the mandate of the other NGOs was to empower
collectives of poor and marginalized women and build
capacity for rights-based approaches. In particular, volun-
teers drawn from ANANDI with their history of support-
ing women's collectives, reported more confidence and
required less capacity building than volunteers from the
other NGOs. In addition, while all partners experienced a
high turnover in volunteers, NGO staff felt that the ANA-
NDI women's collectives were more able to sustain con-
tinuity of project activities (Interview 54).
Table 4 Multivariable logistic regression of facility delivery ad type of facility for delivery care
Facility delivery (n = 1235) Government facility delivery (among those who delivered at a facility) (n = 542)
Odds ratios p 95% CI Odds ratios p 95% CI
Year
2013 1.0 . 1.0 1.0 1.0 . 1.0 1.0
2014 1.7 0.05 1.0 3.0 0.4 0.10 0.2 1.2
2015 1.5 0.25 0.8 2.9 0.3* 0.02* 0.1* 0.8*
Social group
Least vulnerable 1.0 . 1.0 1.0 1.0 . 1.0 1.0
Most vulnerable 0.7 0.24 0.4 1.2 1.4 0.48 0.6 3.5
Year group interaction
2014 # Most vulnerable 0.7 0.37 0.4 1.5 3.0* 0.05* 1.0* 8.7*
2015 # Most vulnerable 0.9 0.66 0.4 1.7 9.2*** 0.00*** 2.9*** 29.3***
Possession of mamta card
No Mamta card 1.0 . 1.0 1.0 1.0 . 1.0 1.0
Have Mamta card 1.8*** 0.00*** 1.4*** 2.4*** 2.4* 0.02* 1.1* 5.0*
Woman's occupation
Not employed 1.0 . 1.0 1.0 1.0 . 1.0 1.0
Employed 0.8 0.10 0.6 1.0 0.7* 0.02* 0.5* 0.9*
Type of family
Joint 1.0 . 1.0 1.0 1.0 . 1.0 1.0
Nuclear 1.5*** 0.00*** 1.2*** 1.9*** 0.8 0.42 0.5 1.3
Woman's education
No schooling 1.0 . 1.0 1.0 1.0 . 1.0 1.0
Primary 1.9*** 0.00*** 1.5*** 2.5*** 0.5** 0.00** 0.4** 0.8**
Secondary or higher 3.3*** 0.00*** 2.1*** 5.1*** 0.6* 0.04* 0.4* 1.0*
* 0.05 ** 0.01 *** 0.001
Fig. 3 Extent and location of facility deliveries for the least vs. most vulnerable (SC/ST) from year 1 to year 3 adjusted for socio-demographic
variables in community monitoring data, Dahod and Panchmahal districts, Dec 2012-Oct 2015, N = 1145
George et al. International Journal for Equity in Health (2018) 17:125 Page 7 of 11
Extensive capacity building
Significant time was spent training volunteers on how to
use the tool. Volunteers collecting data with the tool re-
ported initially finding the work challenging due to
self-doubt, asking, "how will I give information, how will
I fill the tool?" (Interview21). In addition, volunteers re-
ported that they had to overcome skepticism about the
purpose of the tool and the information they were meant
to convey, as some families perceived volunteers to be
paid for collecting the information, that they would re-
ceive benefits after helping volunteers complete the tool
or that volunteers would steal the benefits linked to the
tool (Interview 30).
An underlying assumption behind developing the tool
was that it should serve as more than just a monitoring
mechanism. The home visits and dialogues facilitated
while filling out the tool were meant to raise awareness
among women and families. In practice, volunteers and
project staff were very concerned with the completion of
the tool and the quality of the data within it (Interview
7, 54). Interviews with pregnant women did not reveal
familiarity with the monitoring tool (Interview 5) and
project volunteers mainly reported sending the informa-
tion to NGO staff for processing (Interview 30). Know-
ledge about the report card and use of data for health
system engagement was variable among women and
project volunteers (Interview14). Some volunteers had
extensive knowledge (Interview 53) whereas others con-
fused the report card with a malnutrition chart (Inter-
view 7). However, women, project volunteers and NGO
staff all concurred that broader awareness of maternal
health services and entitlements was raised through this
process, even if women did not recognize the specifics
of the monitoring tool itself and project volunteers were
not involved in compiling or generating the report cards
(Interview 21, 33, 40).
Reflecting on the tool, NGO staff reported that devel-
oping the tool in a participatory manner was essential
for local ownership. Nonetheless, none of the NGO staff
had anticipated the extent of time and capacity building
that the tool absorbed (Interview 41, 54). This was an-
other reason why TF withdrew from the project
Fig. 4 Location of facility deliveries for the least vs. most vulnerable (SC/ST) from year 2 to year 3 in community monitoring data, Anand districts,
Jan 2014-Oct 2015, N = 1250
Fig. 5 Community action for maternal health implementing organizations and structures
George et al. International Journal for Equity in Health (2018) 17:125 Page 8 of 11
(Interview 54). In terms of next steps, NGO staff felt
that further work was needed for the tool to be owned
by women and communities more directly. Currently,
NGOs process the information in the tool and lead the
dialogue with health providers and authorities. NGO
staff perceived that a shorter tool that allows women to
self-identify services not being provided and to facilitate
change using the appropriate contact information given,
may enable further empowerment and local ownership
(Interview 39,41).
Acknowledgement and accountability
The NGOs involved were valued for instrumental rea-
sons by health authorities at both the district and block
level, as they were working to "understand what public
expectations are and what government services are avail-
able" (Interview 45). Anand district-level authorities
mentioned periodically receiving monitoring results
from the NGOs and noted that having extra hands to
work on the ground helped (Interview 45). At the same
time, the research team when interviewing community
level, female government providers, felt notable tension.
This was attributed in the debriefing to the NGOs moni-
toring their performance and advocating for greater re-
sponsiveness from these community level providers.
While valuing the NGOs for improving health awareness
and utilization, district and block health authorities did
not see the need for accountability to communities
(Interview 46). Their prime concern was NGO aid and
support. When discussing ideas for future plans, they
mainly suggested a focus on awareness (Interview 45) or
geographic expansion and coverage of more marginal-
ized populations (Interview12). In contrast, state health
authorities more directly discussed the need for commu-
nity accountability, indicating that community monitor-
ing experiences from other states had shown a role in
improving health care services, particularly if led by in-
dependent NGOs (Interview 51,52).
Discussion
NGO facilitated community-based action addressed de-
mand and supply side constraints to care seeking for
maternity services through three key strategies: raising
awareness, community monitoring, and dialogue with
government health providers and authorities based on
report cards. Supportive implementation factors in-
cluded alignment with organizational mission, participa-
tory development of project tools, repeated investment
in capacity building, NGO facilitation of community
monitoring and dialogue with authorities, government
interest in improving utilization and NGO legitimacy
due to their contributions. Initial challenges included
confidence and turnover of volunteers, complexity of the
monitoring tool and scepticism from both communities
and providers. While not all women were monitored by
volunteers and the extent of community involvement in
the monitoring and dialogue with government providers
and authorities was not as broad as originally planned,
ongoing facilitation of community action by NGOs did
accomplish important gains in terms of health awareness
and utilization of services, particularly for the most mar-
ginalized. Even among the wealthier and urban district,
there was a switch from private to public deliveries for
the most vulnerable.
While evaluations have demonstrated the impact of
similar initiatives on care seeking and mortality [7], few
have evaluated equity impacts or changes in care seeking
across public and private sectors. In another state in
India, providing information on entitlements without
additional community action improved care seeking
but failed to change health inequities in such care seek-
ing [8]. Our results not only show improvements in
Dahod and Panchmahal districts where care seeking was
previously very low, but also significant changes in the
public private mix in care seeking in Anand district,
where care seeking was previously high.
Before further expansion, greater investment is re-
quired to strengthen the support systems and capacity
building required to ensure that more women in tar-
geted communities are reached and that sufficient
capacity among community groups and NGO staff ex-
ists. Changing the internalized social norms that
marginalize disadvantaged women takes time but can
yield deep dividends [12, 13]. Alignment with NGOs
that have extensive experience in selected communi-
ties [27, 28] and that have an organizational ethos
aligned with community action and accountability ini-
tiatives is critical for fostering relationships of trust,
reach, credibility and constructive dialogue needed for
the project [12].
The NGOs involved felt that the monitoring tools could
be further simplified to enable volunteers to analyze the
data collected and engage more directly with the dialogue
processes. Significant time was spent on training, review-
ing and revising the monitoring tools. While the use of re-
port cards that visibly tracked change brought legitimacy
to NGO and community demands, rather than attribute
this purely to the objectification of data and tools, the so-
cial processes underpinning such change needs further
examination [29]. The project assessment also revealed
nuances in levels of community engagement with the pro-
ject. While the project focused on community action, this
was primarily driven by the local NGO and the commu-
nity volunteers. How extensively does the broader com-
munity need to be engaged to deliver improvements in
care seeking [30]? How does this vary by type of commu-
nity intervention (information dissemination alone vs par-
ticipatory action initiatives) and nature of platform
George et al. International Journal for Equity in Health (2018) 17:125 Page 9 of 11
(women's collectives, health committees, self-help
groups)? Should initiatives to improve government service
delivery and potentially monitor the private sector rely
women from marginalized communities volunteering
their time? While there is a consciousness that it is unfair
for health systems to rely on unpaid female community
volunteers [31, 32], similar introspection has yet to cross
over into the social accountability field.
Constant dialogue is needed with government providers
and authorities [33, 34]. Tensions particularly with front-
line providers whose performance is being monitored and
called into question needs to be negotiated so that, leaving
aside egregious errors, the structural constraints that in-
hibit service delivery and its quality is addressed [35, 36].
Community and NGO initiatives in monitoring access to
services with the express intent of addressing marginalized
women's needs and entitlements proved to be an import-
ant starting point for dialogue with providers on how to
improve service delivery. Acknowledgement and cooper-
ation across health system levels from government health
providers to higher level authorities is critical for these di-
alogues to translate into effective action [34, 37, 38]. While
stakeholders may come from different starting points,
building a common understanding and momentum for
change is critical [28, 39].
The study relied on prospective project monitoring data
that did not completely cover all pregnant women in the
project area, although it did cover women living in more
marginalized areas. Data contrasting comparison and
intervention areas from government information systems
could be used if project villages aligned with government
administrative areas more closely. While qualitative inter-
views were undertaken with project stakeholders across
health system levels, those at community level were chal-
lenging to undertake. More participatory approaches to
gauging community perceptions and priorities require
more time, but may have been more revealing.
Conclusion
Over three years, NGOs supported community action for
maternal health, investing significant capacity building
and facilitation to foster improved mutual understanding,
trust and collaboration across disparate actors across vari-
ous levels of the health system in rural and urban Gujarat,
India. Despite the challenges faced, the project contrib-
uted to increased awareness of maternal health entitle-
ments, increased utilisation of antenatal and of
government facilities for institutional deliveries particu-
larly among the marginalized, and improved accountabil-
ity of services. Over time, with flexible resources and
iterative adaptations and learning, capacity can be devel-
oped in community-based organizations and platforms to
monitor health services and engage with front level pro-
viders, with important results for utilization and equity.
Abbreviations
ANANDI: Area Networking and Development Intitiatives; ASHAs: Accredited
Social Health Activists; AWWs: Angan wadi workers; GC: General Caste;
KSSS: Kairo Social Service Society; NGOs: Non-Government Organizations;
OBC: Other Backward Castes; SAHAJ: Society for Health Alternatives; SC/
ST: Schedule Caste and Schedule Tribes; TF: Tribhuvandas Foundation;
VHND: Village Health and Nutrition Day
Acknowledgements
We thank the study respondents for their invaluable time and patience. The
NGO leadership and interest in monitoring, learning and evaluation with
external counterparts are what drove the evaluation.
Funding
We thank the the Health Finance and Governance Project (HFG) Project,
funded by the United States Agency for International Development (USAID)
under Cooperative Agreement No. AID-OAA-A-12-00080, and the MacArthur
Foundation for co-funding the evaluation. Asha George is supported by the
South African Research Chair's Initiative of the Department of Science and
Technology and National Research Foundation of South Africa (Grant No
82769). Any opinion, finding and conclusion or recommendation expressed
in this material is that of the authors and do not necessarily reflect the views
of USAID, the United States government, or the NRF and the NRF does not
accept any liability in this regard.
Availability of data and materials
The datasets used and/or analysed during the current study are available
from the corresponding author on reasonable request.
Authors' contributions
AG led the study, drafted and finalized the journal submission. DM and AL
undertook quantitative data analysis. JG, RV and SB undertook qualitative
interviews and report writing. RK provided key contextual information
guiding data collection and data analysis. All authors reviewed study
instruments, reviewed analysis and the final manuscript.
Ethics approval and consent to participate
Informed consent was obtained for all study participants and government
permission received prior to data collection. IRB clearance was also obtained at
Johns Hopkins University and the Indian Institute for Health Management Research.
Consent for publication
Individual level data is not published in this manuscript.
Competing interests
The authors declare that they have no competing interests.
Publisher’s Note
Springer Nature remains neutral with regard to jurisdictional claims in
published maps and institutional affiliations.
Author details
1
School of Public Health, University of the Western Cape, Private Bag x17,
Bellville, Cape Town 7535, South Africa. 2
School of Public Health, Johns
Hopkins University, 615 North Wolfe Street, Baltimore, MD 21205, USA.
3
Faculty of Health Sciences, University of Cape Town, Barnard Fuller Building,
Anzio Road, Observatory, Cape Town 7935, South Africa. 4
Common Health,
Rural Women’s Social Education Centre RUWSEC, 61, Karumarapakkam
Village, Veerapuram Post, Thirukazhukundram, Kancheepuram, Tamil Nadu
603109, India. 5
Independent Consultant, New Delhi, India. 6
SAHAJ, 13
Krishana Society, Haribhakt Lane, Old Padra Road, Vadodara, Gujarat 390015,
India.
Received: 21 December 2017 Accepted: 8 August 2018
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Can community action improve equity for maternal health and how does it do so

  • 1. RESEARCH Open Access Can community action improve equity for maternal health and how does it do so? Research findings from Gujarat, India Asha S. George1* , Diwakar Mohan2 , Jaya Gupta2 , Amnesty E. LeFevre3 , Subhasri Balakrishnan4 , Rajani Ved5 and Renu Khanna6 Abstract Background: Efforts to work with civil society to strengthen community participation and action for health are particularly important in Gujarat, India, given that the state has resources and capacity, but faces challenges in ensuring that services reach those most in need. To contribute to the knowledge base on accountability and maternal health, this study examines the equity effects of community action for maternal health led by Non-Government Organizations (NGOs) on facility deliveries. It then examines the underlying implementation processes with implications for strengthening accountability of maternity care across three districts of Gujarat, India. Community action for maternal health entailed NGOs a) working with community collectives to raise awareness about maternal health entitlements, b) supporting community monitoring of outreach government services, and c) facilitating dialogue with government providers and authorities with report cards based on community monitoring of maternal health. Methods: The study combined qualitative data (project documents and 56 stakeholder interviews thematically analyzed) with quantitative data (2395 women's self-reported receipt of information on entitlements and use of services over 3 years of implementation monitored prospectively through household visits). Multivariable logistic regression examined delivery care seeking and equity. Results: In the marginalised districts, women reported substantial increases in receipt of information of entitlements and utilization of antenatal and delivery care. In the marginalized and wealthier districts, a switch from private facilities to public ones was observed for the most vulnerable. Supportive implementation factors included a) alignment among NGO organizational missions, b) participatory development of project tools, c) repeated capacity building and d) government interest in improving utilization and recognition of NGO contributions. Initial challenges included a) confidence and turnover of volunteers, b) complexity of the monitoring tool and c) scepticism from both communities and providers. Conclusion: With capacity and trust building, NGOs supporting community based collectives to monitor health services and engage with health providers and local authorities, over time overcame implementation challenges to strengthen public sector services. These accountability efforts resulted in improvements in utilisation of public sector services and a shift away from private care seeking, particularly for the marginalised. Keywords: Care-seeking, Maternity care, Equity, Accountability, Community monitoring, Report cards, Public-private mix * Correspondence: asgeorge@uwc.ac.za 1 School of Public Health, University of the Western Cape, Private Bag x17, Bellville, Cape Town 7535, South Africa Full list of author information is available at the end of the article © The Author(s). 2018 Open Access This article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. George et al. International Journal for Equity in Health (2018) 17:125 https://doi.org/10.1186/s12939-018-0838-5
  • 2. Background Community mobilization is essential in raising aware- ness of health and health rights, as well as in changing the social norms and inequalities that marginalize women from affirming their health and rights [1]. Com- munity participation is also a key factor underpinning intersectoral action for health, central to addressing the social determinants of health. Despite their instrumental to health and development goals, communities are also social forums vital to governing health systems. Commu- nity health committees and score cards play key roles in representing community perspectives, ensuring that community voices are articulated, heard and responded to, so that trust, mutual understanding and respect in health care services can be restored [2, 3]. As a re- sult, when coupled with support from outside resources and actors across health system levels, they can also be instrumental in realizing improvements in service deliv- ery [4]. The World Health Organisation's endorsement of community participation noted that the evidence under- pinning its effects on maternity care seeking and health equity is weak [5]. A systematic review found 22 com- munity based efforts to promote awareness of women's rights to maternal health often within a community ac- countability framework [6]. However, out of these 22 projects, only four measured effects on care seeking [7– 10], and across these four studies the underlying imple- mentation processes underpinning accountability inter- ventions were not well described [5, 6, 11]. Several of the stronger case studies in the systematic review are based in India, which has a rich history of non-governmental organization (NGO) and community engagement in health [10, 12–14]. NGOs are a key con- stituency advising the National Health Mission's com- munity strategies [15–17]. Feminist NGOs have a long history in advocating for health policies and programs to be more responsive to women's health needs and rights [12, 18, 19]. NGOs also serve a strong role in providing alternative models for service delivery based on Alma Ata principles [20]. The People's Health Movement has a strong membership in India and works closely with NGOs and community based organizations in advocating for the right to health. Community based or- ganisations and mass organisations have supported so- cial movements affirming women's rights to livelihoods and health across the country. With the aim of contributing to the knowledge base on community participation in health in low and middle income countries broadly [21] and more specifically on how community action can improve care seeking and service delivery of maternity services for marginalized communities, this study examines an NGO led project in Gujarat, India, identified in an earlier systematic re- view [6] as warranting further evaluation. The study as- sesses the effects of community action on access to facility deliveries by marginalized groups across public and private sectors. It also evaluates the implementation processes that underpin community action and account- ability for maternal health in Gujarat, India. The study concurrently draws from qualitative and quantitative data to triangulate data sources to address the aforemen- tioned research aims. Methods Setting Gujarat is considered a strong Indian state in terms of administrative capacity and ranks high on economic de- velopment. Yet its health indicators are lower than other states that are less economically endowed. Significant gaps in provision and quality of maternal health care ser- vices exist in Gujarat [22] (Table 1). Efforts to work with civil society to strengthen community participation and action for health are particularly important given that the state has resources and capacity, but faces challenges in ensuring that services reach those most in need. From 2012 to 2015, the NGO Society for Health Alter- natives (SAHAJ), led the 'Community Action for Mater- nal Health Project,' implemented in 45 villages with approximately 108,000 people. The project worked in two different contexts in Gujarat: Dahod and Panchma- hal districts (remote, tribal populations) as compared to Anand district (more urban and affluent). This NGO-community partnership simultaneously addressed demand and supply side constraints to poor utilization and low quality of services by a) raising awareness of Table 1 Key maternal and child health indicators for intervention districts, state and national levels At least 4 ANC visits (%) Institutional Births (%) Births assisted by a doctor/nurse/ LHV/ANM/other health personnel (%) Children age 12–23 months who have received BCG (%) Children under 5 years who are wasted (weight-for-height) (%) Anand 78.5 92.6 93.8 99.1 21.7 Panchmahal 51.2 79.6 79.0 63.7 36.3 Dahod 39.2 84.3 82.3 65.3 24.9 Gujarat 70.6 88.7 87.3 87.9 26.4 India 51.2 78.9 81.4 91.9 21.0 Source: National Family Health Survey 4: 2015–2016 George et al. International Journal for Equity in Health (2018) 17:125 Page 2 of 11
  • 3. maternal health entitlements, b) supporting community monitoring of services, and c) facilitating dialogue with health providers and other key stakeholders (Table 2). Raising awareness Community meetings first elicited local perceptions of safe deliveries among women and providers, before de- veloping a common understanding of essential services and entitlements [10, 23]. Subsequent meetings imparted information about these entitlements; raised awareness about nutrition, antenatal checkups, high-risk symp- toms, newborn care, immunization; and served as a space to follow up on other health problems, such as tu- berculosis [24]. The meetings also built community ownership around village-level health issues and collect- ive decision-making on who would follow up on actions decided upon. In addition, monthly meetings were con- vened by volunteers for additional problem solving re- lated to the Public Distribution System, water, early childhood care centers (Anganwadi), Below Poverty Line cards, access to other entitlements, based on other find- ings from community monitoring efforts [25]. In an effort to support birth preparedness, a poster, called a Mahiti Patrika, was developed to provide infor- mation regarding maternal health services and emer- gency contact numbers of health providers [23]. This poster was displayed on the exterior house walls of all pregnant women visited. Volunteers reported that women and families used the Mahiti Patrika to call the numbers listed. NGO project documentation notes that, in addition to dialing 108 (the emergency transport number) for referral transport, pregnant women and family members also used the information on the Mahiti Patrika to follow up on immunization for their child and to solicit help from health providers with deliveries, including those that resulted in complications [25]. Another educational resource utilized was a pictorial banner, called a Toran, to increase awareness among women of the services provided through outreach ante- natal care services. Project staff noted that the cartoons initially used were not understood due to low literacy levels. Instead, photographs were found to be more effect- ive, particularly those that depicted local women and gov- ernment health providers [25]. Medical officers found it motivating to be depicted in the Toran and were reported by NGO members to be more responsive after receiving such positive publicity. NGO respondents also noted that local political parties also used the Toran in their cam- paigns (Interview 54). Community monitoring and dialogue with health authorities The project also developed the Warli-Madi (Healthy Mother) tool, a short pictorial checklist of maternal health entitlements and services for community members to pro- spectively track pregnant and postpartum receipt of key services [23]. Trained volunteers visited households twice with the tool, once during a woman's 8th month of preg- nancy and again 10–20 days post-delivery [10]. The tool was finalized in early November 2012 after seven months of development and testing, building on women's own perspectives of safe delivery and professional standards of quality care and subsequently further simplified based on a mid-term review assessment [23, 24]. SAHAJ took primary responsibility for collating data from the monitoring tool into the report cards, investing significant time in checking forms and liaising with ANA- NDI and KSSS about the data. A color-coded system was developed to denote whether levels of service receipt were poor (red), average (yellow) or good (green). NGO staff noted that over time seeing some of the indicators change in color was highly motivating to community members and health providers alike (Interviews 39–41). Table 2 Community action for maternal health project aims and activities Aim Specific Activities 1. Awareness of entitlements by pregnant women and community Focus group discussions and participatory methods with women's groups to elicit local understanding and preferences for safe delivery Community wide meetings and group-specific meetings. Pictorial banner for group discussions (toran) and individual poster for woman about entitlements (mahiti patrika) 2. Community monitoring of receipt and delivery of services Home visits with individual women at 8 months pregnancy and postpartum using healthy mother tool (warli madi tool) Monitoring of outreach antenatal services at Village Health and Nutrition Day (VHND) (VHND tool) Maternal death tracking to triangulate government tracking 3. Dialogue with stakeholders about gaps identified Development of report cards of Primary Health Centre (PHC) functioning Support of community members during the Maternal Death Review process George et al. International Journal for Equity in Health (2018) 17:125 Page 3 of 11
  • 4. In Dahod and Panchmahal districts, the local NGO shared report card results at trainings with volunteers, during women's collectives meetings and ward meetings. Report cards were first shared with local health authorities and medical officers in March 2013. Subsequently, med- ical officers were interested in receiving primary health center-wise report cards and discussed the results with their staff [23]. Changes documented include the restart- ing of services (increasing the number of outreach clinics in hard to reach areas, initiating deliveries in a previously defunct facility), repairs that improved the quality of the service environment (fixing leaks and toilets), better rela- tionships between community members and government providers (health trainings by government providers for women's collectives, invitation to NGO partners to attend block level maternal death review meetings), and address- ing inappropriate practices (kick-backs between female community level providers and private providers, private hospital not providing services as per the public-private insurance scheme) [25, 26]. Methods Qualitative data included project document review (an- nual reports, presentations, other project material) and 56 interviews undertaken in 2015 with purposively sampled community members (n = 22), health providers (n = 16), health authorities (n = 8), and project personnel from implementing NGOs (n = 10). For the qualitative component, extensive consultations were undertaken with the NGO to collect data from vil- lages across districts that were categorized by the NGO as having strong vs. weak implementation to ensure that di- verse project experiences would be captured. Semi-structured interview guides were reviewed with implementing NGOs and piloted before being finalized for use. Interviews were done by four data collectors. A local research assistant, a foreign postgraduate student with family in the region, and two more senior medical doctors with extensive community medicine, civil society and government experience. Interviews were carried out in June–July 2015. Interviews were done in the language the respondent was most comfortable with given that the data collectors were fluent in Gujarati, Hindi and English. While the NGO facilitated transport and introductions to key project personnel and leaders in the villages, written consent was obtained by the interviewers without involve- ment of the NGO. Interviews were recorded electronically if permission was given and detailed notes were taken irre- spective of whether the interview was electronically re- corded or not. After listening to the interviews, only those that were the most rich across key stakeholders were transcribed. The research team developed and pilot tested a code book. The final set of codes were derived from the research aims, the interview guide and from the tran- scripts following three overarching domains; project pro- cesses, outcomes and context. We undertook thematic analysis of interviews applying the codes to the interview notes and transcripts from varied stakeholders at differ- ent levels of the health system. Triangulation across pro- ject documentation and interviews helped understand project processes more fully. Peer review debriefing be- tween the interviewers and key NGO staff helped im- prove the quality of the data analysis. Research was planned closely with local NGOs to ensure consideration of the local context and accurate interpretation of findings. The design of the project was to empower women through the collection, analysis and dissemination of data at village level. Volunteers collected the data on pregnant women prospectively through household visits in their respective villages. Hence the data are not based on any pre-determined sampling design and rep- resent the efforts of volunteers to gather data from as many women as possible. The data collected by the vol- unteers was then collated and analyzed by the NGO, with a view to sharing results back to the community. For the quantitative data, we analyzed the available data that had been collected by the volunteers through moni- toring of pregnant and postpartum women (Dahod and Panchmahal districts, n = 1145 pregnant and postpartum women, Anand district n = 1250 pregnant and postpar- tum women). The number of women was determined by the capacity of the village health volunteers to track the women and varied from village to village based on the local volunteers' time availability and motivation. The re- sults presented in the paper use the data collected by the volunteers without any sampling modifications. In analysing the household level data from the project database, we restricted analysis of indicators to variables in districts with the longest implementation, where defi- nitions were unchanged, and data collection was consid- ered reliable. Frequencies and proportions were used to analyze the joint distribution of predictor variables (like demographic and socioeconomic characteristics) and care seeking variables including awareness of maternal health entitlements, content of antenatal care and care seeking for delivery care across years of implementation. Multivariable logistic regression was focused on the delivery care seeking variable, whether there were any changes in the pattern of care seeking for delivery care among the most vulnerable groups (Schedule Caste and Schedule Tribes (SC/ST) compared to the less vulner- able groups (General Caste (GC) and Other Backward Castes (OBC)) over the duration of the project. Two in- dicators for patterns in care seeking for delivery were analyzed: a) proportion of all pregnant women using health facilities for delivery care; b) proportion of George et al. International Journal for Equity in Health (2018) 17:125 Page 4 of 11
  • 5. women delivering at facilities who use government facil- ities. Other explanatory variables include mother's edu- cation, occupation, ownership of mamta card (maternal and child health card) and type of family. Table 3 de- scribes the different variables used in the regression model. All the independent variables were fit using the multivariable logistic regression model. To model the ef- fect of time (program effect) on different groups of vul- nerability, an interaction term of time and dimension of vulnerability (by caste) was added to a logistic regression model. All women were used for the outcome of facility delivery, while the model for type of facility used for de- livery was restricted to the women who reported deliver- ing at a facility probability of outcome yð Þ ¼ b0 þ b1vulnerability þb2time þ b3timeà vulnerability þb4 Other explnatory variablesð Þ Clustering of responses at the village level was accounted for by the use of robust variance estimators based on a first-order Taylor series linear approximation. The adjusted prevalence of the outcome indicators for Dahod and Panchmahal over the period of the project are presented graphically with 95% confidence intervals. For Anand, the interaction models did not achieve con- vergence and hence the proportions are presented. Results We first report findings from the prospective household tracking tool detailing project outcomes related to awareness of entitlements and access to facility deliver- ies. We then report stakeholder perceptions of key im- plementation features and processes including NGO organizational mission and alignment, extensive capacity building, receptiveness of state actors in terms of ac- knowledgement and accountability. Project outcomes Awareness of entitlements Substantial gains were made in pregnant and postpartum women reporting receipt of information from govern- ment providers about key maternal health entitlements to government schemes relevant to their health needs and rights in Dahod and Panchmahal, the more margin- alised districts (Fig. 1). Medical officers and health administrators concurred that project activities had increased awareness of mater- nal health "they [women] had no idea before" (Inter- view13). Interviews with women beneficiaries were more nuanced. Some women struggled to articulate rights or accountability as concepts (Interview 14), while others detailed that pregnant women should have good diets, access to entitlements and have safe deliveries at well-equipped PHCs (Interview 5). Although some women could not list project specifics (eg. that a tool was filled) (Interview6), most recalled a household visit from a local volunteer. As mentioned earlier, not all volunteers interviewed were familiar with the report card. However, some did re- port seeing it and one volunteer noted how the report card indicated change in services provided by PHCs. While community health providers (Accredited Social Health Activists (ASHAs) and Anganwadi workers (AWWs)) interviewed by the study did not recall the re- port card (Interview 3; 15), facility-based providers did re- port reviewing it with NGO staff (Interview 12). Medical officers reported that they found the information useful (Interview 10, 22, 36). Only one district authority reported skepticism about the data asking, "how do they do their survey, [there is] no one from our system." (Interview 49). Access to services A key outcome of the dialogues facilitated by NGOs based on community monitoring and mobilization was the restarting of services previously suspended. Not only were outreach ANC clinics restarted, but weekly antenatal clinics at facilities were also reported to become more consistent due to the more regular attendance of government pro- viders [25], leading to improved utilization (Fig. 2, Table 4). Medical officers viewed project volunteers as instrumental in improving demand at immunization camps and for facil- ity delivery (Interview 22, 36). The results of multivariable logistic regression to model factors associated with delivery care at a facility Table 3 Variables used in multivariable regression Variables used in multivariable logistic regression Categories Facility delivery Delivered at a facility Delivered at home or on the way Type of facility Government/public facility Private facility Mother's education No schooling Primary Secondary or higher Mother's occupation Not employed Employed Ownership of mamta card (maternal and child health card) No Mamta card Have Mamta card Type of families Joint Nuclear Time Year 2013 Year 2014 Year 2015 Vulnerability Least vulnerable - General Caste and Other Backward Castes Most vulnerable - Schedule Caste and Schedule Tribes George et al. International Journal for Equity in Health (2018) 17:125 Page 5 of 11
  • 6. and use of a private facility for delivery care are pre- sented in Table 3. Women with a Mamta card, be- longing to a nuclear family, and educated to primary and/or secondary school of higher, were more likely to report delivering at a facility. With regards to the public private split, educated and employed women were less likely to deliver at government or public fa- cilities compared to uneducated and unemployed women. Women with a Mamta card more likely to report delivering at government or public facilities than those without. The regression models were used to predict adjusted marginal proportions for the out- come variables. With regards to facility deliveries, the proportion of women delivering at facilities increased overtime (33% to 53%) in Dahod and Panchmahal, the more marginal- ized districts. While the overall increase in facility de- liveries did not have equity effects, the change in type of facility did. The proportion of women delivering in government vs. private facilities increased for the most vulnerable group and decreased for the least vulnerable group (Fig. 3). In Anand district, access to ANC and fa- cility deliveries was already very high at the beginning of the project. Within a year of the project, the location of facility deliveries changed towards favoring govern- ment centers, particularly for vulnerable populations (Fig. 4). Project processes Organizational mission and alignment The community action for maternal health project led by SAHAJ facilitated implementation of project activities through three community-based organizations: Area Net- working and Development Intitiatives (ANANDI), Tribhu- vandas Foundation (TF) and Kairo Social Service Society (KSSS) and their corresponding community platforms (women's collectives, self-help groups, village develop- ment committees and dairy cooperatives) (Fig. 5). The varying mission and history of these four partners affected their involvement and the outcomes. NGO staff from all partners indicated that they were motivated to work on the project, because they recognized limits in their prior Fig. 1 Frequency of receipt of information on entitlements to government programs in community monitoring data, Dahod and Panchmahal districts, Dec 2012-Oct 2015, N = 1145 Fig. 2 Receipt of ANC services by pregnant women in community monitoring data, Dahod and Panchmahal districts, Dec 2012-Oct 2015, N = 1145 George et al. International Journal for Equity in Health (2018) 17:125 Page 6 of 11
  • 7. efforts to address the needs of marginalized pregnant women (Interviews 40,41). Nonetheless, one NGO saw it- self primarily as a service delivery organization. Their dis- comfort with confronting government with which they had previously built a good relationship was part of the reason why they withdrew from project (Interview 54). In contrast, the mandate of the other NGOs was to empower collectives of poor and marginalized women and build capacity for rights-based approaches. In particular, volun- teers drawn from ANANDI with their history of support- ing women's collectives, reported more confidence and required less capacity building than volunteers from the other NGOs. In addition, while all partners experienced a high turnover in volunteers, NGO staff felt that the ANA- NDI women's collectives were more able to sustain con- tinuity of project activities (Interview 54). Table 4 Multivariable logistic regression of facility delivery ad type of facility for delivery care Facility delivery (n = 1235) Government facility delivery (among those who delivered at a facility) (n = 542) Odds ratios p 95% CI Odds ratios p 95% CI Year 2013 1.0 . 1.0 1.0 1.0 . 1.0 1.0 2014 1.7 0.05 1.0 3.0 0.4 0.10 0.2 1.2 2015 1.5 0.25 0.8 2.9 0.3* 0.02* 0.1* 0.8* Social group Least vulnerable 1.0 . 1.0 1.0 1.0 . 1.0 1.0 Most vulnerable 0.7 0.24 0.4 1.2 1.4 0.48 0.6 3.5 Year group interaction 2014 # Most vulnerable 0.7 0.37 0.4 1.5 3.0* 0.05* 1.0* 8.7* 2015 # Most vulnerable 0.9 0.66 0.4 1.7 9.2*** 0.00*** 2.9*** 29.3*** Possession of mamta card No Mamta card 1.0 . 1.0 1.0 1.0 . 1.0 1.0 Have Mamta card 1.8*** 0.00*** 1.4*** 2.4*** 2.4* 0.02* 1.1* 5.0* Woman's occupation Not employed 1.0 . 1.0 1.0 1.0 . 1.0 1.0 Employed 0.8 0.10 0.6 1.0 0.7* 0.02* 0.5* 0.9* Type of family Joint 1.0 . 1.0 1.0 1.0 . 1.0 1.0 Nuclear 1.5*** 0.00*** 1.2*** 1.9*** 0.8 0.42 0.5 1.3 Woman's education No schooling 1.0 . 1.0 1.0 1.0 . 1.0 1.0 Primary 1.9*** 0.00*** 1.5*** 2.5*** 0.5** 0.00** 0.4** 0.8** Secondary or higher 3.3*** 0.00*** 2.1*** 5.1*** 0.6* 0.04* 0.4* 1.0* * 0.05 ** 0.01 *** 0.001 Fig. 3 Extent and location of facility deliveries for the least vs. most vulnerable (SC/ST) from year 1 to year 3 adjusted for socio-demographic variables in community monitoring data, Dahod and Panchmahal districts, Dec 2012-Oct 2015, N = 1145 George et al. International Journal for Equity in Health (2018) 17:125 Page 7 of 11
  • 8. Extensive capacity building Significant time was spent training volunteers on how to use the tool. Volunteers collecting data with the tool re- ported initially finding the work challenging due to self-doubt, asking, "how will I give information, how will I fill the tool?" (Interview21). In addition, volunteers re- ported that they had to overcome skepticism about the purpose of the tool and the information they were meant to convey, as some families perceived volunteers to be paid for collecting the information, that they would re- ceive benefits after helping volunteers complete the tool or that volunteers would steal the benefits linked to the tool (Interview 30). An underlying assumption behind developing the tool was that it should serve as more than just a monitoring mechanism. The home visits and dialogues facilitated while filling out the tool were meant to raise awareness among women and families. In practice, volunteers and project staff were very concerned with the completion of the tool and the quality of the data within it (Interview 7, 54). Interviews with pregnant women did not reveal familiarity with the monitoring tool (Interview 5) and project volunteers mainly reported sending the informa- tion to NGO staff for processing (Interview 30). Know- ledge about the report card and use of data for health system engagement was variable among women and project volunteers (Interview14). Some volunteers had extensive knowledge (Interview 53) whereas others con- fused the report card with a malnutrition chart (Inter- view 7). However, women, project volunteers and NGO staff all concurred that broader awareness of maternal health services and entitlements was raised through this process, even if women did not recognize the specifics of the monitoring tool itself and project volunteers were not involved in compiling or generating the report cards (Interview 21, 33, 40). Reflecting on the tool, NGO staff reported that devel- oping the tool in a participatory manner was essential for local ownership. Nonetheless, none of the NGO staff had anticipated the extent of time and capacity building that the tool absorbed (Interview 41, 54). This was an- other reason why TF withdrew from the project Fig. 4 Location of facility deliveries for the least vs. most vulnerable (SC/ST) from year 2 to year 3 in community monitoring data, Anand districts, Jan 2014-Oct 2015, N = 1250 Fig. 5 Community action for maternal health implementing organizations and structures George et al. International Journal for Equity in Health (2018) 17:125 Page 8 of 11
  • 9. (Interview 54). In terms of next steps, NGO staff felt that further work was needed for the tool to be owned by women and communities more directly. Currently, NGOs process the information in the tool and lead the dialogue with health providers and authorities. NGO staff perceived that a shorter tool that allows women to self-identify services not being provided and to facilitate change using the appropriate contact information given, may enable further empowerment and local ownership (Interview 39,41). Acknowledgement and accountability The NGOs involved were valued for instrumental rea- sons by health authorities at both the district and block level, as they were working to "understand what public expectations are and what government services are avail- able" (Interview 45). Anand district-level authorities mentioned periodically receiving monitoring results from the NGOs and noted that having extra hands to work on the ground helped (Interview 45). At the same time, the research team when interviewing community level, female government providers, felt notable tension. This was attributed in the debriefing to the NGOs moni- toring their performance and advocating for greater re- sponsiveness from these community level providers. While valuing the NGOs for improving health awareness and utilization, district and block health authorities did not see the need for accountability to communities (Interview 46). Their prime concern was NGO aid and support. When discussing ideas for future plans, they mainly suggested a focus on awareness (Interview 45) or geographic expansion and coverage of more marginal- ized populations (Interview12). In contrast, state health authorities more directly discussed the need for commu- nity accountability, indicating that community monitor- ing experiences from other states had shown a role in improving health care services, particularly if led by in- dependent NGOs (Interview 51,52). Discussion NGO facilitated community-based action addressed de- mand and supply side constraints to care seeking for maternity services through three key strategies: raising awareness, community monitoring, and dialogue with government health providers and authorities based on report cards. Supportive implementation factors in- cluded alignment with organizational mission, participa- tory development of project tools, repeated investment in capacity building, NGO facilitation of community monitoring and dialogue with authorities, government interest in improving utilization and NGO legitimacy due to their contributions. Initial challenges included confidence and turnover of volunteers, complexity of the monitoring tool and scepticism from both communities and providers. While not all women were monitored by volunteers and the extent of community involvement in the monitoring and dialogue with government providers and authorities was not as broad as originally planned, ongoing facilitation of community action by NGOs did accomplish important gains in terms of health awareness and utilization of services, particularly for the most mar- ginalized. Even among the wealthier and urban district, there was a switch from private to public deliveries for the most vulnerable. While evaluations have demonstrated the impact of similar initiatives on care seeking and mortality [7], few have evaluated equity impacts or changes in care seeking across public and private sectors. In another state in India, providing information on entitlements without additional community action improved care seeking but failed to change health inequities in such care seek- ing [8]. Our results not only show improvements in Dahod and Panchmahal districts where care seeking was previously very low, but also significant changes in the public private mix in care seeking in Anand district, where care seeking was previously high. Before further expansion, greater investment is re- quired to strengthen the support systems and capacity building required to ensure that more women in tar- geted communities are reached and that sufficient capacity among community groups and NGO staff ex- ists. Changing the internalized social norms that marginalize disadvantaged women takes time but can yield deep dividends [12, 13]. Alignment with NGOs that have extensive experience in selected communi- ties [27, 28] and that have an organizational ethos aligned with community action and accountability ini- tiatives is critical for fostering relationships of trust, reach, credibility and constructive dialogue needed for the project [12]. The NGOs involved felt that the monitoring tools could be further simplified to enable volunteers to analyze the data collected and engage more directly with the dialogue processes. Significant time was spent on training, review- ing and revising the monitoring tools. While the use of re- port cards that visibly tracked change brought legitimacy to NGO and community demands, rather than attribute this purely to the objectification of data and tools, the so- cial processes underpinning such change needs further examination [29]. The project assessment also revealed nuances in levels of community engagement with the pro- ject. While the project focused on community action, this was primarily driven by the local NGO and the commu- nity volunteers. How extensively does the broader com- munity need to be engaged to deliver improvements in care seeking [30]? How does this vary by type of commu- nity intervention (information dissemination alone vs par- ticipatory action initiatives) and nature of platform George et al. International Journal for Equity in Health (2018) 17:125 Page 9 of 11
  • 10. (women's collectives, health committees, self-help groups)? Should initiatives to improve government service delivery and potentially monitor the private sector rely women from marginalized communities volunteering their time? While there is a consciousness that it is unfair for health systems to rely on unpaid female community volunteers [31, 32], similar introspection has yet to cross over into the social accountability field. Constant dialogue is needed with government providers and authorities [33, 34]. Tensions particularly with front- line providers whose performance is being monitored and called into question needs to be negotiated so that, leaving aside egregious errors, the structural constraints that in- hibit service delivery and its quality is addressed [35, 36]. Community and NGO initiatives in monitoring access to services with the express intent of addressing marginalized women's needs and entitlements proved to be an import- ant starting point for dialogue with providers on how to improve service delivery. Acknowledgement and cooper- ation across health system levels from government health providers to higher level authorities is critical for these di- alogues to translate into effective action [34, 37, 38]. While stakeholders may come from different starting points, building a common understanding and momentum for change is critical [28, 39]. The study relied on prospective project monitoring data that did not completely cover all pregnant women in the project area, although it did cover women living in more marginalized areas. Data contrasting comparison and intervention areas from government information systems could be used if project villages aligned with government administrative areas more closely. While qualitative inter- views were undertaken with project stakeholders across health system levels, those at community level were chal- lenging to undertake. More participatory approaches to gauging community perceptions and priorities require more time, but may have been more revealing. Conclusion Over three years, NGOs supported community action for maternal health, investing significant capacity building and facilitation to foster improved mutual understanding, trust and collaboration across disparate actors across vari- ous levels of the health system in rural and urban Gujarat, India. Despite the challenges faced, the project contrib- uted to increased awareness of maternal health entitle- ments, increased utilisation of antenatal and of government facilities for institutional deliveries particu- larly among the marginalized, and improved accountabil- ity of services. Over time, with flexible resources and iterative adaptations and learning, capacity can be devel- oped in community-based organizations and platforms to monitor health services and engage with front level pro- viders, with important results for utilization and equity. Abbreviations ANANDI: Area Networking and Development Intitiatives; ASHAs: Accredited Social Health Activists; AWWs: Angan wadi workers; GC: General Caste; KSSS: Kairo Social Service Society; NGOs: Non-Government Organizations; OBC: Other Backward Castes; SAHAJ: Society for Health Alternatives; SC/ ST: Schedule Caste and Schedule Tribes; TF: Tribhuvandas Foundation; VHND: Village Health and Nutrition Day Acknowledgements We thank the study respondents for their invaluable time and patience. The NGO leadership and interest in monitoring, learning and evaluation with external counterparts are what drove the evaluation. Funding We thank the the Health Finance and Governance Project (HFG) Project, funded by the United States Agency for International Development (USAID) under Cooperative Agreement No. AID-OAA-A-12-00080, and the MacArthur Foundation for co-funding the evaluation. Asha George is supported by the South African Research Chair's Initiative of the Department of Science and Technology and National Research Foundation of South Africa (Grant No 82769). Any opinion, finding and conclusion or recommendation expressed in this material is that of the authors and do not necessarily reflect the views of USAID, the United States government, or the NRF and the NRF does not accept any liability in this regard. Availability of data and materials The datasets used and/or analysed during the current study are available from the corresponding author on reasonable request. Authors' contributions AG led the study, drafted and finalized the journal submission. DM and AL undertook quantitative data analysis. JG, RV and SB undertook qualitative interviews and report writing. RK provided key contextual information guiding data collection and data analysis. All authors reviewed study instruments, reviewed analysis and the final manuscript. Ethics approval and consent to participate Informed consent was obtained for all study participants and government permission received prior to data collection. IRB clearance was also obtained at Johns Hopkins University and the Indian Institute for Health Management Research. Consent for publication Individual level data is not published in this manuscript. Competing interests The authors declare that they have no competing interests. Publisher’s Note Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations. Author details 1 School of Public Health, University of the Western Cape, Private Bag x17, Bellville, Cape Town 7535, South Africa. 2 School of Public Health, Johns Hopkins University, 615 North Wolfe Street, Baltimore, MD 21205, USA. 3 Faculty of Health Sciences, University of Cape Town, Barnard Fuller Building, Anzio Road, Observatory, Cape Town 7935, South Africa. 4 Common Health, Rural Women’s Social Education Centre RUWSEC, 61, Karumarapakkam Village, Veerapuram Post, Thirukazhukundram, Kancheepuram, Tamil Nadu 603109, India. 5 Independent Consultant, New Delhi, India. 6 SAHAJ, 13 Krishana Society, Haribhakt Lane, Old Padra Road, Vadodara, Gujarat 390015, India. Received: 21 December 2017 Accepted: 8 August 2018 References 1. Marston C, Hinton R, Kean S, Baral S, Ahuja A, Costello A, et al. Community participation for transformative action on women's, children's and adolescents' health. Bull World Health Organ. 2016;94:376–82. https://doi. org/10.2471/BLT.15.168492. George et al. 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