Accepted Manuscript Title: A Stakeholder perspective of social sustainability measurement in healthcare supply chain management Authors: Faramarz Khosravi, Gokhan Izbirak PII: DOI: Article Number:
S2210-6707(19)30957-6 https://doi.org/10.1016/j.scs.2019.101681 101681
Reference:
SCS 101681
To appear in: Received date: Revised date: Accepted date:
8 April 2019 6 June 2019 22 June 2019
Please cite this article as: Khosravi F, Izbirak G, A Stakeholder perspective of social sustainability measurement in healthcare supply chain management, Sustainable Cities and Society (2019), https://doi.org/10.1016/j.scs.2019.101681 This is a PDF file of an unedited manuscript that has been accepted for publication. As a service to our customers we are providing this early version of the manuscript. The manuscript will undergo copyediting, typesetting, and review of the resulting proof before it is published in its final form. Please note that during the production process errors may be discovered which could affect the content, and all legal disclaimers that apply to the journal pertain.
A Stakeholder perspective of social sustainability measurement in healthcare supply chain management
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Faramarz Khosravi1.*, Gokhan Izbirak1
Department of Industrial Engineering, Eastern Mediterranean University, Famagusta 99628,
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Cyprus
[email protected]
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*Corresponding Author:
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Faramarz khosravi:
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Famagusta, North Cyprus
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via Mersin 10, Turkey Tel: 392-630-1587
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Eastern Mediterranean University
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Highlights
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Faramarz.khosravi@ emu.edu.tr
This paper developed a model about the sustainability measurement of a healthcare supply chain. There are some highlights as follows:
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A novel statistical model based on exponential indicators is developed for the sustainability measurement of a supply chain.
The model includes challenges and capacity factors related to the majority of involved stakeholders.
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We evaluated the social sustainability of a healthcare supply chain of a hospital located in Tehran province, Iran.
Some suggestions are presented for extending this new-look to sustainability in the
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presence of other types of indicators
ABSTRACT
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Social sustainability is quickly becoming a measure threat to sustainability with human
activities taking contributing substantial causes. In spite of huge literature that have contributed, yet the dimension of social sustainability seems to be really new in the service sector; healthcare
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sector to be specified. This study demonstrates a stochastic exponential distribution model for
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measuring the social sustainability status of a healthcare supply chain. The purpose of this paper
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is to facilitate the measurement of the social sustainability of healthcare system based on the
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stakeholders’ theory by establishing the statistical distribution of those sustainability indicators
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against the previous studies where assumption of a particular statistical distribution have been continuously used for the assessment. The stakeholders considered are suppliers, customers,
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employees, and Government & Decision Makers; this attempt is to improve the accuracy of the measurement of the social sustainability of the healthcare system. An Iranian healthcare situated
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in Tehran is studied to numerically illustrate the applicability of the proposed exponentially distributed framework. Depending on the prevailing conditions, it could be that mere scrutiny
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of a factor would lead to the reduction in the challenge loads thus resulting in an enhanced social sustainability traits of the healthcare system. Keywords: Social sustainability, Sustainability fluctuation, Performance measurement, exponentially distributed indicators, stakeholder theory
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1. Introduction Despite the fact that the Sustainable Development Goals (SDGs), founded by the United Nations (UN, 2015) for defining goals and indicators for the UN 2030 Agenda attracted global attention, the drawbacks i.e. limited existence of appropriate indicators as well as a model for
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measuring sustainability, became its major criticism (Kapera, 2018). These days the definition of sustainable development is dealing with old theories and developing new methods for evaluating the interdependence between economic and social development to considering the
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environment (Everard and Longhurst, 2017). Recently, the issues surrounding sustainability are now becoming more germane than it was in the years past. The Millennium Development
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Goals (MDG) as reported by Wynhoven (2018) has made it incumbent on all the countries of
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the world to ameliorate some of the damages that have been done in terms of economies and
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people. It has now become necessary for all hands to be on the deck either as business owner,
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Government and or as major stakeholders to ensure improvement in all facets. Hence, based on the studies of Wilcox et al (2016) and Dimond and Webb (2017), various concepts of
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sustainability based on three independent perspectives of economic, environmental and social have surfaced. Laguna (2014) had reported that these perspectives are being utilized to decipher
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and ensure the sustainability objectives. In another opinion of Drakakis-Smith (2019), these
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three perspectives are not usually prioritized despite their mutually importance. Furtherance to the aforesaid, it has been discovered that significant efforts have been dissipated on the application of economic and the environmental dimensions on the assessment of sustainability
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while social dimension had been mostly ignored (Ehrgott et al., 2011; Pfeffer, 2010). Emphasis has been laid on the assessment of environmental sustainability of businesses (Sachs and Schmidt-traub., 2015); meanwhile, various studies of Ameer and Othman (2012), Margolis and Walsh (2001), and Stanwick and Stanwick (1998) had reported additional challenges due to the emergence of the new business strategies in all ramifications; and this has necessitated 3
corporate sustainability and sustainable management researches in all facets of sustainability. Although the majority of research questions have been associated with financial objectives of organizations, studies of Carroll and Shabana (2010), Epstein and Roy (2003), Salzmann et al. (2005), Schaltegger and Burritt (2018) have been conducted to ascertain how company could build-up linkages amongst environmental management and social features in manner that
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fosters corporate economic efficiency.
Rasouli and Kumarasuriyar, 2017 liken social sustainability to the capability to find
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reasons in creating and experiencing the value of existence intellectually, emotionally, spiritually and physically. This, if achieved would be a true reflective of how people are
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responsive toward the societies business-wise or in another facets of the society (United
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Nations, 2015); invariably, it is absolutely proper to adopt Laguna (2014) that social
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sustainability is the only tool to assessing the quality of life and could help in decision making.
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Silvis (2012) clarified that such decisions should be based on the premise of everyone having equal opportunity to live and experience to the fullest existence intellectually, emotionally,
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spiritually, and physically. This study shall painstakingly and concisely expose how stakeholders’ theory can be used to appraise and measure social sustainability of a healthcare
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system. Huge legitimacy have been accorded social sustainability in the past decade due to the
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significant perception change that surfaced in both public and private settings as a result of various degree of responsibilities that have beckoned on them with growing economy as well as increase in the utility requirements of both human and the society at large. These have
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aroused several attentions from stakeholders or business owners on the need to redesign the current clumsy-like configurations to deliver optimally even in the face of the dwindling economic and social preferences (Xian et al., 2018; Singh et al., 2019 Lamberton and Zhou,2019; Soma and Polman, 2018).
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We propose social sustainability of a healthcare due to its strategic influence on the quality of life as the popular saying that “health is wealth”. The center focus of healthcare supply chain are the patients; however, this objective will be difficult to achieve if social roles of other stakeholders are ignored. Synergy amongst clients and other providers must be put first above the mind of how to treat the patients. By Eizenberg and Jabareen (2017), researches in
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the social facet of sustainability are scanty and grossly lacking theoretical and empirical outputs.
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The enablers and barriers of various stakeholders within the healthcare system are yet
to the deciphered technically and analytically despite different views to adopt and emphasis
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social sustainability (Maruthappu et al. 2015; Ajmal et al., 2018; Karamat et al., 2019).
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According to the studies of Mani et al (2015), it could be said that the nonchalant attitude of the
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developing countries toward healthcare social sustainability are evidently shown in the high
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rate of maternal mortality, gender inequality and general health problems that have been ravaging the quality of healthcare delivery in those countries. Most of these problems are due
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to the ignorance and lip-service paying to the issues of social sustainability in the logistics supply chain of drugs and other services. Therefore, stakeholder theory has found its way
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among prominent and commonly used theoretical techniques by many researchers and this
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theory has led to important hedges in dimensioning sustainability (see Clark et al. 2014; Baric, 2017; Alves and Rodrigues, 2018; Carrol and Brown, 2018). Two dimensions to social sustainability have been utilized in literature; internal and
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external. Ahmad and Thaheem (2017), Gollan (2007), Kaminsky and Javernick (2014), Pfeffer (2010) all described internal social sustainability as an intention to properly manage and prioritize human resource, organizational design and change management processes. In this sense, social sustainability refers to safeguarding and developing the internal organizational in terms of human and social capitals. External aspects of social sustainability deals with the issues 5
related mainly to strategic management processes and to public perception report (Adebanjo (2016); Popovic and Kraslawski, 2018). These two techniques have further explained social sustainability as means to give back to society rather than just exploiting the available resources (Docherty et al., 2009). Summarizing the concepts, internal aspects majorly deals in defining the possibility and finding ways to secure and reproduce human and social capital within the
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organization. External aspects see to the intra and inter relationships across organizational lines where social resources and its regeneration could be exchanged seamlessly and effortlessly.
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In the last few decades, the concept of sustainability has been discussed in managing
resources in different areas including economic, environmental, and social. (Ashby et al., 2012).
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Social sustainability is considered less important in supply chain management (Ashby et al.,
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2012). Klassen and Vereecke (2012) presented the three levels of social supply chain as (i)
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who – stakeholders, (ii) which issues – social concerns influencing the organization and (iii)
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how – the responsiveness of the management to these concerns in terms of manipulating the attendant risks and enhancing the customers’ worth. Mani et al. (2016) reported dimensions
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such as equity, safety, health and welfare, philanthropy, ethics, human rights as those highly germane for assessing social sustainability supply chain. More so, Mani et al. (2015), Sodhi
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and Tang (2017) all opined that this will be followed by customers’ needs, liquidity of the
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organization and the level of the social awareness of the organization; wrong application of these social features could lead to colossal losses for the organization (Mani et al., 2016). With the recent submission of Mani et al. (2018) that social sustainability has high propensity to
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increase the efficiency of the supply chain, managers have deems it necessary to integrate several dimensions to the issues of sustainability of supply chain (Marshall et al., 2015). Business today now requires to report some of their corporate social sustainability as suggested in Tate et al. (2010). Unfortunately,
few studies have been conducted to report social
sustainability supply chain (Pfeffer, 2010; Ehrgott et al., 2011; Badri Ahmadi et al., 2017) and 6
this has called for proactive steps to further explore supply chain in the social content perspective (Morais and Silvestre., 2018). The field of health care services has a lot of potential for further studies on the interactions between the environment and the human factor. For this reason, the need to pay
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attention to this vital and critical connection has been of interest to scientists and researchers (Daughton, C. G., 2014). The last decade, healthcare system has witnessed stiffer competitions due to the huge influence of the patients and the quest to provide quality healthcare services
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(Aptel et al, 2009; Samuel et al, 2010, Morgon, 2015). Presently, the system is faced with the emerging and evolving challenges of new circumstances related to risks and twists in the known
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disease. With a major focus on the issues related to health, safety and quality applied for
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healthcare sustainability evaluation method of Sagha zadeh et al., 2016, has open a new vista
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to whether these relations can actually be juxtaposed with the outcomes obtained. Healthcare
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supply chain involve diverse kinds of stakeholders; thus supply chain management activities in a healthcare setting are subsets of the organizational contents. It can be noted, that human
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element is sacrosanct at managing the healthcare process (Santilli and Vogenberg, 2015). Previous studies (Holthausen, 2013; Sanderson et al., 2015; Huibin SHI, 2014; Grembowski et
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al., 2002; Esmaeilzadeh et al., 2013) have proved beyond doubt that interactions with external
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suppliers, inter-organizational, physicians and their patients as well as intra-organizational interactions, team members relationships, supervisor-member relationships and employeeorganization relationships are all necessary factors. No research has fully expose or examine
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how these relationships are linked together in the framework of service supply chain. Additionally, past researches also fail to examine the influence of enablers and barriers on social sustainability. Ajmal et al.(2018) suggested that to completely implement social sustainability across any supply chain, both the enablers and barriers of the particular aspect of
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social aspect of the specific organization must be thoroughly considered. We propose to employ this strategy in measuring the social sustainability supply chain of a healthcare system. As earlier stated, stakeholder theory is the main formidable frameworks of sustainability measurement. Majority of the existing researchers supported the assertion that social
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sustainability and the stakeholders’ theory are consistent (Perrini and Tencati. 2006; Collier et al., 2014; Bellantuono et al., 2016; Herazo and Lizarralde, 2016). Therein are the criteria for identifying which of the stakeholders to be engaged for a particular organization. Some school
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of thought Veralg. (2018) opined that the legal tendency, power and relevance to the issues pertaining to sustainability features of the stakeholders could be the criteria for selecting
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appropriate stakeholders. Other thoughts pointed out the willingness of a stakeholder to
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cooperate or the tendency to form a clog on the wheel of sustainability, closeness to the
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organizational management or for the opposite reason could serve a criterion that can be used
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(Savage et al., 2017). Many other strategies, normative frameworks, guidelines and standards for choosing stakeholders have been proposed by various authors (see Roloff, 2008; Molteni
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and Pedrini, 2010; Konrad et al. 2006). Recently, some authors (O’Higgins, 2010; Gomes et al., 2015) gave vivid and clear description of some frameworks by explaining what the
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organizations does to reach to social sustainability.
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In some frantic efforts made to achieve healthcare organizational goals, rapt attention
and strict priority is given to stakeholders (Bulgacov, 2015). It is believed that proper cognizance to the social exchange within the system is capable of reducing the barriers toward
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attaining overall system sustainability. Huge benefits are availed healthcare practitioners through imbibing social interactions within the amonst others are the ability to gain peoples’ trust and credence and to extend and deepen internal and external cooperation (Fawcett et al., 2008). The stakeholders’ theory; Agudo-Valiente (2017) and Schaltegger (2017) argued that contraction to the economic and other resources are the bane and fundamental barriers to 8
sustainability. For Pagell and Wu (2009), the mis-allocation of those resources is the major reason for the inadequate execution of social issues and techniques. The aforementioned drawbacks prompted most organizations to force suppliers to reduce prices; thereby refusing to share the loss with (Huq et al., 2014). For instance, as put by Wong et al. (2017), in spite of the huge financial burdens of the healthcare system in China, Government still keeps reducing its
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financial obligations to the system and consequently, the citizens are made to pay more. Ludlow
et al. (2017) presented another dimension to the barriers; the workplace culture as a serious
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hindrance to healthcare sustainability. Therefore, misalignment in codes of conduct and other sundry local culture as well as disagreements among the suppliers as a barrier to social issues
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toward sustainability have been reported (Walker and Jones 2012).
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To assess and measure the sustainability of an organization (manufacturer or service
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oriented) or to move towards sustainability, there is a common concern on using measurable
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indicators among scientists, decision makers, institutional and industrial manger (Peixoto et al, 2016). Indicators have an important role in assessing and monitoring sustainability of a system
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in different areas of production and service oriented organizations. Indicators must be capable of focusing on the targets. By the way, for applicability of indicators, finding the appropriate
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number of related indicators is a vital pattern in sustainability measurement methods (Atanda,
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2019).. The importance of the need to define the appropriate indicators that can be measured at intervals is not superficial. The areas that are to be covered by these indicators have been discussed by practitioners and researchers (Fang et all.,2018). Involving stakeholders in finding
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indicators and choosing method of sustainability assessment will increase the reliability of results (Collier et al.,2014). Therefore, this study proposes to appraise and evaluate the sustainability of healthcare system within the concept of the administration of healthcare supply chain on the basis of the stakeholders’ theory with the view of measuring the social sustainability. Fundamentally, four 9
elements of such stakeholders’ perspectives employed in this study include patients, government, healthcare employees and of course the supplier. This study is at the instance of the report of stakeholders’ forced systemic technique of Mueller et al. (2009) which is to develop a stochastic exponential distribution model for measuring the social sustainability status of a healthcare supply chain. The contribution of this paper is to facilitate the
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measurement of the social sustainability of healthcare system based on the stakeholders’ theory and perspectives by establishing the statistical distribution of those sustainability factors-
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enablers and barriers against the previous studies where assumption of a particular statistical
distribution have been continuously used and reported. This proposed model is an attempt to improve the accuracy of the measurement of the sustainability of the healthcare. The remainder
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of this article after the introduction and some reviews provided in Section 1 is structured as
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follows; Section 2 presents the research methodology where the research conceptual framework
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for the proposed exponential distributed sustainability model with the rationales for the
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selection of enablers and barriers, exponential model for the social sustainability of the
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healthcare system and the validation procedure for the exponential distribution are exposed. The numerical illustration of the model is presented in Sections 3, results and discussion are
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given in Section 4, and Section 5 presents the conclusion.
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2. Research Methodology
2.1 Conceptual framework This study averred its concept on the aggregation of the social sustainabilty of each of
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the area of healthcare as highlight previously. Freeman (1984), Donaldson and Preston (1995), Lambooij (2013), and Leviton and Melichar (2016) have described stakeholder as an entity that can greatly influence or can be affected by the output of the common objectives of the organization. Recent report of Varsei et al. (2014) opined that inspite of many existing social and environmental sustainability researches based on the stakeholders have been restricted to 10
the supply chain manufacturing sectors. The current study proposes Fig. 2 as conceptual framework on the basis of four mutually related stakeholders to evalaute the sustainability of a healthcare supply chain of suppliers, employees, community/patients and owners/ government as reported by Khan et al. (2018). Stakeholders’ theory as advocated by Donaldson and Preston (1995), Carter and Easton (2011) is employed with the view of exploring,
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evaluating and measuring social sustainability of a healthcare from the dimension of the participating stakeholders. These key areas of the healthcare need to be considered is driving
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decision with the process according to previous studies: stakeholders/customers as discussed
by Phillips (2013), employees explained by Sarkis et al. (2010), further analysis suppliers, competitors, governments, media and creditors which has been discussed by Co and
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Barro(2009). So far, stakeholders’ theory has not been applied to analyze heathcare social
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sustainabiltiy on the basis of all the stakeholders. This study seeks to integrate social
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sustainability perspectives of all the stakeholders involved. A survey-based emperical data
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collection method is adopted to analyse the proposed framework.
Fig1 Research conceptual framework
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2.2. Rationales for enablers and barriers selection for the social sustainability evaluation Table 1-2 presents various rationales for selecting enablers and barriers for appraising, evaluating and measuring social sustainability of a healthcare system guided by its identified supply chain elements of suppliers, customers, employees, and government/owners.
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2.3 Model for exponential distribution of healthcare supply chain Sequel to the submission of Khosravi et al (2019) that system’s factors can enable and
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also inhibit its progress, this study imbibing this concept poses enablers as those that improves the capacity of the healthcare system toward sustainability while its struggle over some
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challenges and barriers as those negating the attainment of social sustainability. The proposed
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exponentially distributed healthcare sustainability model is built of the basis capacity, C is
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greater than the attendant challenges H, with the view of moving the healthcare system toward
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sustainability.
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Table 1: Rationales for enablers and barriers selection for the social sustainability evaluation of a healthcare system S/N 1
Supplier
Patients
Ability to assess and decide on the
Availability of adequate
The commitment of the leadership
values and integrity of the
activities of the healthcare providers
resources, equipment and
to the healthcare of the populace
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uncertainty of demand
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technology-driven healthcare
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gadgets
Available resources at their disposal
Poor working Conditions and
Poor management of socio-
for healthcare
terms of service
economic policies and regulations
High resistance to change
Poor management and
Diversity of the populace culturally
unreliable leadership support
and ethically
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The rate of performance of the supplier balance sheets and
3
Ability to liaise with classified
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service providers and partners 4
Level of training and experience
Healthcare quality and reliability
Ambiguous rules of
Incoherent healthcare plans and
to cope with pressure from
concern
engagement and empowerment
structure on the basis of lack of consensus and agreement among
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manufacturer and customers
5
Government
Understanding of the cultural
hospital and its surrounding
2
Employee
various arms
Capability to foster sustainability
Patient-healthcare provider
Work monotonous and capable
The level of commitment to the
issues
relationship
of conflict in interests
Green supply chain culture
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I Adequate coordination,
Level of health Education and
General organizational
Perceived image and reputation of
Collaboration and management
awareness
management
the head of leadership
of its systems
Ethno-religion and cultural values –
Capable of offering services
Inadequate budgetary provisions to
healthy Communication and up-
ego and beliefs
that can enhance customers'
appropriate various healthcare
Satisfaction
incentives
Sense of humor toward corporate
Inadequate communication between
Flexibility of the workplace,
Bad implementation of policies and
social obligations
and within various organs of the
equal opportunity and fairness
regulations
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t-date information and Feedback
High concern for safety and security
Reward in consonant with
Sponsoring of various health
management
of life
productivity and output
education and awareness programs
Awareness of the needs of the
issues related cost pressure and
Proper dispensation of policies
Perception, beliefs and
community and ability to
constraints
and regulations
commitment to issues relating to
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healthcare providers
Propensity for total quality
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9
A
Adequate facilities for promoting
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6
measure success yet.
social sustainability
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Hence from the aforementioned assertion, the probability of capacity greater than the company’s challenges is provided as ; 𝑠𝑢𝑠 = 𝑃(𝐻 < 𝐶) = 𝑃(𝐻 − 𝐶 < 0)
(1)
The model further obtain the probability in Eq. 1 through a probability density function for capacity and challenge factors as −ℎ⁄
1
𝑓(ℎ, 𝜆1 ) = 𝜆 𝑒 𝜆1 1 𝑝𝑑𝑓 = { 1 −𝑐⁄𝜆 2 𝑓(𝑐, 𝜆2 ) = 𝜆 𝑒
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(2)
2
𝑒 𝜆2 𝑦
𝜆1 +𝜆2 𝜆2
𝐹𝑌 (𝑦) = 𝑃(𝑌 ≤ 𝑦) = { 1−𝜆
1 +𝜆2
𝑦≤0
𝑒 −𝜆1 𝑦
𝑦>0
𝑦>0 0
𝜆 𝜆
∫−∞ 𝜆 1+𝜆2 𝑒 𝜆2 𝑦 𝑑𝑦 1
2
+∞ 𝜆 𝜆 ∫0 𝜆 1+𝜆2 𝑒 −𝜆1 𝑦 𝑑𝑦 1 2
(4)
(5)
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𝑠𝑢𝑠 = 𝑃(𝐻 < 𝐶) = {
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𝑦<0
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𝑓𝑌 (𝑦) =
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Differentiating with with respect to y obtained , 𝜆1 𝜆2 𝜆 𝑦 𝑒 2 𝜆1 +𝜆2 {𝜆 𝜆 1 2 𝑒 −𝜆1 𝑦 𝜆1 +𝜆2
(3)
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𝜆1
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Cumulatively, the distribution function will be ;
Eq. 1 as;
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with 𝜆1 𝑎𝑛𝑑 𝜆2 as the exponential parameters, then the probability density function can be written after
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These highlights have been adapted from that earlier model that previously developed by khosravi et al 2019.
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2.4 Exponential distribution assumption validity procedure This study implements Chi-Square Goodness of Fit Test to check the exponential distribution
assumption through the following step wise procedure. Step 1: Determine hypotheses: null 𝐻0 , and alternative 𝐻1 Step 2: Determine the appropriate level of significance, α (standard value for α = 0.05) 15
Step 3: Conduct the Chi-Square Goodness of Fit Test on SPSS and estimate the p-value Step 3: Take decision: for p-value lower than α, reject 𝐻0 otherwise fail to reject 𝐻0 Step 4: Draw the conclusion Hypotheses are
H0 = Value of the indicators is exponential distributed H1 = Value of the indicators is not exponential distributed
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3. Numerical illustration To demonstrate the proposed model General Hospital in Tehran is considered. This is the largest
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Government hospital located within the municipality of Tehran with an average population of 10,000,000. Various wards of the hospital which are male, female, accident and emergency, surgical, children and maternity can accommodate 60, 60, 15, 20 and 80 patients respectively. The four (4)
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elements for proposed healthcare supply chain are shown is the Fig 2; The challenge and capacity
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factors based on the social enablers and barriers evaluated for each element are presented in Table 1.
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The order of for each capacity and challenge factor per element is determined and measured in time.
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Various rationales for selecting the capacity and challenge factors for the hospital are presented in Table
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2.
Table 2: Challenge and capacity factors for the elements of healthcare system from stakeholders’
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perspectives. Supplier
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S/N
Employee
Government & Decision Makers
1- Time between
1- Time between two
1- Time between
1- Time between two
two complaints
complaints from
two wrong
orders of category A
from patients about
fellows of patients
perceptions
drugs (in ABC analysis)
quality of drugs
about long queue at
A Enablers
Patients
the pharmacy
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2- Time between
2- Time between two
2- Time between
2- Time between two
two recalled
complaints from
two complaints
complaints from
products
patients about long
from patients
employees about
lead time
about employee’s
working conditions
conducts
3- Time between two
3- Time between
3- Time between two
two complaints
complaints from
two lost working
complaints from patients
from customers
patients or fellows
days, due to
or fellows about
about packaging of
about cleaning and
occupational
expensive healthcare
drugs
hygiene
accidents, injuries
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3- Time between
A
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and illness
1- Waiting time for
which reflects the difference between
clinic appointments
request and
between invoice to stock
or specialist
receipt of a loan
sale`s money
treatment
or advance payment of a
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delivery day and the
1- Average time
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the requested
1- Time between
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1- Response delay,
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Challenges
negotiated day
salary
2- Waiting time for
2- Time taken for
2- Time taken for each
reflects the
inpatient services
acceptance
checkout
difference between
(radiology, lab
sampling of each
the actual delivery
reports, and
batch with
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2- Delay, which
portion of the
medication) 17
day and confirmed
consideration of
delivery day
quality
between two deliveries on agreed
3- Waiting time for operation in case of emergency
day
3- Time taken for
3- Time between
sorting &
converting an
shelving of each
unsatisfied employee to
batch with
satisfy employee
quality
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consideration of
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3- Time taken
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The results output of SPSS for the determination and validation of the exponential distribution
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are presented in Tables 3-6. Worthy of note is the significant level obtained for the capacity and
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challenge factors for each element. The output reveals that the signifcance values of both factors for all
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stakeholders are greater than level of significance ( α = 0.05); at 0.531, 0.270, 0.923, 0.814, 0.804, 0.644, 0.569 and 0.138 for patients, suppliers, employees and Government respectively. Therefore Eq.
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5 can be used to measure the social sustainability of the healthcare supply chain system. Applying the maen values of the factors as given in Table 4, the sustainability values of the healthcare system
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according to the perception of each of the stakeholder is calculted with using Eq.5 as 0.60, 0.47, 0.75
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and 0.56 for patients, suppliers, employees and Government respectively. Quantifying the extend or contributions of each stakeholder toward the sustainability of the healthcare supply chain studied as
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advocted through the stakeholders’ theory, a radar diagram in Fig 2 is presented
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Table 3. Exponential distribution determination and validation of Patient Capacity-Patient
Challenge-Patient Observed N Expected N Residual
30
31,3
-1,3
1
32
27,0
5,0
2
27
21,1
5,9
2
17
20,0
-3,0
3
13
13,8
-,8
3
10
14,0
-4,0
4
4
9,2
-5,2
4
8
11,0
-3,0
5
8
5,5
2,5
5
12
8,0
4,0
6
2
3,7
-1,7
6
4
6,0
-2,0
7
2
2,8
-,8
7
3
4,0
-1,0
8
2
1,8
,2
4
3,0
1,0
9
1
,9
,1
9
5
2,0
3,0
10
2
,9
10
2
2,0
,0
Total
91
Total
97
M
SC R
U
A
8
ED
1,1
Test Statistics
PT
Test Statistics
CC E
Capacity-Patient
Chi-Square
A
df
IP T
1
N
Observed N Expected N Residual
Challenge-Patient
8,036
Chi-Square
9
df
Asymp.
11,087 9
Asymp. ,531
,270
Sig.
Sig.
19
Table 4. Exponential distribution determination and validation of Supplier Capacity-Supplier
Challenge-Supplier
28
27,6
,4
1
49
41,6
7,4
2
20
17,5
2,5
2
23
23,8
-,8
3
8
10,9
-2,9
3
11
13,9
-2,9
4
8
6,5
1,5
4
6
7,9
-1,9
5
2
4,4
-2,4
5
5
5,0
,0
6
2
2,2
-,2
6
1
3,0
-2,0
7
2
1,5
,5
7
1
2,0
-1,0
8
1
,7
,3
2
1,0
1,0
9
1
,7
,3
9
1
1,0
,0
Total
72
10
1
1,0
,0
Total
100
ED
M
SC R
A
8
Test Statistics
PT
Test Statistics
CC E
Capacity-Supplier
Chi-Square
A
df
IP T
1
U
Observed N Expected N Residual
N
Observed N Expected N Residual
Challenge-Supplier
3,180
Chi-Square
8
df
Asymp.
5,226 9
Asymp. ,923
,814
Sig.
Sig.
20
Table 5. Exponential distribution determination and validation of Employee Capacity-Employee
Challenge-Employee
30
26,9
3,1
1
27
33,8
-6,8
2
14
17,2
-3,2
2
26
22,9
3,1
3
10
11,2
-1,2
3
19
15,5
3,5
4
8
6,7
1,3
4
11
10,5
,5
5
7
4,5
2,5
5
7
7,1
,0
6
1
3,0
-2,0
6
3
4,8
-1,8
7
1
1,5
-,5
7
2
3,2
-1,2
8
1
1,5
-,5
3
2,2
,8
9
2
1,5
,5
9
1
1,5
-,5
Total
74
10
2
1,0
1,0
11
2
,7
1,3
Total
103
PT
ED
M
SC R
A
8
Test Statistics
Test Statistics
CC E
Capacity-Employee
Chi-Square
Challenge-Employee
4,553
Chi-Square
8
df
A
df
IP T
1
U
Observed N Expected N Residual
N
Observed N Expected N Residual
Asymp.
7,845 10
Asymp. ,804
,644
Sig.
Sig.
21
Table 6. Exponential distribution determination and validation of Government & Decision Makers Capacity-Government
Challenge-Government
Observed N Expected N Residual
Observed N Expected N Residual
35
36,0
-1,0
1
58
54,1
3,9
2
24
24,4
-,4
2
35
30,9
4,1
3
22
15,9
6,1
3
13
17,7
-4,7
4
12
10,6
1,4
4
5
4
6,4
-2,4
5
6
1
4,2
-3,2
6
7
1
3,2
-2,2
8
3
2,1
,9
9
2
1,1
10
1
11
1
Total
106
SC R
IP T
1
10,1
-2,1
4
5,8
-1,8
1
3,3
-2,3
2
1,9
,1
8
1
1,1
,0
,9
9
1
,6
,4
1,1
,0
10
1
,4
,6
1,1
,0
11
1
,2
,8
12
1
,1
,9
Total
126
N
U
8
A
CC E
PT
ED
M
A
7
22
Test Statistics
Test Statistics
Capacity-
Challenge-
Government
Government
8,613
df
Chi-Square
10
16,087
df
Asymp.
11
Asymp. ,569
,138 Sig.
SC R
Sig.
IP T
Chi-Square
Table 7. Mean value of capacity and challenge factors for measuring social sustainability for
N
U
a healthcare provider (Hospital) in Tehran, Iran
A
Mean value of variables
Challenge
Social Sustainability
M
Capacity
A
CC E
Government
75%
Employee
11.49
0.60
18.93
21.47
0.47
22.62
7.71
0.75
20.72
16.25
0.56
PT
Supplier Employee
17.29
ED
Patients
Value
60%
47%
56%
Patients
Government
Supplier
Fig2 Progress charts of social sustainability values in stakeholders of supply chain
23
4. Discussion From Table 7 and Fig. 2, the sustainability value of the stakeholders varies with employee having the highest. This means that the hospital under investigation is socially sustainable according to the perception of the employees; in overall the hospital is meeting the yearnings of the employees socially. For the patients, a higher value equally indicates how
IP T
patients, patient relatives and other visitors appreciate the level of the social incentives and supports provided to the patients and the relatives. Government assumed the third higher level
SC R
of the social sustainability; this is coming for the evaluation of the some govermental
interventions or incentives toward the hospital physically, patients and the employees. Certainly these grade scored by the Government might be elusive if environmental and economic issues
U
have been sacrificed for the development of social facet of the hospital. Obviously the yearnings
N
of both the employees and patients must have met by the Government is a reasonable extend.
M
of these two stakeholders.
A
Intuitively, Governmental allocations must have been dissipated and influence the social ability
ED
On the aspect of the supplier, a lower sustainability value is obtained. Reasons not limited to bottlenecks from the hospital, Government and even the suppliers’ staff could be a
PT
bane hindering the perceptions and low social traits within the supplier circle. Hindrances like
CC E
bureaucracy within the Government functionaries toward assessing, appraising and selecting the adequate supplier, logistics issues from the supplier’s side, and delay in securing local purchase order (LPO) from financial institution are capable of lowering the way the other two
A
stakeholders perceived the supplier; hence an unsatisfactory social incentives and supports from other stakeholders especially the Government could be a serious clog in the wheel of the suppliers toward attaining social sustainability goals. It could be deduced that the huge impact of social activities cut across all the participating parties (stakeholders) irrespective of the projected sustainability value obtained for each of them; this implies that adjusting just a factor 24
from any stakeholder would produce a ripple impact on all other factors thereby shifting the sustainability value of all the system. Therefore, a holistic maneuvering or improvement of on the overall sustainability index of the system is necessary. Another inference could be deducted a positive perception of all and sundry in the issues related to sustainability and also should a healthcare learn to integrate social sustainability objectives within their mission and value
IP T
statements. Depending on the prevailing conditions, it could be that mere scrutiny of a factor
would lead to the reduction in the challenge loads resulting in an enhanced social sustainability
SC R
traits. 5. Conclusions
U
The proposed exponential distribution framework is devised to asset various stakeholder
N
to access and appraise the hospital with a view of prioritizing those aspects of the system that
A
attention. The capacity and challenge factors proposed for utilizing this proposal as given in
M
Table 2 are done to reflect the actual needs of the hospital. Proper prioritization could assist the Management to concentrate adequate resources and strength to areas that are within the purview
ED
of the majority of the stakeholder. Hence areas of priorities as identified by all stakeholders can be well focused. The onus is now on individual hospitals to rejuvenate their strategies in
PT
order to decipher which factors to be included and those that should be jettioned. This will go
CC E
a long way toward attaining high effectiveness for the model. 5.1. Implications
This proposed social sustainability exponentially distributed model is flexible which
A
could form a rigid framework for appraising and measuring social sustainability of today’s healthcare of different backgrounds. One the special and easiest way to enhance the social ability and inclination of all stakeholders within the healthcare supplier chain is to adequately present them for training and restraining at all times. No doubt this study will assist the manager in taking an informed decision in accordance with the provisions of the prevailing supply chain. 25
Another way to go is the advocate and foster diligent, equity, fairness and good cultural values among all the participating stakeholders with a view to better assist them to coordinate efficiently. The scope of the capacity and challenge of those areas could easily be expanded as;
- planning for cutting-edge standards to care for the patient, diagnosis and surgical-procedures,
- using strict social criteria to firstly select suppliers
IP T
medicine-management and hygienic food supply.
- reducing the ethical decadent and pushing for a more transparent and all-inclusive governance
SC R
that will make Government to be more accountable to their stakeholders
- Encouraging employee to freely express how they should be engaged in training that could
U
enhance innovative thinking
N
5.2. Limitations and future research directions
A
For future studies, issues such as the following should be looked into.
M
- the applicability of the identified capacity and challenge factors need to be tested - various dimensions to compare and contrasts with respect to the identified factors with other
PT
proposed framework.
ED
healthcare center (hospital) in other localities is essential to generalize the applicability of the
Declaration of interest
A
CC E
None declared.
26
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