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Global Health Economics and
            Sustainability
                                                                                             A comparative analysis


            policies are critical for mitigating pandemics or other   & Shrestha, 2020). Most research on this subject has
            health crises. Governments can effectively mitigate the   been conducted at the national (Allan, 1965; Auld, 1970;
            impact of such crises by investing in healthcare goods   Chakraborty & Sinha, 2018; Zakaria & Ali, 2010) or state
            and services  and striving for universal  coverage (Tekle   (Dholakia, 2015; Khan et al., 2018; Chakraborty et al., 2019;
            et al., 2023; Foo  et al., 2022; Kutzin, 2020). On the one   Chakraborty & Shrestha, 2020; Jacob & Chakraborty, 2020)
            hand,  governments’  public  health  expenditures  must   levels, analyzing overall budget estimates and comparing
            ensure the efficient implementation of public health policy   them to actual figures. Few studies have examined central
            (Jakovljevic et al., 2016). Suppose governments develop a   or state governments’ sector-specific fiscal marksmanship.
            series of systematic and scientific policy implementation   Barring studies on budgetary discipline concerning
            plans (Vega-Royero & Sibona, 2023) but cannot fund the   educational expenditure (Chakraborty & Choudhury,
            corresponding public health expenditure due to insufficient   2005) and health expenditure (Jani, 2022)  across Indian
            resources; this situation might result in a poor effect   states, there is little evidence in the literature (Jakovljevic
            of policy implementation in controlling the pandemic   et al., 2016).
            (Ghaffari Darab et al., 2021; GBD 2016 Occupational Risk   The  extant  research indicates  a strong  correlation
            Factors Collaborators, 2020). When fiscal resources are   between COVID-19 fatalities and the financing of
            scarce, public health spending should be directed toward
            scientific and effective policies (Tyrovolas  et al., 2018).   healthcare systems (Moolla & Hiilamo, 2023; Ma  et al.,
            Historically, challenges in coping with sudden health and   2022), coupled with the unexpected healthcare expenditures
            natural emergencies have devastating consequences across   incurred by both state and federal governments to combat
                                                               the pandemic. Therefore, this study offers comparative
            the countries of the Global South (Jakovljevic et al., 2021;   insights into fiscal discipline regarding health expenditure
            Walker  et al., 2020). Essential medicines and sanitary   between  the  pre-COVID-19  and  COVID-19  periods.
            consumables were mostly delivered promptly; however,
            difficulties arose due to insufficient fiscal reserves, that   By examining the fiscal management of health spending
            is, budgetary savings (Maqbool  et al., 2023; Shaikh &   before  and during  the pandemic,  the  research  aims  to
            Ali, 2020; Hou & Hou, 2013) for extraordinary situations   shed  light  on  the  effectiveness  of  resource  allocation
            such as floods, earthquakes, volcanic eruptions, military   and financial preparedness in addressing public health
            conflicts,  and  infectious  disease  epidemics  (Josephson   crises. This approach helps comprehend deviations from
            et al., 2021; Local Burden of Disease Vaccine Coverage   budgeted expenditure estimates at the onset of the health
            Collaborators, 2021). Given the scarcity of financial   crisis, which directly affects crisis management planning,
            resources, particularly in a low-resource setting like India,   particularly in the context of health system interventions
            resource waste can have serious consequences, which   during health emergencies (Vysochyna et al., 2023; Micah
            increases the significance of predicting government budget   et al., 2021). It is critical to discuss fiscal discipline at this
            allocation. Various challenges can arise if government   level, especially in light of the pandemic’s onset and the
            estimates are inaccurate, resulting in unintended/adverse   resulting public health disaster.
            macroeconomic consequences (Sahoo  et al., 2023).    The present study looks at state-level health
            Moreover, an unexpected need to finance the deficit   expenditure, fiscal marksmanship, and COVID-19 cases in
            occurs in cases where actual expenditure exceeds budgeted   India. This research compared health expenditure between
            expenditure (Sennoga & Balma, 2022). In contrast, if the   the pre-COVID-19 and the COVID-19 period for India
            actual expenditure is less than budgeted, there will be idle   and selected  states,  investigated fiscal  marksmanship  in
            resources that could otherwise be put to productive use.   the context of health expenditure at the national and state
            As a result, accurate forecasts are critical for proper budget   level, and assessed the impact of fiscal marksmanship on
            implementation. Regarding the global health spending   COVID-19 deaths.
            landscape, reliable projections are particularly relevant
            for the emerging BRICS (Brazil, Russia, India, China, and   2. Data and methods
            South Africa) markets that have led the world’s real gross   The study examined the period from 2017 to 2021. Since
            domestic product (GDP) growth for a long time (Sahoo   the occurrence and peak of COVID-19 occurred primarily
            et al., 2023b).                                    in 2019 – 2021, it divided the analysis into two periods,
              Fiscal marksmanship is an empirical test to detect   that is, pre-COVID-19 (2017-late – 2019) and COVID-19
            forecasting errors in macroeconomic variables such   period (late-2019 – 2021). The study used data from
            as  deficits,  expenditures,  and  revenues  (Jani,  2022).  Its   India and selected Indian states. Data on fiscal indicators
            primary objectives include estimating errors in forecasting   on health were from different union and state budget
            and identifying different parts of the error (Chakraborty   documents, data on population density were from Census


            Volume 3 Issue 3 (2025)                        136                       https://doi.org/10.36922/ghes.2920
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