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Triangulating health expenditure estimates from different data sources in developing countries: The case of pakistan's private health expenditure

机译:对来自发展中国家不同数据来源的卫生支出估算值进行三角划分:以巴基斯坦的私人卫生支出为例

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This article deals with the accuracy of statistical records used for political decision making and international comparative analysis. In developing countries, even major macroeconomic indicators can include data inadequacies and methodological differences in data generation between statistical agencies. Existing data show that total health expenditure as a percentage of GDP is about 50 lower in Pakistan than in other low-income countries (LIC). To determine whether these results reflect the actual situation in Pakistan or whether they are due to statistical error, Pakistan produced National Health Accounts (NHA) for the first time in 2009 to assess health spending in 2005-6. Improved NHA estimates are also being made for 2007-8, which will be based on the following: public expenditure data published with time lags; survey results for 2007-8; and multivariate analyses of data from 2010 and 2011 surveys on health-specific out-of-pocket (OOP) expenditure, healthcare providers, non-profit institutions and census data on autonomous bodies and large hospitals.Since these data are not yet available, a best estimate of health expenditure has to be made to support policy decision making and to provide a point of comparison for future NHA results. Health expenditure data are available from different data sources and estimates have been made by applying different methods, leading to a range of health spending estimates. As a result of this diversity of estimates and data, each with its own inaccuracies or gaps, there was a clear need to triangulate the available information and to identify a best possible estimate.This article compares estimates of household health expenditure from different sources, such as the Household Integrated Economic Survey, the Family Budget Survey and National Accounts (NA). The analysis shows that health expenditure figures for Pakistan have been underestimated by both WHO and the NHA. An adjusted estimate shows OOP spending to be twice as high as previously thought. Previous per capita total health expenditure estimates ranged from $US16 to $US19. The revised estimate showed per capita total health expenditure to be $US33, based on NA data. This puts Pakistan in a different position in international comparisons, with health expenditure exceeding the level of India ($US32.5) and the average of all LIC ($US24.5).Methodological differences in estimating expenditure and the multiple and conflicting estimates might cause stakeholders to make potentially adverse or even erroneous policy decisions on the allocation of resources. Because policy makers make decisions based on the estimates provided, the provision of a best estimate, made following a review of the advantages and limitations of existing sources and methods, is key.
机译:本文涉及用于政治决策和国际比较分析的统计记录的准确性。在发展中国家,即使主要的宏观经济指标也可能包括统计机构之间数据不足和数据生成方法的差异。现有数据显示,与其他低收入国家(LIC)相比,巴基斯坦的卫生总支出占GDP的比例降低了约50。为了确定这些结果是否反映了巴基斯坦的实际情况还是由于统计错误,巴基斯坦于2009年首次编制了《国家卫生帐目》,以评估2005-6年的卫生支出。 NHA的2007-8年度估算也有所改进,其依据如下:时滞发布的公共支出数据; 2007-8年度的调查结果;以及对2010年和2011年有关特定于健康的自付费用(OOP)支出,医疗保健提供者,非营利机构的数据以及有关自治机构和大型医院的普查数据的多变量分析。必须对卫生支出进行最佳估算,以支持决策并为未来的NHA结果提供一个比较点。可从不同的数据源获得卫生支出数据,并且已通过采用不同的方法进行了估算,从而得出了一系列卫生支出估算值。由于估计和数据的多样性,每个都有其自身的不准确性或差距,因此显然有必要对可用信息进行三角剖分并确定最佳的估计。本文比较了不同来源的家庭卫生支出的估计,例如作为家庭综合经济调查,家庭预算调查和国民核算(NA)。分析表明,世卫组织和国家卫生局都低估了巴基斯坦的卫生支出数字。调整后的估算值表明,OOP支出是先前认为的两倍。先前的人均医疗总支出估计在16美元至19美元之间。订正估计数显示,根据不适用数据,人均医疗总支出为33美元。这使巴基斯坦在国际比较中处于不同的地位,卫生支出超过了印度(32.5美元)和所有低收入国家的平均水平(24.5美元)。使利益相关者对资源分配做出潜在的不利甚至错误的决策。由于决策者是根据提供的估算来做出决定的,因此,在评估现有资源和方法的优缺点之后做出最佳估算是至关重要的。

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