Analytical techniques
Technique | Description/highlights | Link |
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How to conduct DEA analysis in excel | Popular Nonparametric (deterministic) frontier approach used to investigate the relationship between spending and outcomes by measuring distance from the best-practice frontier | Excel PPT |
How to conduct force, momentum and rigidity analysis | Applying measures of public expenditure force, momentum and rigidoty can improve basic fiscal monitoring and inform fiscal consolidation by helping identify pressing fiscal concerns with potential to undermine fiscal space | Excel PPT |
Fiscal multiplier estimation | Using a Structural Vector Autoregressive Model (SVAR), the tool allows to assess the link between spending and growth | PPT |
How to run a CPAT | The Carbon Pricing Assessment Tool (CPAT) is a spreadsheet-based tool to support rapid estimation of effects of carbon pricing and fossil fuel subsidy reforms along several economic and non- economic dimensions, including key macroeconomic variables, energy consumption, local and global pollutants, ‘development co-benefits’, distribution/equity and poverty. | Excel PPT |
How to estimate cyclicality of fiscal policy | Fiscal policy cyclicality can be assessed through Hodrick-Prescott filter or Kalman filter | PPT |
Debt Thresholds | Debt thresholds - defined as safe levels of pbulic debt or lower bound probability of debt distress - can be estimated via probit methodology | PPT |
Access governance diagnostics | PEFA, TADAT, Diamond, PIMA, PFRAM | |
Efficiency Analysis
This section presents analytical papers on budget efficiency analysis in a variety of policy areas. While none of the papers presented in this section used a BOOST database, the techniques used in them can be extrapolated and replicated using BOOST. The objective of this section is, therefore, to encourage the user to approach policy analysis with an innovative approach taking advantage of all the tools at hand.
Waste Not, Want Not: The Efficiency of Health Expenditure in Emerging and Developing Economies, August 2013
This paper quantifies the inefficiency of public health expenditure and the associated potential gains for emerging and developing economies using a stochastic frontier model that controls for the socioeconomic determinants of health, and provides country-specific estimates. The results suggest that African economies have the lowest efficiency. At current spending levels, they could boost life expectancy up to about five years if they followed best practices.
Colombia Decentralization: Options and Incentives for Efficiency (Vol. 2 of 2), 2009
This report is intended to support the analysis and implementation of reforms aimed at a strengthening of the intergovernmental system in Colombia. In mid-2007 congress approved a legislative act as constitutional amendment that increases the level of the main transfer to sub-national governments, the General System of Transfers (SGP). However an adjustment of the regulations and institutional arrangements within the sectors is still pending. The report is intended to provide empirical evidence and technical inputs for a design of these complementary measures that are required. It will focus on examining how efficient sub-national governments are in service delivery within the existing intergovernmental arrangements and incentive framework. It will also analyze the underlying causes of low performance and suggest options for the government to address this challenge. The emphasis is on three sectors: education and health, which are both financed primarily by the SGP; and the road sector, which is financed outside the SGP. This focus will make evident the different types of intergovernmental management systems and the implications for efficiency.
Efficiency of Public Spending in Developing Countries: An Efficiency Frontier Approach, 2005
This paper attempts to measure efficiency and has two major parts. The first one estimates efficiency as the distance between observed input-output combinations and an efficiency frontier (defined as the maximum attainable output for a given level of inputs). This frontier is estimated for several health and education output indicators by means of the Free Disposable Hull (FDH) and Data Envelopment Analysis (DEA) techniques. Both input-inefficiency (excess input consumption to achieve a level of output) and output-inefficiency (output shortfall for a given level of inputs) are scored in a sample of 140 countries using data from 1996 to 2002. The second part of the paper seeks to verify empirical regularities of the cross-country variation in efficiency.
Efficiency of Public Spending in Developing Countries: A Stochastic Frontier Approach, 2005
This study will present the stochastic frontier methodology and revisit the World Bank data while employing this alternative set of methods. The first chapter of the presentation describes the stochastic frontier methodology. Then , the methods will be illustrated in two applications, Christensen and Greene’s (1976) data on electricity production, which is a standard platform for studying the stochastic frontier model and second, to a previously examined data set from the World Health Organization on health care and education attainment, allowing for both measured and unmeasured heterogeneity (cross country differences). In our second chapter, we will apply the techniques developed to the World Bank data on health care and education. This section will illustrate a variety of computations based on the stochastic frontier methodology. The stochastic frontier production model has provided the standard platform for single output analysis of technical inefficiency in most studies.
A Preliminary Non-parametric Analysis of Public Health and Education Expenditures in Developing Countries, 2004
This report examines the efficiency of public expenditures for education and health services in developing countries. Two datasets are analyzed: the first allows cross-country comparisons, using national-level data; the second permits comparisons across municipalities in a single country.
Brazil - Municipal education - Resources, Incentives, and Results (Vol. 2 of 2), 2002
This research outlines the policy context, objectives, and methodology practiced, to then focus on the extent to which municipalities benefited from efforts designed to provide additional resources for education. On pp 53-57 the article used the Data Envelopment Analysis (DAE) technique to use the empirical data from the municipalities and determine the efficiency in the use of resources and the impact on education.
Equity analysis: Documents on Benefit Incidence Analysis
Distributive Analysis Stata Package (DASP) 2013
This Stata program includes a module to perform Benefit Incidence Analysis.
The main purpose of this project is to produce a comprehensive package of Stata modules to help analyze the distribution of living standards. It is hoped that this will be useful for measurement as well as for policy purposes.
How to Do (or Not to Do) . . . a Benefit Incidence Analysis, 2010
Benefit incidence analysis (BIA) considers who (in terms of socio-economic groups) receive what benefit from using health services. While traditionally BIA has focused on only publicly funded health services, to assess whether or not public subsidies are ‘pro-poor’, the same methodological approach can be used to assess how well the overall health system is performing in terms of the distribution of service benefits.
Analyzing Health Equity Using Household Survey Data: A Guide to Techniques and Their Implementation (World Bank, 2008)
The aim of this guide is to provide researchers and analysts with a step-by-step practical guide to the measurement of a variety of aspects of health equity. Chapter 14 (pp.165-175): Who Benefits from Health Sector Subsidies? provides a detailed Benefit Incidence Analysis on health.
How Useful Are Benefit Incidence Analyses (BIA) of Public Education and Health Spending?, 2003
The paper demonstrates the usefulness of BIA in two dimensions. First, the paper finds, among other things, that overall education and health spending are poorly targeted; benefits from primary education and primary health care go disproportionately to the middle class, particularly in sub-Saharan Africa, HIPCs and transition economies; but targeting has improved in the 1990s. Second, simple measures of association show that countries with a more pro-poor incidence of education and health spending tend to have better education and health outcomes, good governance, high per capita income, and wider accessibility to information.
Practical Applications
Social Spending, Poverty and Gender Equality in Kenya, a Benefit Incidence Analysis, 2009
This paper uses a benefit incidence approach to estimate who gains from these services, both on average and at the margin, using data from the 2005/06 Kenya Integrated Household Budget Survey (KIHBS).
The Center for Efficiency and Productivity Analysis provides a statistical software package for free to perform different types of frontier and efficiency analysis, as well as detailed guidelines and working papers on the topic.