Testing the growth effects of structural change

Against the backdrop of Baumol's model of ‘unbalanced growth’, a recent strand of literature has presented models that manage to reconcile structural change with Kaldor's ‘stylized fact’ of the relative constancy of per-capita real GDP growth. Another strand of literature goes beyond this, arguing that the expenditure shifts toward Baumol's ‘stagnant’ sector stimulate rather than dampen long-term economic growth because of the human capital-accumulating nature of major ‘stagnant’ services (like health care and education). This paper tests the relationship between structural change and economic growth empirically by means of a Granger-causality analysis of a panel of 18 OECD countries.     

Health care expenditure and income in the OECD reconsidered: Evidence from panel data

This paper reconsiders the long-run economic relationship between health care expenditure and income using a panel of 20 OECD countries observed over the period 1971–2004. In particular, the paper studies the non-stationarity and cointegration properties between health care spending and income. This is done in a panel data context controlling for both cross-section dependence and unobserved heterogeneity. Cross-section dependence is modelled through a common factor model and through spatial dependence. Heterogeneity is handled through fixed effects in a panel homogeneous model and through a panel heterogeneous model. Our findings suggest that health care is a necessity rather than a luxury, with an elasticity much smaller than that estimated in previous studies.     

Relevance of corruption on the effect of public health expenditure and taxation on economic growth

We investigate whether corruption distorts the positive effect of public health expenditure and taxation on growth through panel data analysis of 75 developing countries for the period from 1995 to 2014. The findings indicate that, although both public health expenditure and taxation can increase economic growth, in countries with more corrupt governments this effect is reduced.     

The impact of piped water provision on infant mortality in Brazil: A quantile panel data approach

We examine the impact of piped water on the under-1 infant mortality rate (IMR) in Brazil using a recently developed econometric procedure for the estimation of quantile treatment effects with panel data. The provision of piped water in Brazil is highly correlated with other observable and unobservable determinants of IMR — the latter leading to an important source of bias. Instruments for piped water provision are not readily available, and fixed effects to control for time-invariant correlated unobservables are invalid in the simple quantile regression framework. Using the quantile panel data procedure in Chen and Khan [Chen, S., Khan, S., Semiparametric estimation of non-stationary censored panel model data models with time-varying factor. Econometric Theory 2007; forthcoming], our estimates indicate that the provision of piped water reduces infant mortality by significantly more at the higher conditional quantiles of the IMR distribution than at the lower conditional quantiles (except for cases of extreme underdevelopment). These results imply that targeting piped water intervention toward areas in the upper quantiles of the conditional IMR distribution, when accompanied by other basic public health inputs, can achieve significantly greater reductions in infant mortality.     

The effects of international remittances on expenditure patterns of the left‐behind households in Sub‐Saharan Africa

This article explores the effects of international remittances on the expenditure patterns of households in Sub‐Saharan Africa (SSA). This article focuses on five countries in SSA, which are some of the destinations that account for the highest receipt of international remittances. We analyze both aggregate and distributional effects of international remittances on expenditure patterns of households. To investigate the distributional effect of international remittances, we adopt the instrumental variable quantile (IV‐quantile) regression framework that allows us to simultaneously address the endogeneity of international remittances and possible heterogeneity in the impact of international remittances on households’ expenditure patterns. We instrument for international remittances by using the economic conditions in migrants’ countries as an instrument for international remittances. Our results show that the receipt of international remittances increases expenditures on food, durables, education, and health. Using the IV‐quantile regression, we find the effects of international remittances on household expenditure on food, durables, education, and health increase across the different expenditure quantiles.     

Under Performers and Over Achievers: A Quantile Regression Analysis of Growth

Numerous papers have searched for empirical linkages between long run economic growth and a myriad of economic, socio-political and environmental factors. Most of these studies use ordinary least-squares regression or panel regression analysis on a sample of countries and therefore consider the behaviour of growth around the mean of the conditional distribution. We extend the literature by using quantile regression to analyse long-term growth at a variety of points in the conditional distribution. By using this approach, we identify the determinants of growth for under performing countries relative to those for over achieving countries.     

US state health expenditure convergence: A revisited analysis

This paper studies the evolution of US state health expenditure for a sample that covers 1966–2014. Our results provide evidence against the existence of a single pattern of behavior of personal health care expenditure across the US states. Rather, we can observe the existence of two statistically different convergence clubs. We cannot find evidence of convergence when we disaggregate health expenditure into its three main payers: Medicare, Medicaid and private health insurance expenditure, whilst we again find evidence of convergence clubs. However, the estimated clubs for Medicaid and private health insurance expenditure are statistically different that estimated for total health expenditure. Consequently, our results offer strong evidence of heterogeneity in the evolution of US health expenditure. The analysis of the forces that drive club creation shows that economic situation and some supply-side factors are important. We can also appreciate that some healthcare outcome variables are only related to private insurance health expenditure. The other health expenditures, thus, show a certain lack of efficiency which may be due to practices that have little benefit for patient health.     

Military expenditure and economic growth across different groups: A dynamic panel Granger-causality approach

Applying GMM (Arellano and Bond, 1991) to panel data of 90 countries spanning over 1992–2006, this paper explores possible relationships between military expenditure and economic growth. Based on the definitions of income levels by the World Bank – high, middle and low – our results indicate military spending leads negatively economic growth for the panels of low income countries with a marginally significance level of 10%. Of four different regional panels (Africa, Europe, the Middle East–South Asia and Pacific Rim), a negative but stronger (5% significance level) causal relationship from military expenditure to economic growth is found for the Europe and Middle East–South Asia regions.     

The Internet,R&D expenditure and economic growth

We examine the effect of the Internet on the relationship between R&D expenditure and economic growth. Data for 105 countries over the period 1994–2014 are used for panel data analysis. The effect of R&D expenditure on economic growth proves to be affected positively by the Internet and the effect of the Internet on the economic growth is positively strengthened by an increase in R&D expenditure.     

Is health care a luxury? The debate revisited with new evidence from emerging economies

This paper studies the long-run relationship between health care expenditure and income using a panel data set of emerging economies over the period 1995–2012. The results show that expenditure on health care and income are non-stationary and cointegrated. After controlling for cross-sectional dependence and unobserved heterogeneity among different countries, we find that the income elasticity of health care is less than 1, indicating that health care is a necessity and not a luxury. Government expenditure and out-of-pocket expenditure turn out to be important determinants of health care expenditure. Among non-monetary factors, results show that old age dependency and female education seem to have significant bearings on health care expenditures. Policy recommendations suggest that government should increase spending on health care in emerging economies since higher incomes may not automatically translate into higher health care spending by the people of these countries.     

Environmental performance,corruption and economic growth: global evidence using a new data set

This study investigates the relationship between environmental performance, corruption and economic growth using panel data of 87 countries covering the period from 2002 to 2012. The Environmental Performance Index is used for the first time to evaluate the environmental quality on economic growth. By employing both ‘static’ and ‘dynamic’ panel models, we find that environmental performance is positively related to economic growth and is more significant in non-Organization for Economic Cooperation Development (OECD) countries. Moreover, when corruption is incorporated, the empirical estimation results indicate that although lower corruption helps economic growth in non-OECD countries, the negative coefficients of the three interactive terms show that the positive effect of environment performance on economic growth will drop, while greater environmental performance combined with natural resource abundance inevitably leads to inefficient bureaucracies and hence disadvantageous economic growth. As a result, policymakers in non-OECD countries should carefully ensure better government quality when they exhibit strong environmental performance so as to avoid any disadvantageous impact upon economic growth.     

Government response to increased demand for public services: The cyclicality of government health expenditures in the OECD

The more that health care expenditures are financed by general taxation, the greater the discretion governments are likely to exercise when timing increases in health care expenditures. Vote-maximising governments time increases in health care expenditures to occur in economic upturns, when voters are not as aware of the required increase in taxation. In recessions, they have an incentive to sustain expenditures on health care by diverting expenditures from other public expenditure programmes that voters perceive as low priority. In this way, government pursuit of a political agenda is likely to exert a systematic influence on the cyclicality of government expenditure. Predictions are tested with reference to the cyclicality of government health expenditures, for a sample of OECD countries from 2000 to 2012.     

Social security expenditure and GDP in OECD countries: A cointegrated panel analysis

Abstract

Using panel data unit root tests and panel cointegration tests, as well as estimation techniques appropriate for heterogeneous panels such as the full modified OLS, this paper re-examines the long-run co-movement and the causal relationship between GDP and social security expenditure in a bivariate model, employing data on 25 OECD countries from 1980 to 2001. Our cointegration test results show strong evidence in favour of the existence of a long-run equilibrium cointegrating relationship between GDP and social security expenditure after allowing for a heterogeneous country effect. Regarding the panel-based error correction model, we find that GDP and social security expenditure lack short-run causality, but reveal the existence of long-run bidirectional causality. This shows that, in the long run, economic growth must be based on a social welfare policy that should be carried out, and economic growth can facilitate contiguous development in a social welfare policy. Lastly, we also provide evidence to support that social security expenditure can affect growth through the savings and human capital accumulation in OECD countries.     

The road to innovation vs. the role of globalization: A dynamic quantile investigation

This paper investigates the distributional effects of globalization on innovation using 86 countries data from 1986 to 2016. Our results derived from the dynamic panel quantile regression technique show that overall globalization has a positive influence on national innovation in the least innovative countries. Similar evidences are found when utilizing globalization (de jure) and social globalization indices. Subsample analysis shows that globalization leads to better innovation performance in the medium innovative countries among OECD countries. Therefore, our findings contribute to the existing literature in identifying the changing effect of globalization on innovation.     

Revisiting growth empirics based on IV panel quantile regression

We analyse the well-known issue of economic growth convergence using quantile regression. Most previous studies have used a least squares (LS) method or variation, which focuses on the issue only at the mean of the growth rate. Therefore, such results cannot provide a satisfactory answer to what can happen if the growth rate is far from the conditional mean level. For example, we consider the following question: do we still have economic growth convergence or is the convergence speed changed in a low growth period such as the ‘Great Recession,’ that started in 2008? We propose using instrumental variable panel quantile regression to answer this question. Our empirical findings demonstrate that economic growth convergence occurs at all quantiles over the entire conditional distribution, but that the convergence speed does depend on quantiles; the convergence speed is much higher when the GDP growth rate is at either high or low quantiles.     

Nonlinear relationship between health care expenditure and its determinants: a panel smooth transition regression model

This paper employs a panel of 16 OECD countries over the period 1975–2009 to reexamine the health care expenditure (HCE)-income relationship by considering a lagged ratio of public expenditures on health as the transition variable in panel smooth transition regression (PSTR) models. PSTR models can capture the heterogeneity of any individual country, provide more detailed information for policy makers of an individual government, and resolve the insufficient observations problem that frequently appears in annual country-level data. Our empirical results indicate that the relationship between HCE and its determinants, including income, time (trend), and age structure variables, is nonlinear and varies with time and across countries. The time (trend) variable—a proxy for technical progress in health care—has a non-linear impact on HCE. Ignoring the variables—technological change of health care and age structure of population—will result in over-estimates of the income elasticities of HCE. Moreover, HCE behaves as a necessity good, and the income elasticity increases when the five-period lagged ratio of public expenditures on health increases. Clearly, the ratio of government financing on health plays an important role in influencing HCE.     

New wine in old wineskins? Growth,terrorism and the resource curse in sub-Saharan Africa

Since 1995, growth in sub-Saharan Africa has averaged more than 5% per year reversing a two-decade decline of real income per capita. In this paper, we explore the extent to which the nascent growth is sustainable or not due to higher incidences of terrorism and commodity price declines. Our analysis is based on a rich unbalanced panel data set with annual observations on 46 countries from 1968 to 2004. We explore these data with cross-sectional and panel growth regression analysis and quantile regressions. We estimate the economic and statistical effect of terrorism on growth in sub-Saharan Africa, controlling for a variety of other factors. We then investigate the extent to which there appears to be a structural break in the estimated relationships. We find that the terrorist-oriented fragility of sub-Sahara has increased in the most recent period. We find that most of the fragility can be explained by the growth in countries that are primary fuel exporters. Indeed, our evidence points to the fact that resource-rich countries have not done an adequate job of investing in counter-terrorist policies.     

Determinants of non-life insurance expenditure in developed and developing countries: an empirical investigation

The determinants of non-life insurance expenditure in a panel data set covering 36 developed countries and 31 developing countries for the period 2000–2011 are analysed. Results of our instrumental variable analysis indicate that economic freedom, income, bank development, urbanization, culture and law systems are the key drivers of the non-life insurance expenditure across countries. However, their impacts differ significantly between the groups of developed and developing countries, suggesting that the heterogeneity among countries in terms of the level of development plays an important role. The global financial crisis is also found to influence the direction of those effects, especially in developed countries. The article yields useful policy and economic implications for governments and multinational non-life insurance companies with regard to the development of the non-life insurance sector, an important engine for economic growth and prosperity.     

Increasing Public Expenditure: Wagner's Law in OECD Countries

Abstract. The paper proposes a panel cointegration analysis of the joint development of government expenditure and economic growth in 23 Organization Economic Cooperation and Development countries. The empirical evidence provides indication of a structural positive correlation between public spending and per‐capita gross domestic product (GDP), which is consistent with the so‐called Wagner's law. A long‐run elasticity larger than 1 suggests a more than proportional increase of government expenditure with respect to economic activity. In addition, according to the spirit of the law, we found that the correlation is usually higher in countries with lower per‐capita GDP, suggesting that the catching‐up period is characterized by a stronger development of government activities with respect to economies in a more advanced state of development.     

Self‐rated Health Status of Japanese and Europeans in Later Life: Evidence from JSTAR and SHARE

Using panel data from two surveys in Japan and Europe, we examine the comparability of the self‐rated health of the middle‐aged and elderly across Japan and European countries and across the survey periods. We find that a person's own health is evaluated using different standards (thresholds) across the different countries and survey waves. When evaluated using common thresholds, the Japanese elderly are found to be healthier than their counterparts in the European countries. Reporting biases causing discrepancies between the changes in individuals' self‐rated health and their actual health over the survey waves are associated with education and country of residence.