Is the tourism–economic growth nexus time-varying? Bootstrap rolling-window causality analysis for the top 10 tourist destinations

This article explores the time-varying causal nexus between tourism development and economic growth for the top 10 tourist destinations in the world, namely China, France, Germany, Italy, Mexico, the Russian Federation, Spain, Turkey, the UK and the United States of America, over the period 1990–2015. To that end, a bootstrap rolling window Granger causality approach based on the modified Granger causality test is used. A new index for tourism activity which combines via principal component analysis the commonly used tourism indicators is also employed. The results of the bootstrap rolling window causality tests reveal that the causal relations between tourism and economic growth vary substantially over time and across countries in terms of both magnitude and direction. It is shown that the causal linkages tend to be more pronounced for a large group of countries following the global financial crisis of 2008. Additionally, Germany, France and China clearly stand out as the countries with the weakest causal nexus, while the UK, Italy and Mexico emerge as the countries that have the strongest causal links. These results have particularly important implications for policymakers.     

石油与黄金产业价格联动关系研究

2002-2006年石油与黄金产业价格变动之间的关系可以用格兰杰因果关系进行检验,并根据格兰杰表示定理建立石油与黄金价格联动之间的误差修正模型来考察二者之间的长期关系和动态关系.本文认为石油价格和黄金价格上涨之间是单向的,从石油价格上涨到黄金价格上涨的因果关系,而且这种关系是长期稳定的,并没有随时间而发生结构性变化.     

Stock market development and real economic activity in Peru

We explore the causal effect of stock market development on real economic activity in Peru by setting up a simple growth model that underpins long-run identifying restrictions for vector autoregressive models. This allows us to identify stock market shocks and to uncover the dynamic response of real output per capita. Using annual time series data for the period 1965–2013, we find that stock market shocks have had a short-run causal effect on real GDP per capita only after 1991, a result that is consistent with standard Granger causality tests; however, the contribution of stock market shocks to output growth dynamics has been small. Thus, policy actions aimed at further developing the Peruvian stock market may have a positive impact on the dynamics of economic growth.     

Religiosity and income: a panel cointegration and causality analysis

In this article, we examine the long-run relationship between religiosity and income using retrospective data on church attendance rates for a panel of countries from 1930 to 1990. We employ panel cointegration and causality techniques to control for omitted variable and endogeneity bias and test for the direction of causality. We show that there exists a negative long-run relationship between the level of religiosity, measured by church attendance, and the level of income, measured by the log of GDP per capita. The result is robust to alternative estimation methods, potential outliers, different samples, different measures of church attendance and alternative specifications of the income variable. Long-run causality runs in both directions, higher income leads to declining religiosity and declining religiosity leads to higher income.     

FDI, services trade and economic growth in India: empirical evidence on causal links

This article examines the linkages between inward FDI, services trade (export and import) and economic output using co-integration and VECM causality test. These linkages have been explored both at the aggregate and at the sectoral levels (manufacturing and services). The empirical findings confirm the long-run relationship among these variables. Causality results indicate the presence of bi-directional causal relationship between FDI and economic output as well as between services exports and economic output. The results also bring out feedback relationship between services export and FDI, reconfirming the presence of complementary relationship between the two. At the sectoral level, we find at least a unidirectional causality from FDI and services exports to both manufacturing and services output and also cross-sectoral spillover effects from manufacturing output to services output and vice versa.     

Co-Integration and Causality Testing of the Energy–GDP Relationship: A Cross-Country Study

In this paper, the energy–GDP relationship (in per capita terms) is analysed for a sample of 16 countries, over the time period 1950–51 to 1984–85. Co-integration theory is first used to test whether a long-run equilibrium relation exists between the two variables. After co-integration has been established, causality measures are constructed to quantify various types of feedback between energy and GDP for each country. It is then examined whether the causality measures are longitudinally related to certain basic economic indicators of the countries in the sample.     

江苏省碳排放与外贸出口间关系的实证研究

测算了1995—2010年江苏省的碳排放量,运用协整检验、建立误差修正模型和进行Granger因果关系分析,对江苏省碳排放量与外贸出口总额的长期均衡关系和短期动态变化进行了分析。结果显示:1995—2010年江苏省的碳排放量增长迅速,但呈明显的波动趋势;江苏省的碳排放量与外贸出口总额存在长期协整关系,其长期弹性为0.229;短期内,前期的非均衡误差以19.04%的比例对当期碳排放量做出修正,以保证碳排放量与外贸出口总额存在长期均衡关系;外贸出口总额是碳排放量的Granger原因,而碳排放量的增加不能解释外贸出口总额的增长。最后提出,加快外贸出口结构调整,减少高能耗、高碳产品出口,是江苏省减少碳排放的重要环节。     

The dynamic linkages between economic growth,environmental quality and health in Greece

Increasing economic activity ignoring environmental quality may distort economic growth, leading to a negative rate. The expected deterioration of health in the near future may lead to further environmental degradation, with a continuation of a spiral-type path towards worsening growth and efforts to catch up with the developed economies. Τhis article examines the dynamic interdependence between economic activity, health quality and environmental degradation for Greece over the period 1960–2012. We employ Kuznets-type models and apply several co-integration techniques along with Granger causality tests. The results reveal strong causal effects, running from income towards CO₂ and infant mortality. In the multivariate context, a significant long-run impact is directed towards infant mortality, with economic growth performing rather exogenously.     

Energy consumption and economic growth in Asian economies: A more comprehensive analysis using panel data

This paper applies the most recently developed panel unit root, heterogeneous panel cointegration and panel-based error correction models to re-investigate co-movement and the causal relationship between energy consumption and real GDP within a multivariate framework that includes capital stock and labor input for 16 Asian countries during the 1971–2002 period. It employs the production side model (aggregate production function). The empirical results fully support a positive long-run cointegrated relationship between real GDP and energy consumption when the heterogeneous country effect is taken into account. It is found that although economic growth and energy consumption lack short-run causality, there is long-run unidirectional causality running from energy consumption to economic growth. This means that reducing energy consumption does not adversely affect GDP in the short-run but would in the long-run; thus, these countries should adopt a more vigorous energy policy. Furthermore, we broaden the investigation by dividing the sample countries into two cross-regional groups, namely the APEC and ASEAN groups, and even more important results and implications emerge.     

A quantitative reassessment of the finance–growth nexus: evidence from a multivariate VAR

The long-run relationship between financial development and economic growth is examined in a multivariate vector autoregression (VAR) framework using 10 sample countries. Difficulties surrounding the cross-country regressions and bivariate time series studies are outlined. The long-run financial development and output relationships are identified in a cointegrating framework through tests of over-identifying restrictions. We find bi-directional causality between financial development and economic growth in all the sample countries, conclusions that stand distinct from those in the existing empirical literature. We attribute our findings to: (i) analysis of a higher dimensional system, (ii) a new method of identifying the long-run economic relationships, and (iii) a new approach to long-run causality testing.     

Time-varying linkages between tourism receipts and economic growth in a small open economy

The causal link between tourism receipts and GDP has recently become the major focus of some recent studies in tourism economics. Results obtained in these studies about the causal link appear to be sensitive with respect to the countries analyzed, sample period and methodology employed. Considering the sensitivity of the causal link, we use the rolling window and time-varying coefficients estimation methods to analyze the Granger causality based on Vector Error Correction Model (VECM). When applied to Turkey for the 1963–2006 periods, this methodology enables us to overcome differences in the outcome of the tests performed in other studies for tourism receipts and GDP. The findings of this paper are as follows: results from the full sample within the VECM model indicate that there is no Granger causality between the series, while the findings from the time-varying coefficients model based on the state-space model and rolling window technique show that GDP has no predictive power for tourism receipts; however, tourism receipts have a positive–predictive content for GDP following early 1980s.     

Financial Development and Income in North Africa

We explore the short-run dynamics and long-run relationship between income and financial development in Algeria, Egypt, and Morocco. We use co-integration and VECM models and four indicators of financial development. The empirical results indicate that there is a long-run relationship between income and each financial development indicator, except credit to the private sector in Algeria. On the other hand, Granger-causality test results indicate that the evidence on the direction of causality is mixed.

Causality tests of budget and current account deficits: Cross-country comparisons

This study attempts to determine the causal relationship between budget and current account deficits as well as the direction of such causality. A selected sample of some developed and developing countries with annual time series data is used and cointegration techniques are applied to bring evidence regarding this important issue. Our results do not support any long-run relationship between the two deficits for developed countries while the data for developing countries do not reject such a relationship. However, our results suggest a causal relationship between the two deficits for most of the sample countries. First version received: November 1996/final version received: September 1998     

Time-varying linkages between tourism receipts and economic growth in South Africa

The causal link between tourism receipts and GDP has recently become a major focus in the tourism economics literature. Results obtained in recent studies about the causal link appear to be sensitive with respect to the countries analysed, sample period and methodology employed. Considering the sensitivity of the causal link, we use rolling window and time-varying coefficient estimation methods to analyse the parameter stability and Granger causality based on a vector error correction model (VECM). When applied to South Africa for the period 1960–2011, the findings are as follows: results from the full-sample VECM indicate that there is no Granger causality between tourism receipts and GDP, while the findings from the time-varying coefficients model based on the state-space representation show that tourism receipts have positive-predictive content for GDP for the entire period, with the exception of the period between 1985 and 1990. Full-sample time-varying causality tests show bidirectional strong causality between tourism receipts and GDP.     

Tourism,trade and growth: the case of Cyprus

Although the relationship between international trade and economic growth has found a wide application area in the literature over the years, this can not be said about tourism and growth or trade and tourism. This study employs the bounds test for cointegration and Granger causality tests to investigate a long-run equilibrium relationship between tourism, trade and real income growth, and the direction of causality among themselves for Cyprus. Results reveal that tourism, trade and real income growth are cointegrated; thus, a long-run equilibrium relationship can be inferred between these three variables. On the other hand, Granger causality test results suggest that real income growth stimulates growth in international trade (both exports and imports) and international tourist arrivals to the island. Furthermore, growth in international trade (both exports and imports) also stimulates an increase in international tourist arrivals to Cyprus. And finally, real import growth stimulate growth in real exports in the case of Cyprus.     

Life expectancy and human capital: long-run evidence from a panel of countries

This article examines the long-run impact of life expectancy on human capital investment for a panel of 14 countries over the period 1870–2010. Using recently developed panel time series techniques, we find (i) that life expectancy at birth has a statistically significant long-run effect on schooling and (ii) that long-run causality is unidirectional from life expectancy to schooling.     

金融集聚对研发投入的影响及空间差异

利用1991—2010年我国金融机构贷款、股票筹资和研发投入的时间序列数据,以及2006—2007年我国31个省(自治区、直辖市)的截面数据,通过协整关系分析、Granger因果关系检验及相关分析,分析了金融集聚与研发投入的关系,并以金融机构贷款和股票筹资及研发强度为依据,将全国31个省(自治区、直辖市)划分为四个等级,分析了金融集聚与研发投入的空间差异。结果发现:金融集聚与研发投入之间存在长期均衡关系;股票筹资与研发投入存在双向的Granger因果关系;研发投入与金融机构贷款存在单向的Granger因果关系;金融集聚与研发投入呈明显的线性相关;股票筹资对研发投入的贡献要大于金融机构贷款。     

Impact of terrorism on tourism in Turkey: empirical evidence from Turkey

This article aims at investigating the causal impact of terrorist attacks on the tourism industry in Turkey based on the Autoregressive Distributed Lag (ARDL) bounds testing procedure for the period between 1986 and 2006. The ARDL bounds test reveals that tourism is in a long-run equilibrium level relationship with terrorism. The evidence obtained from the long-run and short-run parameter estimates indicates the existence of a negative causal effect of terrorism on tourism.     

Sovereign default risk and state-owned bank fragility in emerging markets: evidence from China and Russia

In this paper we investigate the interdependence of the sovereign default risk and banking system fragility in two major emerging markets, China and Russia, using credit default swaps as a proxy for default risk. Both countries’ banking industries have strong ties with their governments and public sector, even after a series of significant reforms in the last two decades. Our analysis is built on the case studies of each country’s two biggest banks. We employ a bivariate vector autoregressive (VAR) and vector error correction (VECM) framework to analyse the short- and long-run dynamics of the chosen CDS prices. We use Granger causality to describe the direction of the discovered dynamics. We find evidence of a stable long-run relationship between sovereign and bank CDS spreads in the chosen time period. The more stable relationship is found in cases where the biggest state-owned universal banks in emerging markets are closely managed by the government. But the fragility of those banks does not directly affect the state of public finances. However, in cases where state-owned banks directly participate in large governmental projects, banking fragility may result in the deterioration of state funds, while raising the risk of sovereign default.     

江苏省专利产出与经济增长关系的实证研究——基于技术经济学的时间序列分析

基于技术经济学的理论模型,运用单位根检验,协整分析和格兰杰因果检验方法,对江苏省专利产出与经济增长进行了实证研究,以1985—2010的江苏省统计年鉴为数据基础,发现两者存在长期均衡关系和格兰杰因果关系,并建立了动态互动的关系,研究结论可以为江苏省制定和实施"十二五"科技发展规划提供参考,也为其它省市地区依靠科技发展促进经济增长,提供宝贵的经验和明确的标杆。