Panel LM unit root tests with level and trend shifts

This paper considers a Lagrange multiplier (LM) based panel unit root test that allows for heterogeneous structural breaks in both the intercepts and slopes of a series. We note that many popular time series variables are likely to exhibit changing means and/or trends over time. Given that the usual tests will depend on the nuisance parameters indicating the locations of the trend breaks, we adopt a transformation procedure that makes our new panel unit root tests invariant to the nuisance parameters. To illustrate the importance of the power gain provided by our test, we examine the convergence hypothesis using relative ratios of per capita health care expenditures in 20 OECD countries. Our results provide evidence that the convergence hypothesis is supported.     

中国地区收入差距、全要素生产率及其收敛分析

本文在测算和分析1982—2002年省区全要素生产率(TFP)的基础上进行TFP的收敛检验,并与收入(劳均GDP)的收敛模式做了对比分析。分析表明TFP解释了我国省区收入差距的主要部分;我们应用OLS、PanelData固定效应估计方法和DynamicPanelData(一阶差分GMM)方法进行收敛检验,得出的结论是:TFP与收入的收敛模式具有很大的相似性,全国范围内没有绝对收敛,只有条件收敛,但是TFP的收敛速度明显高于收入的收敛速度。三大地区中只有东部地区存在俱乐部收敛现象。而且,我国TFP与收入的收敛模式与世界范围的TFP和收入的收敛模式具有很大的相似性。     

Energy productivity convergence: new evidence from club converging

The goal of this study is to explore the convergence of energy productivity across 31 countries from 1972 to 2012 by using the convergence club algorithm developed by Phillips and Sul (2007). The empirical results lead to the rejection of full convergence and to the presence of a certain number of clubs. The transitional curves, however, indicate that over the long run energy productivity tends to converge, indicating the strong attempts of the countries under investigation to adopt energy policies that eventually contribute to a convergence pattern.     

STRUCTURAL BREAKS AND UNIT ROOTS IN AUSTRALIAN MACROECONOMIC TIME SERIES

Abstract.  We examine the unit root properties of 16 Australian macroeconomic time series using monthly data spanning the period 1960–2004. In addition to the standard Augmented Dickey Fuller (ADF) test, we implement one- and two-break endogenous structural break ADF-type unit root tests as well as one- and two-break Lagrange multiplier (LM) unit root tests. While the ADF test provides relatively little evidence against the unit root null hypothesis, once we allow for structural breaks we are able to reject the unit root null for just under half of the variables at the 10% level or better.     

Total factor productivity convergence across the Kazakh regions

This article examines total factor productivity (TFP) convergence across the regions of Kazakhstan over the period of 1997–2013. Using a growth accounting methodology we found that the average level of TFP fell by almost 40% over the period under consideration. Several panel unit root tests confirm that the whole set of Kazakh regions and the group of non-oil regions converged in terms of TFP, while the group of oil-rich regions diverged. This result explains sigma-divergence of the GRP per capita across the regions of Kazakhstan by divergence in capital intensity.     

Removal of farm subsidies in a regional economy: a computable general equilibrium analysis

There are a number of studies that examine the purchasing power parity (PPP) hypothesis. The empirical findings from the extant literature for the PPP hypothesis are mixed. This article applies univariate and panel Lagrange Multiplier (LM) unit root tests with one and two structural breaks to real exchange rates for 15 Asian countries. The univariate LM unit root tests find evidence of PPP for two-thirds of the sample. The results from the panel LM unit root test support long-run PPP for the Asian countries in the sample. The results from the LM panel unit root tests differ from those of existing panel unit root tests of PPP for Asian countries that have not allowed for the existence of structural breaks.     

‘I’ve been to Bali too’ (and I will be going back): are terrorist shocks to Bali's tourist arrivals permanent or transitory?

International visitor arrivals to Bali are examined using univariate and panel Lagrange multiplier (LM) unit root tests with one and two structural breaks to ascertain if shocks to the time path of tourist arrivals are permanent or transitory. The univariate LM unit root tests with one and two structural breaks fail to reject the null hypothesis of a unit root in international visitor arrivals to Bali. However, the panel LM unit root tests with one and two structural breaks applied to a panel of Bali's 11 major source markets reject the null and support the alternative hypothesis of a joint trend-stationary series with transitory shocks. This result suggests that, the effects of the recent terrorist acts on Bali on the growth path of tourist arrivals from major markets are only transitory and that as a consequence Bali's tourism sector is sustainable in the long run.     

Convergence patterns in financial development: evidence from club convergence

This article analyzes the degree of convergence of financial development for a panel of 50 countries. We apply the methodology of Phillips and Sul (Econometrica 75:1771?C1855, 2007) to various indicators of financial development to assess the existence of convergence clubs. We consider ten alternative indicators of financial development that various researchers use to proxy for the degree of financial development in countries. Overall, the results do not support the hypothesis that all countries converge to a single equilibrium state in financial development. Nevertheless, strong evidence exists of club convergence. Countries demonstrate a high degree of convergence in the sense that in the majority of financial indexes they form only two or three convergence clubs, depending on the measure of financial development used. We also apply the Phillips and Sul method to two real variables, per capita output and fixed capital investment to GDP, and find strong evidence of five and four distinct convergence clubs, respectively. Finally, we compare the various convergence clubs associated with financial development indicators to those clubs for per capita output and fixed capital investment to GDP. We conclude that strong evidence supports the correspondence between the convergence clubs for financial development and those two real variables.     

Price convergence in an online virtual world

This paper tests for the existence of price convergence using a unique data set from the largest online game, World of Warcraft. It provides a controlled setting without the usual obstacles that make testing price convergence difficult. These difficulties include trade barriers, transportation costs, imperfections and restrictions in capital markets, and differences in productivity growth. The data set consists of eight structurally identical copies, or worlds, of a virtual macroeconomy. We use the non-linear convergence test developed by Phillips and Sul (Econometrica 75(6):1771–1855, 2007), and find price convergence in all eight worlds. We further develop our own simple band of inaction test for price convergence, and under reasonable parameters find price convergence in all eight worlds.     

The impact of the Great Recession on TFP convergence among EU countries

This article provides evidence on the effect of the Great Recession on productivity convergence among European Union (EU) economies. We use firm data, aggregated at the country-year level, to analyse the evolution of beta-convergence on total factor productivity (TFP) for 2003–2014. We obtain a positive impact of the recession on TFP (unconditional and conditional) beta-convergence across EU economies. These results support the existence of a catching-up process within the EU during the recent financial crisis. Other macroeconomic and institutional characteristics are important in fostering TFP growth, namely R&D intensity and quality of governance.     

Do per capita health care expenditures converge among OECD countries? Evidence from unit root tests with level and trend-shifts

This study examines the stochastic conditional convergence of per capita health care expenditures (PCHCE) among 19 OECD countries over the period 1972–2008. Specifically, newly developed LM and RALS-LM unit root tests with allowance for two endogenously determined structural breaks are employed. The results indicate support for PCHCE convergence among most OECD countries. The results are stronger in more general tests that control for two breaks and nonnormal errors. Panel unit root tests provide additional support for the stochastic convergence of PCHCE.     

Meeting Maastricht: Nominal convergence of the new member states toward EMU

This paper estimates whether the new member states (NMS) that joined the EU in 2004 have achieved a form of inflation and long-term interest rate convergence. Using quarterly data from the mid-1990s, convergence is evaluated through a series of unit root and cointegration tests. Both univariate and panel tests are performed, including tests for a large number of combinations of inflation and interest rates satisfying the Maastricht inflation and long-term interest rate criteria. It is generally found that nominal convergence in inflation has been attained among the NMS. There is, however, less evidence of convergence in long-term interest rates. Possible exceptions include Estonia and the Czech Republic and, to a lesser extent, Slovakia which has since joined the euro area. There is also a large degree of consistency between the various unit root and cointegration tests in both the univariate and panel variations.     

Effects of exports on productivity and growth in India: an industry–based analysis

This study analyses the effects of exports on the level of output per capita using the panel estimates of an extended version of the Mankiw, Romer and Weil (The Quarterly Journal of Economics, CVII, 407-37, 1992) model, and on the total factor productivity using the time series estimators. The analysis is carried out for ten industries in the manufacturing sector in India. The results do not provide any evidence of convergence, and instead support the contrary evidence of divergence among industries. The exports do not induce convergence and instead seem to accentuate the process of divergence among industries. The study provides some evidence for the significant effects of exports on the level of output per capita and TFP in the manufacturing sector. The effects of exports on TFP are significant in half of the sample industries, while in the remaining half these are statistically insignificant.     

Purchasing power parity: Evidence from developing Countries

This paper utilizes the dynamic error-correction model (DECM) to examine the issue of purchasing power parity (PPP) for 11 developing countries (Argentina, Bolivia, Colombia, Cote d'Ivoire, Ecuador, Guatemala, Kenya, Nigeria, Peru, South Africa, and Venezuela). For comparison purposes, evidence from the traditional unit root methods of the augmented Dickey-Fuller (ADF) and Phillips-Perron is presented. The results from the conventional unit root tests failed to find evidence of PPP in all of the cases. However, the results from the generalized error-correction model detected evidence of PPP for nine out of the 11 countries under consideration. Based on these results, it was concluded that PPP holds in the long-run for the sample countries and that the implicit restrictions associated with unit root tests prevented earlier studies from finding evidence in support of PPP theory.The views expressed in this paper are those of the authors only. They do not reflect the views of the World Bank.     

Are developing countries accumulating sufficient total factor productivity to sustain their economic growth and job creation? Empirical evidence from the Middle East and North Africa region

This study contributes new evidence on why the Middle East and North Africa (MENA) region has failed to create decent jobs for decades. The growth accounting exercise reveals that the region suffered from an acute total factor productivity (TFP) deficit in the 1990s; it improved remarkably in the 2000s, before deteriorating significantly in the period between 2010 and 2017. Throughout the three subperiods, the region’s growth relied heavily on capital accumulation. The severe deficit in TFP and the heavy reliance on physical capital for decades impaired the region’s ability to sustain economic growth and to create decent jobs in the long run. The study recommends more government interventions in knowledge accumulation as a critical precondition for employment generation in developing countries.     

The Causality between R&D and Productivity in Manufacturing: An international disaggregate panel data study

This study analyses the causality between productivity and domestic and foreign R&D on the basis of panel data with respect to 22 manufacturing sectors in 14 OECD countries during the period 1972-94. A unit root analysis shows that the relation between the log of total factor productivity (TFP) and the logs of domestic and foreign R&D is cointegrated. Causality tests are performed on corresponding dynamic VAR and error correction augmented VAR models, estimated both on the total panel and on 22 sub-panels, sector by sector. Their results show that, although there are feedbacks, both on average and in a clear majority of sectors the causation runs mainly from the R&D variables to TFP rather than the other way round. This causation is, moreover, shown to be, in the first place, long-run in nature. It is concluded that, when considered in conjunction, these results suggest an essentially supply-type rather than demand-pull kind of interpretation of the cointegrating relation between TFP and R&D.     

Output Growth Decomposition in the Presence of Input Quality Effects: A Stochastic Frontier Approach

How do physical capital accumulation and total factor productivity (TFP) individually add to economic growth? We approach this question from the perspective of the quality of physical capital and labor, namely the age of physical capital and human capital. We build a unique dataset by explicitly calculating the age of physical capital for each country and each year of our time frame and estimate a stochastic frontier production function incorporating input quality in five regions of countries (Africa, East Asia, Latin America, South Asia and West). Physical capital accumulation generally proves much more important than either the improved quality of factors or TFP growth in explaining output growth. The age of capital decreases growth in all regions except in Africa, while human capital increases growth in all regions except in East Asia.     

Stochastic convergence in per capita energy consumption and its catch-up rate: evidence from 26 African countries

Using annual data from 1971 to 2014, we examine stochastic conditional convergence in per capita energy consumption for 26 low income, lower middle-income and upper-middle-income African countries. To do so, we use panel unit root tests that allow for cross-sectional dependence and structural breaks as well as the recently developed univariate Residual Augmented Least Squares-Lagrange multiplier (RALS-LM) unit root test with structural breaks. Although for most countries our evidence suggests stochastic conditional convergence, we find divergence for four countries including DR Congo, Senegal, Egypt and Botswana. Consistent with the neoclassical growth models we also examine the catch-up rate between energy consumption levels of African economies and that one of China and investigate its convergence properties. As African economies continue to grow, regional energy consumption disparity narrows, African energy consumption levels will catch up to the ones in China.     

我国建筑业内外资企业效率差异及其收敛趋势研究

本文以我国内外资建筑企业为研究对象,利用基于DEA模型的Malmquist指数方法,比较内外资建筑企业全要素生产率的变动趋势和区域差异,对内外资建筑企业全要素生产率的收敛和发散趋势进行了检验。结果证实,我国建筑业全要素生产率总体呈上升态势,无论是内资还是外资建筑企业均呈现出收敛趋势,但从东、中、西部的检验结果来看,仅西部地区建筑业全要素生产率的收敛趋势通过了验证。     

Performance of LM-type unit root tests with trend break: A bootstrap approach

Using the bootstrap approach, we study the finite-sample properties of the Lagrange Multiplier (LM) unit root tests when level shifts are allowed under the null hypothesis. Bootstrapped critical values support the invariance property of the LM tests. Applying two LM-type tests to the Nelson–Plosser data, we find less evidence against the unit root null than that given by Zivot and Andrews [Zivot, E. and Andrews, D.W.K. (1992), “Further Evidence of the Great Crash, the Oil Price Shock and the Unit Root Hypothesis,” Journal of Business and Economic Statistics 10, 251–270.] when level shifts are allowed under the null.