The Application of Time Series Analysis in Economic Growth

A special issue of Economies (ISSN 2227-7099).

Deadline for manuscript submissions: closed (28 February 2021) | Viewed by 49717

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Guest Editor
Southampton Business School, University of Southampton, Southampton, Building 2, Highfield Campus, Southampton SO17 1BJ, UK
Interests: timeseries econometrics; economic growth; spatiotemporal econonometrics; nonlinear modellling in economics and finance; stochastic environment and demography; financial market volatility under uncertainty
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Special Issue Information

Dear Colleagues,

Time series models and their applications to economic growth have experienced paradigmatic shifts in attention in the past four decades since Dickey and Fuller (1970s). A transition from a knife-edge testing for nonstationarity in time series data using a unit root mechanism to the one with a flexible framework, the fractional integration method, has infused active interests from academics and policy makers alike. Applied to the context of economic growth (at regional or cross-country levels), those varied testing methods underline important implications for policy (endogenous and exogenous). A stream of research that began with, for instance, Jones (1995) and Lau (1999, 2008) opened the door for a more rigorous testing of growth models using flexible framework. However, while the I(0)-I(1) framework has found meteoric rise in applications in economic growth context, especially with respect to the method’s ability to identify exogenous and endogenous growth mechanisms, use of fractional integration (and more generally, long-memory) methods in identifying such growth apparatus are still in infancy. Admittedly, given that fractional time series methods can accommodate greater dynamics with regard to the nature of shock convergence to a steady-state, one would naturally expect some approximations of exogenous, semi-endogenous or endogenous growth models to be identified by a rigorous applications of such a method. In the face of a clear dearth of literature, this Special Issue aims to contribute to the extant growth literature by providing either a theoretical apparatus or rigorous empirical findings which combine ‘long-memory methods’ with ‘exogenous/endogenous’ growth models.

Reference

Jones, C.I. (1995), `Time Series Tests of Endogenous Growth Models’ the Quarterly Journal of Economics, Vol. 110, No. 2 (May, 1995), pp. 495-525.

Lau, S-H Paul (1999) "I(0) in, integration and cointegration out: Time series properties of endogenous growth models", Journal of Econometrics, Vol. 93, November 1999, pp.1-24.

Lau, S-H Paul (2008) Using an error-correction model to test whether endogenous long-run growth exists", Journal of Economic Dynamics and Control, Vol. 32, No. 2, 2008, pp.648-676.

As an academic community, we are perennially standing at a crossroads and are constantly challenged to advance something new, that can—by and large —approximate reality. It is no doubt that development of time series models and our ability to test economic growth (both exogenous and endogenous) have not gone hand in hand.

The largely unsynchronized nature of integration, thanks to the slow-paced development of computational methods in the past two decades, have shown us some sparks of exciting development, but pegged back for some unknown reasons, to demonstrate the power of long-memory models in identification of growth mechanisms. What is a policy-relevant exercise is that ‘such an identification has enormous implication for predicting the growth architecture of nations and outline schemes of their adaptability to shocks of varied length and magnitudes’. In this Special Issue, I am inviting both theoretical and empirical papers which demonstrate new developments in the application of long-memory methods in testing economic growth, model convergence patterns using a path-dependence structure, and provide a robust identification tool for exogenous or endogenous economic growth mechanisms.

Prof. Dr. Tapas Mishra
Guest Editor

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Keywords

  • long-memory
  • exogenous growth
  • endogenous growth
  • convergence in growth
  • fractional integration and cointegration
  • fractional error correction mechanism
  • cross-country and cross-regional

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Published Papers (6 papers)

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Research

16 pages, 867 KiB  
Article
Tolerance, Cultural Diversity and Economic Growth: Evidence from Dynamic Panel Data Analysis
by Osama Alhendi, József Tóth, Péter Lengyel and Péter Balogh
Economies 2021, 9(1), 20; https://doi.org/10.3390/economies9010020 - 5 Feb 2021
Cited by 7 | Viewed by 11231
Abstract
This study aims to examine the impact of social tolerance of cultural diversity, and the ability to speak widely spoken languages, on economic performance. Based on the literature, the evidence is still controversial and unclear. Therefore, the study used panel data relating to [...] Read more.
This study aims to examine the impact of social tolerance of cultural diversity, and the ability to speak widely spoken languages, on economic performance. Based on the literature, the evidence is still controversial and unclear. Therefore, the study used panel data relating to (99) non-English speaking economies during the time period between 2009 and 2017. Following the augmented Solow model approach, the related equation was expanded, in this study, to include (besides human capital) social tolerance, the English language (as a lingua franca) and the level of openness. The model was estimated using the two-step system GMM approach. The results show that social tolerance of diversity and English language competence have a positive, but insignificant impact on the economy. Regarding policy implications, government and decision-makers can avoid the costs deriving from cultural diversity by adopting democratic and effective institutions that aim to achieve cultural justice and recognition, which, in turn, enhance the level of tolerance, innovation and productivity in the economy. Moreover, to ease intercultural communication within heterogeneous communities, it is necessary to invest in enhancing the quality of second language education which is necessary to make society more tolerant and the country more open to the global economy. Full article
(This article belongs to the Special Issue The Application of Time Series Analysis in Economic Growth)
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25 pages, 1525 KiB  
Article
Japan’s Productivity and GDP Growth: The Role of Private, Public and Foreign R&D 1967–2017
by THW Ziesemer
Economies 2020, 8(4), 77; https://doi.org/10.3390/economies8040077 - 28 Sep 2020
Cited by 11 | Viewed by 4409
Abstract
We analyze the dynamic interaction of Japan’s total factor productivity, gross domestic product (GDP) domestic and foreign private and public research and development (R&D) in vector-error-correction models (VECMs) for Japan with data from 1963–2017. Extensive testing leads to favoring a model with five [...] Read more.
We analyze the dynamic interaction of Japan’s total factor productivity, gross domestic product (GDP) domestic and foreign private and public research and development (R&D) in vector-error-correction models (VECMs) for Japan with data from 1963–2017. Extensive testing leads to favoring a model with five cointegrating equations for the six variables. Analysis of effects of permanent policy changes shows that (i) additional public R&D encourages private R&D and total factor productivity (TFP), and has higher internal rates of return than private R&D changes and therefore could speed up Japan’s growth; (ii) public R&D changes have a statistically significant positive permanent effect on foreign private R&D stocks and a transitional effect on foreign public R&D stocks; (iii) private R&D changes have a statistically significant positive permanent effect on foreign public R&D stocks and a transitional effect on foreign private R&D stocks; (iv) after a temporary GDP change, public R&D is counter-cyclical in the short and medium run and private R&D is pro-cyclical. Empirical results are related to the parameters of a VES (variable elasticity of substitution) function for TFP production. Full article
(This article belongs to the Special Issue The Application of Time Series Analysis in Economic Growth)
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15 pages, 427 KiB  
Article
Impact of Monetary Policy on Private Investment: Evidence from Vietnam’s Provincial Data
by Thuy T. Dang, Anh D. Pham and Diem N. Tran
Economies 2020, 8(3), 70; https://doi.org/10.3390/economies8030070 - 1 Sep 2020
Cited by 10 | Viewed by 9552
Abstract
This study sheds new light on the relationship between monetary policy and private investment using Vietnam’s provincial data and a system generalized method of moment (GMM) framework. To capture monetary policy’s effect, different indicators, viz. money supply, domestic credit to the private sector, [...] Read more.
This study sheds new light on the relationship between monetary policy and private investment using Vietnam’s provincial data and a system generalized method of moment (GMM) framework. To capture monetary policy’s effect, different indicators, viz. money supply, domestic credit to the private sector, interest rate and exchange rate are examined. We find that private investment is positively affected by respective monetary policies through broad money, domestic credit and interest rate channels, yet no credible evidence regarding the exchange rate’s effect. In which, such a surprising co-movement between real interest rate and private investment was illuminated through analysis of the economy’s distinctive characteristics over the two development stages (pre- and post-2012). Another notable finding is that economic development prospects of localities, which attract great attention and cause an intense competition between domestic and foreign investors, appear to be a major barrier to investment decisions of private firms. Full article
(This article belongs to the Special Issue The Application of Time Series Analysis in Economic Growth)
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20 pages, 267 KiB  
Article
Testing the Ricardian Equivalence Theorem: Time Series Evidence from Turkey
by Ahmet Salih İkiz
Economies 2020, 8(3), 69; https://doi.org/10.3390/economies8030069 - 21 Aug 2020
Cited by 5 | Viewed by 11675
Abstract
Two of the most common measures adopted by the government to stimulate the economy are increasing government borrowings and implementing tax cuts. These tax cuts are financed through increased debt. According to the Ricardian equivalence theory, the consumers will not change their current [...] Read more.
Two of the most common measures adopted by the government to stimulate the economy are increasing government borrowings and implementing tax cuts. These tax cuts are financed through increased debt. According to the Ricardian equivalence theory, the consumers will not change their current spending when they anticipate a tax increase in the future. In order to pay high taxes in the future, the government should increase its present savings. However, the extent of applicability of Ricardian equivalence could vary across nations. In this context, the present study explores the long-running relationship between domestic borrowing and private savings in Turkey. For this purpose, the researcher collected the data for key variables, gross domestic savings, and government debt, for the period of 1980–2017. The researcher used unit root, cointegration, VECM, and the Granger causality test to examine the relationships among the variables. Apart from this, ARDL regression was used in order to examine the long-term relationships among the variables. The empirical results indicate that there is presence of bidirectional causality, indicating that Ricardian equivalence is applicable in the economy. Households display a rational behavior by increasing their savings during the periods in which high government expenditure is incurred. Full article
(This article belongs to the Special Issue The Application of Time Series Analysis in Economic Growth)
15 pages, 755 KiB  
Article
Macroeconomic Growth in Vietnam Transitioned to Market: An Unrestricted VES Framework
by Nguyen Ngoc Thach
Economies 2020, 8(3), 58; https://doi.org/10.3390/economies8030058 - 16 Jul 2020
Cited by 4 | Viewed by 5169
Abstract
The Vietnamese economy has increased at high speed over the transformation decades; however, most recent studies on the economic growth of this country used the Cobb-Douglas or CES (Constant Elasticity of Substitution) production functions, which are unable to explore the relationship between the [...] Read more.
The Vietnamese economy has increased at high speed over the transformation decades; however, most recent studies on the economic growth of this country used the Cobb-Douglas or CES (Constant Elasticity of Substitution) production functions, which are unable to explore the relationship between the elasticity of capital-labour substitution and development process, and hence, are not relevant to accessing a dynamic economic system. For that reason, this study is conducted to specify an unrestricted VES (Variable Elasticity of Substitution) production function in a one-sector growth model of Vietnam, highlighted by two characteristics: successful transition from plan to market and rapid progress. The VES is given preference over the CES and the Cobb-Douglas having the elasticity of substitution between capital and labour varying with economic development. By employing a Bayesian nonlinear regression through MCMC methods, the study reported the following findings: (1) the above-unity variable elasticity of capital-labour substitution in an aggregate unrestricted VES function specified for Vietnam shows that the model generates the possibility of endogenous economic growth; (2) the capital share tends to increase, while the labour share faces a downward trend along with the development of Vietnam; (3) the VES is empirically proven through a Bayes factor test to be superior to the CES and Cobb-Douglas for analysis of the growth process of Vietnam, an emerging transition economy. Full article
(This article belongs to the Special Issue The Application of Time Series Analysis in Economic Growth)
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25 pages, 346 KiB  
Article
How Heterogeneous Are the Determinants of Total Factor Productivity in Manufacturing Sectors? Panel-Data Evidence from Vietnam
by Quang-Thanh Ngo, Quang-Van Tran, Tien-Dung Nguyen and Trung-Thanh Nguyen
Economies 2020, 8(3), 57; https://doi.org/10.3390/economies8030057 - 6 Jul 2020
Cited by 5 | Viewed by 4651
Abstract
One of the remaining challenges in explaining differences in total factor productivity is heterogeneity between sectors and within a specific sector in terms of labor and capital. This paper employs the generalized method of moments (GMM) to identify factors that affect total factor [...] Read more.
One of the remaining challenges in explaining differences in total factor productivity is heterogeneity between sectors and within a specific sector in terms of labor and capital. This paper employs the generalized method of moments (GMM) to identify factors that affect total factor productivity across 21 manufacturing sectors and to clarify the heterogeneous determinants of total factor productivity within manufacturing sectors for the period 2010–2015. Our estimations show that large firms have significantly greater total factor productivity levels than small firms in some fragmentations of firms in terms of both labor and total capital and in some manufacturing sectors. It is suggested that firm characteristics should be considered by the government in establishing relevant policies for enhancing firm productivity. Full article
(This article belongs to the Special Issue The Application of Time Series Analysis in Economic Growth)
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