Causality Between Energy and Output in the Long-Run

Though there is a very large literature examining whether energy use Granger causes economic output or vice versa this literature is fairly inconclusive. Almost all existing studies use relatively short time series or panels with a relatively small time dimension. Additionally, many recent papers continue to use what seem to be misspecified models. We apply Granger causality and cointegration techniques to a Swedish time series data set on energy and economic growth spanning 150 years to test whether increases in energy use and energy quality have driven economic growth. We show that these techniques are very sensitive to variable definition, choice of additional variables in the model, and sample periods. All of the following appear to make a finding that energy causes growth more likely: using multivariate models, defining variables to better reflect their theoretical definition, using larger samples, and including appropriate structural breaks. However, it is also possible that the relationship between energy and growth has changed over time and that results from recent smaller samples reflect this. Energy prices have a significant causal impact on both energy use and output.

[1]  C. Sims MACROECONOMICS AND REALITY , 1977 .

[2]  Chien‐Chiang Lee,et al.  Energy consumption and economic growth in Asian economies: A more comprehensive analysis using panel data , 2008 .

[3]  Kihoon Lee,et al.  CAUSAL RELATIONSHIP BETWEEN ENERGY CONSUMPTION AND GDP REVISITED: THE CASE OF KOREA 1970-1999 , 2004 .

[4]  D. Stern From Correlation to Granger Causality , 2011 .

[5]  J. Kraft,et al.  Relationship between energy and GNP , 1978 .

[6]  Judith A. Clarke,et al.  A comparison of some common methods for detecting Granger noncausality , 2006 .

[7]  Jang C. Jin,et al.  Cointegration tests of energy consumption, income, and employment , 1992 .

[8]  Jaruwan Chontanawat,et al.  Does energy consumption cause economic growth?: Evidence from a systematic study of over 100 countries , 2008 .

[9]  George Sugihara,et al.  Detecting Causality in Complex Ecosystems , 2012, Science.

[10]  Hiro Y. Toda,et al.  Statistical inference in vector autoregressions with possibly integrated processes , 1995 .

[11]  R. Mraihi,et al.  Causal relationship between energy consumption and GDP in Tunisia: Aggregated and disaggregated analysis , 2014 .

[12]  David I. Stern,et al.  A multivariate cointegration analysis of the role of energy in the US macroeconomy , 2000 .

[13]  James D. Hamilton,et al.  Understanding Crude Oil Prices , 2008 .

[14]  H. Lütkepohl,et al.  Testing for the Cointegrating Rank of a VAR Process with Level Shift at Unknown Time , 2004 .

[15]  M. Wohar,et al.  Long-run growth empirics and new challenges for unified theory , 2013 .

[16]  D. Qin Rise of VAR Modelling Approach , 2008 .

[17]  David I. Stern,et al.  Is there an environmental Kuznets curve for sulfur , 2001 .

[18]  L. Kilian,et al.  How sensitive are consumer expenditures to retail energy prices , 2009 .

[19]  Yong U. Glasure Energy and national income in Korea: further evidence on the role of omitted variables , 2002 .

[20]  L. Schön,et al.  Swedish Historical National Accounts 1800-2000 , 2007 .

[21]  Pei-Fen Chen,et al.  Energy-income causality in OECD countries revisited : The key role of capital stock , 2008 .

[22]  Andrea Vaona Granger non-causality tests between (non)renewable energy consumption and output in Italy since 1861: the (ir)relevance of structural breaks. , 2012 .

[23]  Katarina Juselius,et al.  The Cointegrated VAR Model: Methodology and Applications , 2006 .

[24]  Zhenyan Zhu,et al.  Economic growth and energy consumption revisited — Evidence from linear and nonlinear Granger causality , 2008 .

[25]  A. M. Masih,et al.  On the temporal causal relationship between energy consumption, real income, and prices: Some new evidence from Asian-energy dependent NICs Based on a multivariate cointegration/vector error-correction approach , 1997 .

[26]  Craig Hiemstra,et al.  Testing for Linear and Nonlinear Granger Causality in the Stock Price-Volume Relation , 1994 .

[27]  Sarantis Lolos,et al.  Energy consumption and economic growth: assessing the evidence from Greece , 2002 .

[28]  B. Bhaskara Rao,et al.  Cointegration for the Applied Economist , 1994 .

[29]  Kerry Patterson,et al.  A Comprehensive Causality Test Based on the Singular Spectrum Analysis , 2011 .

[30]  James D. Hamilton Causes and Consequences of the Oil Shock of 2007–08 , 2009 .

[31]  Clive W. J. Granger,et al.  Some recent developments in a concept of causality , 2001 .

[32]  Ryan T. Godwin,et al.  Testing for multivariate cointegration in the presence of structural breaks: p-values and critical values , 2012 .

[33]  Mark C. Strazicich,et al.  Minimum Lagrange Multiplier Unit Root Test with Two Structural Breaks , 2003, Review of Economics and Statistics.

[34]  Olivier J. Blanchard,et al.  The Macroeconomic Effects of Oil Price Shocks: Why are the 2000s so Different from the 1970s? , 2007 .

[35]  Katharina Morik,et al.  Machine Learning and Knowledge Discovery in Databases, European Conference, ECML/PKDD 2008, Antwerp, Belgium, September 15-19, 2008, Proceedings, Part I , 2008, ECML/PKDD.

[36]  Khalifa H. Ghali,et al.  Energy use and output growth in Canada: a multivariate cointegration analysis , 2004 .

[37]  Astrid Kander,et al.  North versus South. Energy transition and energy intensity in Europe over 200 years, paper , 2007 .

[38]  Lee E. Ohanian,et al.  The spurious effects of unit roots on vector autoregressions: A Monte Carlo study , 1988 .

[39]  Tom Doan LSUNIT: RATS procedure to implement Lee-Strazicich unit root tests with one or more structural breaks , 2011 .

[40]  P. Phillips Testing for a Unit Root in Time Series Regression , 1988 .

[41]  J. Gerring Causal Mechanisms: Yes, But… , 2010 .

[42]  Valeria Costantini,et al.  The causality between energy consumption and economic growth: A multi-sectoral analysis using non-stationary cointegrated panel data , 2010 .

[43]  Joachim Wilde Effects of simultaneity on testing Granger-causality: A cautionary note about statistical problems and economic misinterpretations , 2012 .

[44]  Robert U. Ayres,et al.  Evidence of causality between the quantity and quality of energy consumption and economic growth , 2010 .

[45]  P. Saikkonen,et al.  TESTS FOR NONLINEAR COINTEGRATION , 2009, Econometric Theory.

[46]  I. Ozturk A literature survey on energy–growth nexus , 2010 .

[47]  Thomas J. Sargent,et al.  Federal Reserve Bank of Minneapolis Quarterly Review Help for the Regional Economic Forecaster: Vector Autoregression < P . 2) Estimating Vector Autoregressions Using Methods Not Based on Explicit Economic Theories ( P . 8) , 2022 .

[48]  L. Schön Sweden's Road to Modernity. An Economic History , 2010 .

[49]  David I Stern,et al.  The role of energy in economic growth , 2010, Annals of the New York Academy of Sciences.

[50]  J. Heckman,et al.  Econometric Causality , 2008 .

[51]  Roselyne Joyeux,et al.  Energy Consumption and Real Income: A Panel Cointegration Multi-country Study , 2011 .

[52]  G. Schwert,et al.  Tests for Unit Roots: a Monte Carlo Investigation , 1988 .

[53]  James D. Hamilton Oil and the Macroeconomy since World War II , 1983, Journal of Political Economy.

[54]  Astrid Kander,et al.  Economic growth, energy consumption and CO2 emissions in Sweden 1800-2000. , 2002 .

[55]  Tae-Hwy Lee,et al.  Inference on Predictability of Foreign Exchange Rates via Generalized Spectrum and Nonlinear Time Series Models , 2003, Review of Economics and Statistics.

[56]  Hristos Doucouliagos,et al.  Could It Be Better to Discard 90% of the Data? A Statistical Paradox , 2010 .

[57]  Junsoo Lee,et al.  Minimum LM Unit Root Test with One Structural Break , 2004 .

[58]  Joon Y. Park,et al.  Testing for Unit Roots in Models with Structural Change , 1994, Econometric Theory.

[59]  C. Sims Money, Income, and Causality , 1972 .

[60]  David I. Stern,et al.  Energy and economic growth in the USA: A multivariate approach , 1993 .

[61]  J. Pearl,et al.  Regression and Causation: A Critical Examination of Six Econometrics Textbooks , 2013 .

[62]  Helmut Lütkepohl,et al.  Non-causality due to omitted variables , 1982 .

[63]  C. Granger Some recent development in a concept of causality , 1988 .

[64]  D. Bauer,et al.  Persistence-robust surplus-lag Granger causality testing , 2012 .

[65]  Xiaohai Sun,et al.  Assessing Nonlinear Granger Causality from Multivariate Time Series , 2008, ECML/PKDD.

[66]  J. Burbidge,et al.  Testing for the Effects of Oil-Price Rises using Vector Autoregressions , 1984 .

[67]  P. Phillips,et al.  Testing the null hypothesis of stationarity against the alternative of a unit root: How sure are we that economic time series have a unit root? , 1992 .

[68]  J. Stuart PROCEEDINGS - PART II , 1993 .

[69]  P. Phillips,et al.  The spurious effect of unit roots on vector autoregressions: An analytical study , 1993 .

[70]  Bent Nielsen,et al.  Cointegration Analysis in the Presence of Structural Breaks in the Deterministic Trend , 2000 .

[71]  Astrid Kander,et al.  The Role of Energy in the Industrial Revolution and Modern Economic Growth , 2010 .

[72]  Junsoo Lee,et al.  Minimum LM Unit Root Test with Two Structural Breaks , 1999 .