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From Correlation to Granger Causality

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  • David I. Stern

    ()
    (Crawford School of Public Policy, The Australian National University)

Abstract

The paper focuses on establishing causation in regression analysis in observational settings. Simple static regression analysis cannot establish causality in the absence of a priori theory on possible causal mechanisms or controlled and randomized experiments. However, two regression based econometric techniques - instrumental variables and Granger causality - can be used to test for causality given some assumptions. The Granger causality technique is applied to a time series data set on energy and economic growth from Sweden spanning 150 years to determine whether increases in energy use and energy quality have driven economic growth. I show that the Granger causality technique is very sensitive to variable definition, choice of additional variables in the model, and sample periods. Better results can be obtained by using multivariate models, defining variables to better reflect their theoretical definition, and by using larger samples. The better specified models with larger samples are more likely to show that energy causes output growth but it is also possible that the relationship between energy and growth has changed over time. Energy prices have a significant causal impact on both energy use and output while there is no strong evidence that energy use causes carbon and sulfur emissions despite the obvious physical relationship.

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Bibliographic Info

Paper provided by Crawford School of Public Policy, The Australian National University in its series Crawford School Research Papers with number 1113.

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Length: 37 pages
Date of creation: Sep 2011
Date of revision:
Handle: RePEc:een:crwfrp:1113

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Web page: https://crawford.anu.edu.au/research/crwf_ssrn/
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Keywords: causality; energy; economic growth;

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References

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  1. David I. Stern and Astrid Kander, 2012. "The Role of Energy in the Industrial Revolution and Modern Economic Growth," The Energy Journal, International Association for Energy Economics, vol. 0(Number 3).
  2. Joshua D. Angrist & Jörn-Steffen Pischke, 2010. "The Credibility Revolution in Empirical Economics: How Better Research Design is Taking the Con out of Econometrics," Working Paper Series of the German Council for Social and Economic Data 142, German Council for Social and Economic Data (RatSWD).
  3. Johansen, Soren & Juselius, Katarina, 1990. "Maximum Likelihood Estimation and Inference on Cointegration--With Applications to the Demand for Money," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 52(2), pages 169-210, May.
  4. Ghali, Khalifa H. & El-Sakka, M. I. T., 2004. "Energy use and output growth in Canada: a multivariate cointegration analysis," Energy Economics, Elsevier, vol. 26(2), pages 225-238, March.
  5. James Heckman & Sergio Urzua, 2010. "Comparing IV with structural models: what simple IV can and cannot identify," CeMMAP working papers CWP08/10, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
  6. Guido W. Imbens & Paul R. Rosenbaum, 2005. "Robust, accurate confidence intervals with a weak instrument: quarter of birth and education," Journal of the Royal Statistical Society Series A, Royal Statistical Society, vol. 168(1), pages 109-126.
  7. Joshua D. Angrist & Alan B. Krueger, 2001. "Instrumental Variables and the Search for Identification: From Supply and Demand to Natural Experiments," Journal of Economic Perspectives, American Economic Association, vol. 15(4), pages 69-85, Fall.
  8. Christopher A. Sims, 2010. "But Economics Is Not an Experimental Science," Journal of Economic Perspectives, American Economic Association, vol. 24(2), pages 59-68, Spring.
  9. Lutkepohl, Helmut, 1982. "Non-causality due to omitted variables," Journal of Econometrics, Elsevier, vol. 19(2-3), pages 367-378, August.
  10. Markus Eberhardt & Francis Teal, 2009. "Econometrics for Grumblers: A New Look at the Literature on Cross-Country Growth Empirics," CSAE Working Paper Series 2009-07, Centre for the Study of African Economies, University of Oxford.
  11. Toda, Hiro Y. & Phillips, Peter C. B., 1993. "The spurious effect of unit roots on vector autoregressions : An analytical study," Journal of Econometrics, Elsevier, vol. 59(3), pages 229-255, October.
  12. Joshua Angrist & Alan Krueger, 1990. "Does Compulsory School Attendance Affect Schooling and Earnings?," Working Papers 653, Princeton University, Department of Economics, Industrial Relations Section..
  13. Hausman, Jerry A, 1978. "Specification Tests in Econometrics," Econometrica, Econometric Society, vol. 46(6), pages 1251-71, November.
  14. Paul J. Burke & Andrew Leigh, 2010. "Do output contractions trigger democratic change?," CEPR Discussion Papers 633, Centre for Economic Policy Research, Research School of Economics, Australian National University.
  15. Gonzalo, J. & Lee, T.H., 1995. "Pitfalls in Testing for Long Run Relationships," Papers 38, Boston University - Department of Economics.
  16. Olivier J. Blanchard & Jordi Galí, 2007. "The Macroeconomic Effects of Oil Price Shocks: Why are the 2000s so different from the 1970s?," Working Papers 0711, Massachusetts Institute of Technology, Center for Energy and Environmental Policy Research.
  17. Angus Deaton, 2010. "Instruments, Randomization, and Learning about Development," Journal of Economic Literature, American Economic Association, vol. 48(2), pages 424-55, June.
  18. Sims, Christopher A, 1972. "Money, Income, and Causality," American Economic Review, American Economic Association, vol. 62(4), pages 540-52, September.
  19. James J. Heckman, 2008. "Econometric Causality," International Statistical Review, International Statistical Institute, vol. 76(1), pages 1-27, 04.
  20. Granger, C. W. J. & Newbold, P., 1974. "Spurious regressions in econometrics," Journal of Econometrics, Elsevier, vol. 2(2), pages 111-120, July.
  21. Glasure, Yong U., 2002. "Energy and national income in Korea: further evidence on the role of omitted variables," Energy Economics, Elsevier, vol. 24(4), pages 355-365, July.
  22. Sims, Christopher A, 1980. "Macroeconomics and Reality," Econometrica, Econometric Society, vol. 48(1), pages 1-48, January.
  23. Valeria Costantini & Chiara Martini, 2009. "The causality between energy consumption and economic growth: A multi-sectoral analysis using non-stationary cointegrated panel data," Departmental Working Papers of Economics - University 'Roma Tre' 0102, Department of Economics - University Roma Tre.
  24. Denis Kwiatkowski & Peter C.B. Phillips & Peter Schmidt, 1991. "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?," Cowles Foundation Discussion Papers 979, Cowles Foundation for Research in Economics, Yale University.
  25. T.D. Stanley & Hristos Doucouliagos, 2010. "Picture This: A Simple Graph That Reveals Much Ado About Research," Journal of Economic Surveys, Wiley Blackwell, vol. 24(1), pages 170-191, 02.
  26. Michael P. Keane, 2010. "A Structural Perspective on the Experimentalist School," Journal of Economic Perspectives, American Economic Association, vol. 24(2), pages 47-58, Spring.
  27. Hamilton, James D, 1983. "Oil and the Macroeconomy since World War II," Journal of Political Economy, University of Chicago Press, vol. 91(2), pages 228-48, April.
  28. James J. Heckman, 2010. "Building Bridges Between Structural and Program Evaluation Approaches to Evaluating Policy," NBER Working Papers 16110, National Bureau of Economic Research, Inc.
  29. David I. Stern, 1998. "A multivariate cointegration analysis of the role of energy in the U.S. macroeconomy," Working Papers in Ecological Economics 9803, Australian National University, Centre for Resource and Environmental Studies, Ecological Economics Program.
  30. Burbidge, John & Harrison, Alan, 1984. "Testing for the Effects of Oil-Price Rises Using Vector Autoregressions," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 25(2), pages 459-84, June.
  31. Andrea Vaona, 2010. "Granger non-causality tests between (non)renewable energy consumption and output in Italy since 1861: the (ir)relevance of structural breaks," Working Papers 19/2010, University of Verona, Department of Economics.
  32. Jerry Hausman, 2001. "Mismeasured Variables in Econometric Analysis: Problems from the Right and Problems from the Left," Journal of Economic Perspectives, American Economic Association, vol. 15(4), pages 57-67, Fall.
  33. David F. Hendry & Katarina Juselius, 2001. "Explaining Cointegration Analysis: Part II," The Energy Journal, International Association for Energy Economics, vol. 0(Number 1), pages 75-120.
  34. Toda, Hiro Y. & Yamamoto, Taku, 1995. "Statistical inference in vector autoregressions with possibly integrated processes," Journal of Econometrics, Elsevier, vol. 66(1-2), pages 225-250.
  35. repec:fth:prinin:455 is not listed on IDEAS
  36. Ohanian, Lee E., 1988. "The spurious effects of unit roots on vector autoregressions : A Monte Carlo study," Journal of Econometrics, Elsevier, vol. 39(3), pages 251-266, November.
  37. Roselyne Joyeux & Ronald D. Ripple, 2011. "Energy Consumption and Real Income: A Panel Cointegration Multi-country Study," The Energy Journal, International Association for Energy Economics, vol. 0(Number 2), pages 107-142.
  38. Keane, Michael P., 2010. "Structural vs. atheoretic approaches to econometrics," Journal of Econometrics, Elsevier, vol. 156(1), pages 3-20, May.
  39. David I. Stern & Astrid Kander, 2011. "The Role of Energy in the Industrial Revolution and Modern Economic Growth," CAMA Working Papers 2011-01, Centre for Applied Macroeconomic Analysis, Crawford School of Public Policy, The Australian National University.
  40. Yu, Eden S. H. & Jin, Jang C., 1992. "Cointegration tests of energy consumption, income, and employment," Resources and Energy, Elsevier, vol. 14(3), pages 259-266, September.
  41. Stern, David I., 1993. "Energy and economic growth in the USA : A multivariate approach," Energy Economics, Elsevier, vol. 15(2), pages 137-150, April.
  42. David I. Stern, 2004. "Diffusion of Emissions Abating Technology," Rensselaer Working Papers in Economics 0420, Rensselaer Polytechnic Institute, Department of Economics.
  43. Schwert, G William, 2002. "Tests for Unit Roots: A Monte Carlo Investigation," Journal of Business & Economic Statistics, American Statistical Association, vol. 20(1), pages 5-17, January.
  44. Westling, Tatu, 2011. "Male organ and economic growth: does size matter?," MPRA Paper 32302, University Library of Munich, Germany.
  45. Lee, Chien-Chiang & Chang, Chun-Ping, 2008. "Energy consumption and economic growth in Asian economies: A more comprehensive analysis using panel data," Resource and Energy Economics, Elsevier, vol. 30(1), pages 50-65, January.
  46. Les Oxley & David Greasley, 1998. "Vector autoregression, cointegration and causality: testing for causes of the British industrial revolution," Applied Economics, Taylor & Francis Journals, vol. 30(10), pages 1387-1397.
  47. Edelstein, Paul & Kilian, Lutz, 2009. "How sensitive are consumer expenditures to retail energy prices?," Journal of Monetary Economics, Elsevier, vol. 56(6), pages 766-779, September.
  48. David I. Stern, 2010. "The Role of Energy in Economic Growth," CCEP Working Papers 0310, Centre for Climate Economics & Policy, Crawford School of Public Policy, The Australian National University.
  49. Chontanawat, Jaruwan & Hunt, Lester C. & Pierse, Richard, 2008. "Does energy consumption cause economic growth?: Evidence from a systematic study of over 100 countries," Journal of Policy Modeling, Elsevier, vol. 30(2), pages 209-220.
  50. Masih, Abul M. M. & Masih, Rumi, 1997. "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-correctio," Journal of Policy Modeling, Elsevier, vol. 19(4), pages 417-440, August.
  51. Lee, Chien-Chiang & Chang, Chun-Ping & Chen, Pei-Fen, 2008. "Energy-income causality in OECD countries revisited: The key role of capital stock," Energy Economics, Elsevier, vol. 30(5), pages 2359-2373, September.
  52. James H. Stock & Motohiro Yogo, 2002. "Testing for Weak Instruments in Linear IV Regression," NBER Technical Working Papers 0284, National Bureau of Economic Research, Inc.
  53. Hondroyiannis, George & Lolos, Sarantis & Papapetrou, Evangelia, 2002. "Energy consumption and economic growth: assessing the evidence from Greece," Energy Economics, Elsevier, vol. 24(4), pages 319-336, July.
  54. Ozturk, Ilhan, 2010. "A literature survey on energy-growth nexus," Energy Policy, Elsevier, vol. 38(1), pages 340-349, January.
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Citations

Blog mentions

As found by EconAcademics.org, the blog aggregator for Economics research:
  1. Blunt Instruments
    by David Stern in Stochastic Trend on 2013-12-02 10:05:00
  2. Casuality between Energy and Output in the Long-Run
    by David Stern in Stochastic Trend on 2013-01-21 00:51:00
  3. Meta-Analysis of Energy-GDP Causality Literature
    by David Stern in Stochastic Trend on 2012-04-06 06:20:00
  4. Crawford School Working Papers in February 2012
    by David Stern in Stochastic Trend on 2012-03-02 10:26:00
  5. Crawford School Working Papers in January 2012
    by David Stern in Stochastic Trend on 2012-02-02 18:03:00
  6. Crawford School Working Papers in December 2011
    by David Stern in Stochastic Trend on 2012-01-03 00:04:00
  7. From Correlation to Granger Causality Added to New Crawford School Research Papers Series
    by David Stern in Stochastic Trend on 2011-11-16 21:45:00
  8. Granger Causality
    by Clive Jones in Business Forecasting on 2014-02-11 18:19:57
Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
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Cited by:
  1. David I. Stern & Kerstin Enflo, 2013. "Causality Between Energy and Output in the Long-Run," CAMA Working Papers 2013-01, Centre for Applied Macroeconomic Analysis, Crawford School of Public Policy, The Australian National University.

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