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A Structural Approach for Testing Causality

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  • Zahid Asghar

    (Quaid-i-Azam University)

Abstract

The ever present possibility of confounding factors creates difficulties in identifying causal effects on the basis of observational data. A large number of approaches to resolve this difficulty have been proposed; see Zaman (2010) for a recent survey. One involves using a "natural experiment" where nature acts like an experimenter in changing the setting of a key variable, allowing us to differentiate between "treatment" and "control" observations. This idea has been used by Hendry and Ericsson (1991), Hoover (2001), and Keane (2010) in rather complex settings. This paper presents an elementary version of this structural approach for detecting causality in the simplest possible setting. The structural method is able to detect contemporaneous causality. We illustrate the uses of this technique on a simulated data set, and also apply it to the export-led growth hypothesis for India and energy-growth data for Shanghai.

Suggested Citation

  • Zahid Asghar, 2011. "A Structural Approach for Testing Causality," International Econometric Review (IER), Econometric Research Association, vol. 3(2), pages 1-12, September.
    • Handle: RePEc:erh:journl:v:3:y:2011:i:2:p:1-12
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    References listed on IDEAS

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    1. Keane, Michael P., 2010. "Structural vs. atheoretic approaches to econometrics," Journal of Econometrics, Elsevier, vol. 156(1), pages 3-20, May.
    2. Blundell, Richard, 2010. "Comments on: Michael P. Keane 'Structural vs. atheoretic approaches to econometrics'," Journal of Econometrics, Elsevier, vol. 156(1), pages 25-26, May.
    3. Jim Love & Ramesh Chandra, 2005. "Testing export-led growth in South Asia," Journal of Economic Studies, Emerald Group Publishing, vol. 32(2), pages 132-145, May.
    4. Hoover,Kevin D., 2001. "Causality in Macroeconomics," Cambridge Books, Cambridge University Press, number 9780521002882, September.
    5. Andrews, Donald W K, 1993. "Tests for Parameter Instability and Structural Change with Unknown Change Point," Econometrica, Econometric Society, vol. 61(4), pages 821-856, July.
    6. 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.
    7. Jim Love & Ramesh Chandra, 2004. "Testing Export‐Led Growth in India, Pakistan and Sri Lanka Using a Multivariate Framework," Manchester School, University of Manchester, vol. 72(4), pages 483-496, July.
    8. Asad Zaman, 2010. "Causal Relations via Econometrics," International Econometric Review (IER), Econometric Research Association, vol. 2(1), pages 36-56, April.
    9. Rust, John, 2010. "Comments on: "Structural vs. atheoretic approaches to econometrics" by Michael Keane," Journal of Econometrics, Elsevier, vol. 156(1), pages 21-24, May.
    10. Wolde-Rufael, Yemane, 2004. "Disaggregated industrial energy consumption and GDP: the case of Shanghai, 1952-1999," Energy Economics, Elsevier, vol. 26(1), pages 69-75, January.
    11. Hoover, Kevin D., 2004. "Lost Causes," Journal of the History of Economic Thought, Cambridge University Press, vol. 26(2), pages 149-164, June.
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    Cited by:

    1. Asad Zaman, 2017. "Lessons in Econometric Methodology: The Axiom of Correct Specification," International Econometric Review (IER), Econometric Research Association, vol. 9(2), pages 50-68, September.

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    More about this item

    Keywords

    Structural Causality; Granger Causality; Extra-statistical Information; Export led Growth;
    All these keywords.

    JEL classification:

    • C - Mathematical and Quantitative Methods
    • C5 - Mathematical and Quantitative Methods - - Econometric Modeling
    • C59 - Mathematical and Quantitative Methods - - Econometric Modeling - - - Other

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