IDEAS home Printed from https://ideas.repec.org/a/erh/journl/v3y2011i2p1-12.html
   My bibliography  Save this article

A Structural Approach for Testing Causality

Author

Listed:
  • 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
    as

    Download full text from publisher

    File URL: http://www.era.org.tr/makaleler/11080066.pdf
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    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.
    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.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    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.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Dagsvik, John K., 2018. "Invariance axioms and functional form restrictions in structural models," Mathematical Social Sciences, Elsevier, vol. 91(C), pages 85-95.
    2. Yves Breitmoser, 2021. "An axiomatic foundation of conditional logit," Economic Theory, Springer;Society for the Advancement of Economic Theory (SAET), vol. 72(1), pages 245-261, July.
    3. Chai Cheng, T & Vahid, F, 2010. "Demand for hospital care and private health insurance in a mixed publicprivate system: empirical evidence using a simultaneous equation modeling approach," Health, Econometrics and Data Group (HEDG) Working Papers 10/25, HEDG, c/o Department of Economics, University of York.
    4. Sanu, Md Sahnewaz, 2019. "Is the Export-led Growth Hypothesis Valid for India? Another Look at the Evidence," MPRA Paper 107903, University Library of Munich, Germany, revised 12 Sep 2019.
    5. Tronzano, Marco, 2010. "Reassessing the Dynamic Links between Trade and Growth: New Empirical Evidence from India - Un riesame delle relazioni tra commercio estero e crescita economica:nuova evidenza empirica per l’India," Economia Internazionale / International Economics, Camera di Commercio Industria Artigianato Agricoltura di Genova, vol. 63(2), pages 217-244.
    6. Zheng, Li & Abbasi, Kashif Raza & Salem, Sultan & Irfan, Muhammad & Alvarado, Rafael & Lv, Kangjuan, 2022. "How technological innovation and institutional quality affect sectoral energy consumption in Pakistan? Fresh policy insights from novel econometric approach," Technological Forecasting and Social Change, Elsevier, vol. 183(C).
    7. Nyakabawo, Wendy & Miller, Stephen M. & Balcilar, Mehmet & Das, Sonali & Gupta, Rangan, 2015. "Temporal causality between house prices and output in the US: A bootstrap rolling-window approach," The North American Journal of Economics and Finance, Elsevier, vol. 33(C), pages 55-73.
    8. Shinhye Chang & Rangan Gupta & Stephen M. Miller, 2018. "Causality Between Per Capita Real GDP and Income Inequality in the U.S.: Evidence from a Wavelet Analysis," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 135(1), pages 269-289, January.
    9. Xiaojuan He & Dervis Kirikkaleli & Melike Torun & Zecheng Li, 2021. "Modeling Economic Risk in the QISMUT Countries: Evidence From Nonlinear Cointegration Tests," SAGE Open, , vol. 11(4), pages 21582440211, October.
    10. Bashiri Behmiri, Niaz & Pires Manso, José R., 2012. "Does Portuguese economy support crude oil conservation hypothesis?," Energy Policy, Elsevier, vol. 45(C), pages 628-634.
    11. Dufour, Jean-Marie & Pelletier, Denis & Renault, Eric, 2006. "Short run and long run causality in time series: inference," Journal of Econometrics, Elsevier, vol. 132(2), pages 337-362, June.
    12. Muhammad Shahbaz & Pervaz Azim & Khalil Ahmad, 2011. "Exports-Led Growth Hypothesis in Pakistan: Further Evidence," Asian Economic and Financial Review, Asian Economic and Social Society, vol. 1(3), pages 182-197.
    13. Felix Nutakor & Sylvestre Bizumuremyi & Jinke Li & Wei Liu, 2020. "Does the Environmental Kuznets Curve for CO 2 Emissions Exist for Rwanda? Evidence from Bootstrapped Rolling-Window Granger Causality Test," Sustainability, MDPI, vol. 12(20), pages 1-11, October.
    14. Yingying Xu & Zhi‐Xin Liu & Chi‐Wei Su & Jaime Ortiz, 2019. "Gold and inflation: Expected inflation effect or carrying cost effect?," International Finance, Wiley Blackwell, vol. 22(3), pages 380-398, December.
    15. Tarlok Singh, 2016. "On the sectoral linkages and pattern of economic growth in India," Journal of the Asia Pacific Economy, Taylor & Francis Journals, vol. 21(2), pages 257-275, April.
    16. Breitmoser, Yves, 2016. "Stochastic choice, systematic mistakes and preference estimation," MPRA Paper 72779, University Library of Munich, Germany.
    17. Dai, Min & Jia, Yanwei & Kou, Steven, 2021. "The wisdom of the crowd and prediction markets," Journal of Econometrics, Elsevier, vol. 222(1), pages 561-578.
    18. Fadzil, Atikah & Masih, Mansur, 2017. "Does export lead growth? evidence from Japan," MPRA Paper 109290, University Library of Munich, Germany.
    19. Muhammad Shahbaz & Mete Feridun, 2012. "Electricity consumption and economic growth empirical evidence from Pakistan," Quality & Quantity: International Journal of Methodology, Springer, vol. 46(5), pages 1583-1599, August.
    20. Asad Zaman, 2010. "Causal Relations via Econometrics," International Econometric Review (IER), Econometric Research Association, vol. 2(1), pages 36-56, April.

    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

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:erh:journl:v:3:y:2011:i:2:p:1-12. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: M. F. Cosar (email available below). General contact details of provider: https://edirc.repec.org/data/eratrea.html .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.