Research Article

Causality, Confounding, and Simpson’s Paradox

Volume: 12 Number: 1 June 8, 2020
EN

Causality, Confounding, and Simpson’s Paradox

Abstract

Bitter fighting among Christian factions and immoral behavior among Church leaders led to a transition to secular thought in Europe (see Zaman (2018) for details). One of the consequences of rejection of religion was the rejection of all unobservables. Empiricists like David Hume rejected all knowledge which was not based on observations and logic. He famously stated that: ““If we take in our hand any volume; of divinity or school metaphysics, for instance; let us ask, Does it contain any abstract reasoning concerning quantity or number? No. Does it contain any experimental reasoning concerning matter of fact and existence? No. Commit it then to the flames: for it can contain nothing but sophistry and illusion.” David Hume further realized that causality was not observable. This means that it is observable that event Y happened after event X, but it is not observable that Y happened due to X. The underlying mechanisms which connect X to Y are not observable. Current Article discusses the impact of changing causal structures on relationships and results of econometric analysis. it shows that conventional econometric analysis is devoid of causal chains which makes it impossible to get realistic results.

Keywords

References

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  5. Pearl, J., Glymour, M., Jewell, N.P. (2016) Causal Inference in Statistics: A Primer Wiley. ISBN: 978-1-119-18684-7 https://www.wiley.com/enus/Causal+Inference+in+Statistics%3A+A+Primer-p-9781119186847
  6. Zaman A (2010) “Causal Relations via Econometrics,” International Econometrics Review, vol 2, no. 1,
  7. Zaman, A. (2012) “Methodological Mistakes and Econometric Consequences,” International Econometric Review, Sep. 2012, Vol. 4, Issue 2, p.99-122.
  8. Zaman, A. (2017) Choosing the Right Regressors. Lessons in Econometric Methodology: The Axiom of Correct Specification. International Econometrics Review. Vol. 9, Issue 2. DOI:10.33818/ier.337657. http://www.era.org.tr/ozetler/337657.html

Details

Primary Language

English

Subjects

Economics

Journal Section

Research Article

Authors

Asad Zaman This is me
Pakistan

Publication Date

June 8, 2020

Submission Date

February 10, 2020

Acceptance Date

June 3, 2020

Published in Issue

Year 2020 Volume: 12 Number: 1

APA
Zaman, A., & Salahuddin, T. (2020). Causality, Confounding, and Simpson’s Paradox. International Econometric Review, 12(1), 50-74. https://doi.org/10.33818/ier.687042
AMA
1.Zaman A, Salahuddin T. Causality, Confounding, and Simpson’s Paradox. IER. 2020;12(1):50-74. doi:10.33818/ier.687042
Chicago
Zaman, Asad, and Taseer Salahuddin. 2020. “Causality, Confounding, and Simpson’s Paradox”. International Econometric Review 12 (1): 50-74. https://doi.org/10.33818/ier.687042.
EndNote
Zaman A, Salahuddin T (June 1, 2020) Causality, Confounding, and Simpson’s Paradox. International Econometric Review 12 1 50–74.
IEEE
[1]A. Zaman and T. Salahuddin, “Causality, Confounding, and Simpson’s Paradox”, IER, vol. 12, no. 1, pp. 50–74, June 2020, doi: 10.33818/ier.687042.
ISNAD
Zaman, Asad - Salahuddin, Taseer. “Causality, Confounding, and Simpson’s Paradox”. International Econometric Review 12/1 (June 1, 2020): 50-74. https://doi.org/10.33818/ier.687042.
JAMA
1.Zaman A, Salahuddin T. Causality, Confounding, and Simpson’s Paradox. IER. 2020;12:50–74.
MLA
Zaman, Asad, and Taseer Salahuddin. “Causality, Confounding, and Simpson’s Paradox”. International Econometric Review, vol. 12, no. 1, June 2020, pp. 50-74, doi:10.33818/ier.687042.
Vancouver
1.Asad Zaman, Taseer Salahuddin. Causality, Confounding, and Simpson’s Paradox. IER. 2020 Jun. 1;12(1):50-74. doi:10.33818/ier.687042