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Erschienen in: Social Indicators Research 1/2018

12.11.2016

Causality Between Per Capita Real GDP and Income Inequality in the U.S.: Evidence from a Wavelet Analysis

verfasst von: Shinhye Chang, Rangan Gupta, Stephen M. Miller

Erschienen in: Social Indicators Research | Ausgabe 1/2018

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Abstract

This study applies wavelet coherency analysis to examine the relationship between the U.S. per capita real GDP and six income inequality measures over the period 1917 to 2012. Wavelet analysis allows the simultaneous examination of correlation and causality between the two series in both the time and frequency domains. Our findings provide robust evidence of positive correlation between the growth and inequality across frequencies. Yet, directions of causality vary across frequencies and evolve with time. Evidence that inequality leads per capita real GDP at both high- and low-frequencies exists for the Top 1 and 10% measures of inequality with little evidence that real GDP per capita leads inequality. In the time-domain, the time-varying nature of long-run causalities implies structural changes in the two series. These findings provide a more thorough picture of the relationship between the U.S. per capita real GDP and inequality measures over time and frequency, suggesting important implications for policy makers.

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Fußnoten
1
Without smoothing, the squared wavelet coherency is always equal to 1 at any frequency and time. Torrence and Compo (1998) show that smoothing in time or frequency increases the degrees of freedom of each point and increases the confidence of the wavelet spectrum.
 
2
The term phase means the position in the pseudo-cycle of the series as a function of frequency.
 
3
We take natural logarithms to correct for potential heteroskedasticity and dimensional differences between the series. Also, taking natural logarithms is standard practice, since it implies that we can interpret the coefficients as elasticities.
 
4
See http://​www.​shsu.​edu/​eco_​mwf/​inequality.​html. Professor Frank constructed dataset based on the Internal Revenue Service (IRS) information, which has a limitation of omission of some individual earning less than a threshold level of gross income. For this reason, we focus more on top income shares as primary indicators of inequality measures. We examine six inequality measures as each offers a different insight as to the inequality of income.
 
6
Cointegration is the long-term, or equilibrium, relationship between two series. To ascertain long-run stability of the parameters, we perform the Johansen (1988, 1991) cointegration tests to determine whether the per capita real GDP and each of six income inequality measures cointegrate with each other. The test results show that no cointegration exists between per capita real GDP and each inequality measure, implying that per capita real GDP and the income inequality measures do not maintain a long-term relationship.
 
7
We examine the existence of structural breaks in VAR. Results of the Bai and Perron (1998) tests show that there are structural breaks. Also, given the existence of structural breaks in the series, we test for unit roots with one or two structural breaks using methodologies for endogenising dates, including Zivot and Andrews (2012), Lumsdaine and Papell (1997) and Lee and Strazicich (2003). These results are available upon request.
 
8
The results of the cointegration test motivate our focus on a time-varying approach. One way to implement time-varying cointegration uses a rolling causality analysis. We choose not to follow this method for the following reasons. First, the results may depend on the optimal window length. Second, rolling causality analysis only works in the time domain.
 
9
The wavelet coherency and phase difference for the levels of per capita real GDP and income inequality measures still show very similar correlation and causalities.
 
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Metadaten
Titel
Causality Between Per Capita Real GDP and Income Inequality in the U.S.: Evidence from a Wavelet Analysis
verfasst von
Shinhye Chang
Rangan Gupta
Stephen M. Miller
Publikationsdatum
12.11.2016
Verlag
Springer Netherlands
Erschienen in
Social Indicators Research / Ausgabe 1/2018
Print ISSN: 0303-8300
Elektronische ISSN: 1573-0921
DOI
https://doi.org/10.1007/s11205-016-1485-0

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