Could we use correlation to examine panel data with I(0) and I(1) variables?

Could we use correlation to examine panel data with I(0) and I(1) variables?

Title

Could we use the panel regression to examine the relationship between a stationary series and a non-stationary series?

Authors

  • Wing-Keung Wong
    Department of Finance and Big Data Research Center, Asia University
    Department of Medical Research, China Medical University Hospital, Taiwan
    Business, Economic and Public Policy Research Centre,
    Hong Kong Shue Yan University
    The Economic Growth Centre, Nanyang Technological University
  • Minh Tam Pham
    Department of Finance, College of Management, Asia University

Abstract

While many studies report correlations between a stationary time series Yt and a non-stationary time series Xt, Wong and Pham (2025) hypothesized that
applying standard regression-based correlation tests in this context may yield spurious or non-informative results and conjectured that standard correlation statistics are not suitable for evaluating such relationships. Thereafter, through simulation studies, they find the spurious nature of the correlation and the inadequacy of standard tests in this setting. Thereafter, they developed the estimation and testing theory for the correlation between a stationary Yt and a non-stationary Xt and proved that the standard correlation statistic cannot be used in this setting and that the resulting test statistic differs from the one used to test the correlation between two random series Yt and Xt, concluding that the traditional correlation test cannot be used to test for the correlation between a stationary time series Yt and a non-stationary time series Xt. Nevertheless,
as far as we know, no study in the literature has investigated whether a correlation exists between panel data with a non-stationary variable and a
stationary variable. This paper investigates the issue.

Keywords

Cointegration, stationarity, non-stationarity, correlation, time series analysis

JEL Classi cation

C01, C15, C22, C58, C60

How to Cite

Wong, W.-K., & Pham, M. T. (2026). Could we use correlation to examine panel data with I(0) and I(1) variables? The International Journal of Finance, 38, forthcoming.