“…In addition, there are three methods of estimating the regression model using panel data, namely: random effects model based on data characteristics. To select the Panel data regression model, we used the Chow test (Eke, Eke, & Inyang, 2016;Nielsen & Whitby, 2015), Hausman test (Ahn & Moon, 2014;Aït-Sahalia & Xiu, 2019), and Lagrange multiplier test (Chen et al, 2021;Li & Yao, 2021). The regression model (Bernasconi et al, 2021;Sparapani et al, 2021): Hypothesis testing is using the coefficient of determination (adjusted R2), F test, and T test with each probability less than 0.05 (Ongan et al, 2020).…”