..., focusing on unit roots, ARIMA, GARCH, cointegration properties and Granger Causality. Findings The key findings reveal that while temporal aggregation simplifies data by emphasising long-term trends, it can obscure short-term fluctuations, potentially leading to biases in analysis. Similarly...