Unlocking Time Series Insights: Why Stationarity and Autocorrelation Matter?

Time series data is everywhere, with real-world applications ranging from demand forecasting to anomaly detection. Effective time series analysis relies on a strong understanding of statistical concepts to both model the data and extract meaningful insights. In this article, I’ll explore some core statistical concepts, provide intuitive explanations, and show how they are applied in time series analysis.