How do you use advanced window functions like LAG, LEAD, NTILE, and cumulative aggregations to solve common BI analytical problems?

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Advanced window functions enable calculations that would be extremely difficult or impossible with standard SQL. They are essential tools for BI analysts working on time-series analysis, ranking, and segmentation.