2) My understanding is when we have only one continuos variable - we check if the data given is normally distributed or not and then compute statistics for the historical data - which we better coin this term as descriptive statistics.

Not sure where it is used in real -life, normally my understanding is that continuous variables are better understood based on the context of one dim. Let me know your thoughts on this?