If you type = and then select the header and the existing data in that column in a table Excel will show you the syntax you need to refer to the data in the column. I have a table named ExerciseData, one of the headers is named TotalReps, If I just select the header I get:
Formula: copy to clipboard
=ExerciseData[[#Headers],[TotalReps]]

If I select the header and all the existing data in that column I get:
Formula: copy to clipboard
=ExerciseData[[#All],[TotalReps]]

To add up the column and have it be dynamic I type =Sum( and then select the header and the data), I then get a formula that updates when I add to the table. The formula looks like this:
Formula: copy to clipboard
=SUM(ExerciseData[[#All],[TotalReps]])


So this should give you an idea of the syntax required if you want to type your formulas as opposed to selecting the data, which is the easiest since Excel will do the hard stuff for you.

Good Luck.