New measure not appearing in power bi services data set

Hi,

I created a new measure in my report. After I publish it in Power BI Services, the column does not appear in the dataset causing my visual to have an error.  I tried to remove the dataset first, then publish it again, that's the time the new measure appeared. Do I need to remove the data set and publish it again every time I will add a new measure?

Thanks in advance