Question

How can you tell if a set of bivariate data shows a linear relationship

Answer 1

If you graph the data points and the points lie along a straight line then the data is linear.

Answer 2

If by bivariate data you mean data in charts or any type of collection of data, the data's would be proportional and would be a straight line and go through the origin in a coordinate plane.