I have computed percentage change from time1 to time2 for several variables.

Can I predict percentage change in earnings from percentage change in produced and percentage changed in price?

When I ran a model with actual data and dummy coded time (time1=1, time2=0), the dummy variable was not statistically significant. But there are large changes.