An old way as described in "Analyzing Panel Data" by Gregory B. Markus, Sage Publication, 1979 is to stratify the data. I attach 2 pages from that source.
If you use fixed effects you control for unobserved heterogeneity. Do you have demographic data on the individuals to control for observed heterogeneity?