This survey study discusses main aspects to optimal estimation methodologies
for panel data regression models. In particular, we present current
methodological developments for modeling stationary panel data as well as
robust methods for estimation and inference in nonstationary panel data
regression models. Some applications from the network econometrics and high
dimensional statistics literature are also discussed within a stationary time
series environment