The article discusses how to estimate statistical models using data from multiple units over time. Different assumptions about initial conditions are considered, and the properties of different estimation methods are studied as the number of units or time points increases. The relationship between different estimation techniques is clarified, and a new consistent estimator that does not depend on initial conditions is suggested.