Before revision:  The easy-to-implement algorithms and their theoretical guarantee extend the panel data approach to big data settings . Monte Carlo simulations are conducted to demonstrate the finite sample performance of our proposal, and an empirical example illustrates the usefulness of our procedure when many controls are available in reality .
After revision:  The easy-to-implement algorithms and their theoretical guarantee extend the panel data approach to big data settings .