productivity and factor shares of tasks and value-added. First, in contrast to the findings for developed economies, we find that … productivity of the adopters concurrently grew faster than that of the non-adopters. Third, from the micro-level study, we find … productivity impact of automation is heterogeneous: (a) firms that automate regularly, (b) multinational adopters, and (c) firms …