Mathematics
Fixed Effects (in Panel Data)
Quick fact
Fixed effects can only estimate effects of variables that change over time; any time-invariant factors (like gender or birthplace) are automatically controlled for and cannot be separately estimated.
Why this is interesting
Have you ever wondered how researchers can claim a policy caused a change when they can't run an experiment? Fixed effects gives them a powerful trick: compare each person to themselves over time.