panel regression vs cross-section

#1
Hi,

I'm running the following regression: y=A+Bx+...+year_dummy for the years 2002-2005 and get that B is statistically significant. However, when I run separate regressions for each year, the significance disappears (for all years). I'm having a hard time interpreting the results - any ideas?

Thanks!