A regression coefficient is statistically significant (meaning the results didn’t happen just by chance) if you can provide solid evidence that the true parameter value isn’t zero. In order to provide strong evidence that the true parameter value isn’t zero, you need to show that it’s highly unlikely that the X variable associated with that coefficient has no effect on your dependent (Y) variable..