is the mean or median a better estimate for the parameter of interest?
That depends upon the parameter and the interest.
You don't hear many sources quoting median SAT test scores or median income. Gross National Product per capita is used in the latter case. But you will often see the median value of home sales, since people are more interested in "typical" sales prices undistorted by high-end sales.