Spectrum analysis question

Hello All,
   If we want to average many FFTs, to reduce noise variance, is it
better for us to average FFT magnitudes or average the squares of the
magnitudes?  We see the averaging of magnitudes-squared in 
DSP articles, but is that the best thing to do?

Thank you,
JDH