Install Pulseaudio if you only have ALSA. ALSA alone does NOT work with skype whatever people on the #Debian channel might think and tell you.

sudo apt-get install pulseaudio

Install pulseaudio volume control

sudo apt-get install pavucontrol

Run Skype.

Go to the Sound devices sections. Click on the Open PulseAudio …