This is a quote listed everywhere in aviation safety publications, but not in a consistent form.
From http://www.aopa.org/-/media/Files/AOPA/Home/Pilot%20Resources/ASI/Safety%20Advisors/sa11.pdf:
Frost, snow, and ice accumulations (on the leading edge or upper surface of the wing) no thicker or rougher than a piece of coarse sandpaper can reduce lift by 30 percent and increase drag up to 40 percent.
http://www.tc.gc.ca/eng/civilaviation/publications/tp10643-chapter1-concept-1119.htm:
Test data indicates that during takeoff, frost, ice or snow formations having a thickness and surface roughness similar to medium or coarse sandpaper, on the leading edge and upper surface of a wing, can reduce wing lift by as much as 30% and increase drag by 40%.
Another publication by Transport Canada removes the "during takeoff" caveat http://www.tc.gc.ca/media/documents/ca-publications/AIM-2013-1_ENG.pdf (p. 423):
Test data indicate that frost, ice or snow formations having a thickness and surface roughness similar to medium or coarse sandpaper, on the leading edge and upper surface of a wing, can reduce wing lift by as much as 30% and increase drag by 40%.
This publication removes the restriction to the leading edge and upper surface of the wing http://www.jumpjet.info/Emergency-Preparedness/Disaster-Mitigation/Climate/Aircraft_Icing.pdf
tests have shown that icing no thicker or rougher than a piece of coarse sandpaper can reduce lift by 30% and increase drag by 40%
Is it true that icing no thicker or rougher than a piece of coarse sandpaper can reduce lift by 30% and increase drag by 40%.
Is it true even when the ice is restricted to the upper surface and leading edge of the wing?
Is it true at times other than takeoff?