Depends primarily on rate, wind, and temp. Each ice ratio curve is a little different. Heavier QPF = less ice (runs off too fast), stronger wind = more ice (actually builds up faster), temps near freezing = less ice (obviously).
For low wind, standard upper 20s temps and typical precip rate you can assume around 80% of QPF turns into flat ice (take 40% of that for radial).