The applicability of popular thermal analysis methods like the one proposed by Ozawa and Kissinger, or the one derived from the Avrami kinetic formalism, to non-isothermal nucleation and growth transformation kinetics, is reassessed. Restrictions and limitations of both techniques are reevaluated, in order to clarify when and under which transformation conditions is each method justified.