In this paper, three organic semiconductors which are 9- [(5-nitropyridin-2aminoethyl)iminiomethyl]-anthracene(a)and methylene)isonicotinohydrazide (b), and novel organic semiconductor N- (2-((pyren-4-yl)methyleneamino)ethyl)-5-nitropyridin-2-amine (c) have been prepared. Their structure have been assessed using NMR and elemental analysis techniques. While compound (a) and compound (c) have same wing unit ([(5nitropyridin-2-aminoethyl) iminiomethyl]), compounds (b) and (c) have same core unit (5nitropyridin-2-amine). Based upon TD-DFT and Marcus theories, we have explored the effect of molecular structure on the opto-electronic properties for OLED applications. Our resultsshow that, wing units of molecules effects the opto-electronics properties a lot than core units. Such that, compounds (a) and (c) which have same wing unit, have been exhibited quite similar behaviours from points of both structural and opto-electronic parameters. Wheares, similar sitiation has not been observed for compounds (b) and (c) which have same core unit. More importantly accordingly our results, compounds (a) and (c) exhibit obvious advantages for organic electronic devices in terms of calculated opto-electronic and charge transport properties such as with better absorption and emission parameters, lower energy gaps and reorganization energies, higher charge mobility, etc.