In this study, the photovoltaic performances of dye-sensitized solar cells (DSSCs) have been studied for four different configurations involving two dyes (indoline-based, D205 dye, and ruthenium-based, N719 dye, respectively) and two types of electrolyte (volatile and low viscosity-based electrolyte, AN-50, and low-volatility and high-viscosity based electrolyte, Z-50, respectively). The electron transport and recombination properties in DSSCs have been investigated by electrochemical impedance spectroscopy, intensity-modulated photo-voltage spectroscopy and charge extraction methods. The D205 dye outperformed the N719 counterpart when the low-volatility electrolyte, Z-50, was employed, and similar performances between the two dyes were shown for the AN-50 electrolyte employment. The electron diffusion length was found to be positively correlated with and mainly responsible for the cells’ performances. Different dyes and/or electrolytes employment which was likely altered TiO2 nanoparticle’s surface properties were found to give influence on the electron transport properties inside the nanostructured film in this study.