The document discusses the quantum efficiency and vibrational spectral analysis of the organic dye 3,5-dimethyl pyridine 2-carbonitrile for use in dye-sensitized solar cells (DSSCs). It details the use of density functional theory (DFT) to determine the dye's structural properties and electronic behavior, revealing a light harvesting efficiency of 12%. Additionally, the analysis includes FTIR and FT-Raman spectroscopic results that support the dye's absorption characteristics, crucial for its application in solar technology.