One of the most fundamental components of cryptography is the Shamir’s Secret Sharing Scheme (SSSS) that enables the distribution of a secret among multiple parties in a secure manner. An integral aspect of SSS involves the reconstruction of the original secret through interpolation techniques, which remain crucial for maintaining the scheme’s effectiveness. The main focus of this thesis is the evaluation of various interpolation methods within the context of SSSS. The primary objective is to comprehensively assess the performance and suitability of distinct interpolation methods, elucidating their respective strengths and weaknesses. By conducting a series of meticulous experiments and analyses, this study examines the behavior of interpolation methods under different scenarios. The findings reveal that the optimal choice of an interpolation method hinges on the specific characteristics of each use case, emphasizing the need for a judicious selection process.