This document presents a comparative study of three peak-to-average power ratio (PAPR) reduction techniques for orthogonal frequency division multiplexing (OFDM): selective mapping, clipping, and tone reservation. It provides background on OFDM and PAPR, and then describes each technique. Simulation results from MATLAB are presented comparing the PAPR performance of selective mapping and the bit error rate performance of clipping and filtering as a PAPR reduction method. The paper aims to evaluate these different PAPR reduction techniques and determine which provides improved OFDM signal performance.