Thermoluminescence (TL) phosphor materials have gained significant attention in various fields, including radiation dosimetry, dating techniques, and medical imaging. This review paper aims to provide a comprehensive overview of the synthesis methods for phosphor preparation and applications of TL phosphor materials. It covers both traditional and emerging TL phosphor materials, highlighting their unique properties and potential applications.