This introductory paper presents a special issue of the International Journal of Radiation Oncology, Biology, Physics focused on the QUANTEC initiative, aimed at improving the quantitative analysis of normal tissue effects in radiation therapy. The issue includes various organ-specific reviews, highlighting the evolution of dose/volume/outcome data since the classic Emami paper, and emphasizing the need for ongoing research to address current limitations in predictive models. Overall, QUANTEC serves as a vital resource for clinicians to inform treatment planning and reduce normal tissue toxicity risks while providing insights for future investigations.