Paclitaxel-associated peripheral neuropathy (PN), a major dose-limiting toxicity, significantly impacts patients' quality of life/treatment outcome. Evaluation of risk factors often ignores time of PN onset, precluding the impact of time-dependent factors, e.g. drug exposure, needed to comprehensively characterize PN. We employed parametric time-to-event (TTE) analysis to describe the time-course of risk of first occurrence of clinically relevant PN grades≥2 (PN2+, n=105, common terminology criteria v4.0) and associated patient/treatment characteristics, leveraging data from 365 patients (1454 cycles) receiving 3-weekly paclitaxel (plus carboplatin AUC=6 or cisplatin 80 mg/m 2) for ≤6 cycles. Paclitaxel was intravenously administered (3 h) as standard 200 mg/m 2 doses (n=182) or following pharmacokinetic-guided dosing (n=183). A cycle-varying hazard TTE model linking surge in hazard of PN2+ to paclitaxel administration (PN2+ proportions (i.e. cases/1000 patients), first day, cycle 1: 4.87/1000, cycle 6: 7.36/1000) and linear decline across cycle (last day, cycle 1: 1.64/1000, cycle 6: 2.48/1000) adequately characterized the time-varying hazard of PN2+. From joint covariate evaluation, PN2+ proportions (first day, cycle 1) increased by 1.00/1000 with 5-μmol. h/L higher paclitaxel exposure per cycle (AUC cycle , most relevant covariate), 0.429/1000 with 5year higher age, 1.31/1000 (smokers versus non-smokers), and decreased by 0.670/1000 (females versus males). Compared to 200 mg/m 2 3-weekly dosing, model-predicted cumulative risk of PN2+ was significantly higher (42%) with 80 mg/m 2 weekly dosing but reduced by 11% with 175 mg/m 2 3-weekly dosing. The established TTE modelling framework enables quantification and comparison of patient's cumulative risks of PN2+ for different clinically-relevant paclitaxel dosing schedules, sparing patients PN2+ to improve paclitaxel therapy.