Hearing loss (HL) is a serious secondary effect of treatment for head and neck (H&N) and central nervous system (CNS) tumors in children. Radiation and platinum chemotherapy independently increase the risk of HL; however, combined modality treatment is routinely used and the effect of chemoradiation on HL risk is not well-studied. Using chemotherapy and cochlear radiation (RT) doses, we created a model that predicts for HL, including a nomogram that can be used in the clinical setting to calculate the risk of clinically-significant HL.In this single institution retrospective study, 171 patients with H&N or CNS tumors were treated with radiation, with or without chemotherapy and had longitudinal (≥2) audiological evaluation. SIOP-Boston (SIOP) and Chang grades were assigned to 2,420 hearing assessments of 342 ears; analyses using SIOP grades are presented here. For the nomogram, SIOP grade ≥3 was considered clinically-significant HL (requiring hearing aids). An Andersen-Gill model for recurrent events was used to obtain inverse intensity weights to account for factors explaining the number of assessments. Multivariable weighted ordinal logistic regression was fitted to evaluate the effect of clinicopathologic features on HL. Clustered robust standard errors were calculated to account for intra-patient correlation.Patients underwent a median of 6 (range 2-23) assessments over a median of 3.1 years from diagnosis to last audiogram (range 0.1-15.2 years). Cisplatin was given to 63% of patients and 34% received carboplatin. The mean cochlear doses on the right and left were 36.8 Gy (standard deviation [SD] 16.5) and 37.0 Gy (SD 16.2), respectively. Multivariable regression revealed that mean cochlear dose (odds ratio [OR] 1.04 per Gy, 95% confidence interval [CI] 1.02-1.05, P < 0.001), time since RT (OR 1.2 per year, 95% CI 1.2-1.3, P < 0.001), cisplatin use (OR 5.33, 95% CI 2.9-9.9, P < 0.001), and carboplatin use (OR 2.3, 95% CI 1.27-4.17, P = 0.006) were associated with increasing SIOP grade of HL; age at RT, hydrocephalus, surgery, amifostine, and laterality were not correlated with HL. There was no synergistic effect of RT and cisplatin (interaction term, P = 0.4) or RT and carboplatin (interaction term, P = 0.9). Cumulative incidence of high-frequency HL (> 4 kHz) was > 50% at 5 years post-RT in those who received mean dose > 20 Gy to the cochlea, while incidence of HL across all frequencies continued to increase beyond 5 years post-RT.RT and chemotherapy have an additive, not synergistic, effect on HL risk. Mean cochlear radiation dose, time since radiation, and platinum chemotherapy use were associated with HL. This modelling can guide survivorship care by multidisciplinary pediatric oncology teams with respect to audiology follow-up in an effort to that ensure suitable educational accommodations and assistive devices are in place.