Background: We examined a large patient dataset based on E1305, a completed phase III randomized trial of platinum-based chemotherapy with or without bevacizumab (Argiris et al. JCO 2019), to evaluate prognostic factors in the first-line treatment of patients with recurrent or metastatic squamous cell carcinoma of the head and neck (RM SCCHN) and expand on our previous observations in cooperative group trials (Argiris et al. Cancer 2004). Methods: All 403 patients enrolled in E1305 were analyzed. Overall survival (OS) was the outcome of interest. Clinical and tumor characteristics were examined using Cox proportional hazards models. Variables which were significant in the univariate setting at a level of ≤ 0.10 were included in a multivariable model, and backwards selection was performed (threshold of p ≤ 0.05). The final multivariable model was then applied to the two treatment arms, separately. Variables for which the hazards ratio (HR) within an arm was more than 10% different than that for the whole cohort, were removed from the final cohort model. Results: The median OS in the whole study cohort was 11.8 months. A prognostic score model for OS was built, using the 4 independent prognostic factors identified in the multivariable model: ECOG performance status (1 vs 0), prior radiation, primary region (non-oropharynx vs oropharynx), and metastatic disease bone or liver (vs other sites/no metastases). Prognostic score was dichotomized (0-2 and > 2). Patients with 0-2 risk factors (n = 249) had a median OS of 15.2 months (90% CI: 13.8, 18.1), while patients with > 2 risk factors (n = 154) had a median OS of 7.6 months (90% CI: 6.5, 9.3); HR of 2.14 (95% CI: 1.73, 2.66), p < 0.0001. Compared to our previous 5-factor model from analysis of older trials in a similar setting, the variable “bone/liver metastasis” is new, but “tumor cell differentiation” and “weight loss” were not significant and not included in the new model for OS. Conclusions: The new proposed model includes 4 prognostic factors for OS (performance status, primary site, prior radiation, presence of bone/liver metastasis) in the first-line treatment of RM SCCHN.