AimMetabolic dysfunction is a risk factor for esophageal squamous cell carcinoma (ESCC). We investigated the impact of the recently proposed metabolic dysfunction‐associated fatty liver disease (MAFLD) and its subtypes on ESCC recurrence after endoscopic treatment.MethodsThis multicenter observational cohort study enrolled consecutive patients newly diagnosed with ESCC after endoscopic treatment. Patients were classified into MAFLD or non‐MAFLD groups. The MAFLD group was further classified into non‐obese and obese MAFLD groups with a body mass index cutoff value of 25 kg/m2. The impact of MAFLD on the recurrence of ESCC was evaluated using a decision tree algorithm and random forest analysis.ResultsA total of 147 patients (average age, 69 years; male: female, 127:20; observational period, 2.4 years) were enrolled. The 1‐, 3‐, and 5‐year recurrence rates were 2.0%, 21.1%, and 33.7%, respectively. Independent risk factors for the recurrence of ESCC were MAFLD (HR, 2.2812; 95% CI, 1.0497–4.9571; p=0.0373), drinking status, and smoking status. MAFLD was identified as the second most important classifier for recurrence followed by drinking status. The cumulative incidence of ESCC recurrence was higher in the MAFLD group than in the non‐MAFLD group. In a sub‐analysis, the cumulative incidence of recurrence was significantly higher in the non‐obese than in the obese MAFLD group among abstainers/non‐drinkers. Directed acyclic graphs revealed that MAFLD directly contributes to ESCC recurrence.ConclusionsMAFLD was independently and directly associated with ESCC recurrence after endoscopic treatment; a high recurrence rate was observed in patients with non‐obese MAFLD. MAFLD may identify patients at high risk for ESCC recurrence.This article is protected by copyright. All rights reserved.