INTRODUCTION Diagnosing non-alcoholic fatty liver disease (NAFLD) is impeded by poorly corroborative serological markers and invasiveness of ‘gold standard’ liver biopsy. Scoring systems (NAFLD fibrosis score [NAFLDFS], FIB-4) have been utilised with some success in the community, yet their use in hospitalised obese individuals has not been evaluated. METHODS Retrospective data extraction for obesity-related conditions were obtained from all admissions to Blacktown-Mt Druitt hospitals (April 2016-February 2017). NAFLD fibrosis and FIB-4 scores were applied to estimate the risk of liver fibrosis for patients with both obese-related (Ob) admissions vs an age and gender matched non-obese (NOb) related admission cohort. RESULTS Of 43,212 admissions, 244 had an Ob-related diagnosis. Compared with NOb patients, the Ob cohort (mean age 55+17 vs 56+17 yrs; 54 vs 53% female; mean weight 82+25 vs 126+37 kg; BMI 29+8 vs 46+12 kg/m2) featured significantly greater comorbidities (median 14 vs 4, P<0.001), 2-5x greater prevalence of Type 2 diabetes (T2D), cardiopulmonary disease, pharmacologic burden, length of stay and cost (all P<0.001). There were no differences in NAFLDFS or FIB-4 scores between the NOb and Ob patients. Compared with a low NAFLDFS or FIB-4 score (<-1.455; <1.45), a high score (>0.675; >3.25) was respectively associated with ischaemic/coronary artery disease (P=0.006, OR 2.48; P<0.001, OR 3.41) and hyperlipidaemia (P<0.001, OR 3.41; P=0.001, OR 2.53), whereas NAFLDFS was additionally associated with pulmonary hypertension (P=0.047, OR 3.36), hypertension (P<0.001, OR 3.20), obstructive sleep apnoea (P<0.001, OR 2.74) and T2D (P<0.001, OR 3.03). Of those with high NAFLDFS (n=142) or FIB-4 (n=22), only 4% (n=6) and 0% had a diagnosis of NAFLD, respectively. CONCLUSION The use of NAFLDFS and FIB-4 correlate with well-known cardiovascular risk phenotypes. High scores may prompt an opportunity to improve clinical inertia in the diagnosis of this disease in at-risk hospitalised patients.