The present study aimed to identify potential factors associated with the prevalence of non-alcoholic fatty liver disease (NAFLD). To achieve this, we utilized data from the Korean Genome Epidemiology Study cohort in 2001, comprising 6,291 subjects. These subjects were categorized into 3 groups based on their fatty liver index (FLI) score: FLI 1 group (< 30), FLI 2 group (30-59.9), and FLI 3 group (≥ 60). We then compared the frequencies of subjects in each FLI group across various anthropometric and demographic variables. The FLI score is commonly employed as a predictive tool for fatty liver diseases, with an FLI score of ≥ 60 indicating NAFLD. The results of the study are as follows: 1. Significant differences were observed in the proportions of subjects within each group when considering factors such as age, occupation type, household income, drinking status, and body mass index (P < 0.0001). The intake of nutrients, including protein, fat, and carbohydrates, also demonstrated significant differences among the FLI groups. 2. Gender-based comparisons revealed 3 distinct outcomes. Firstly, among women, the proportion of subjects in FLI 3 group increased with age, whereas in men, this proportion decreased. Secondly, women in FLI 3 group consumed higher amounts of carbohydrates and dietary fiber (P < 0.0001). Thirdly, male subjects with extreme obesity exhibited a higher intake of vitamin B 1 (P < 0.05), while female subjects consumed less protein (P < 0.004) but higher amounts of fat (P < 0.0001) and carbohydrates (P < 0.0001). 3. Additionally, we examined changes in subject frequencies within each FLI group from 2001 to 2018, taking into account age, and found a decreasing trend in the proportion of men within FLI 3 group, while women showed an increasing trend. We anticipate that these observations will contribute to the management of this liver disorder.