Highlights•Approximately 10% of adults in Denmark have prediabetes, undiagnosed, or poorly or potentially sub-regulated diabetes.•The presence of prediabetes, undiagnosed, or poorly or potentially sub-regulated diabetes can be predicted reasonably well.•The prediction model estimated in this study might be a useful screening tool.