Academic Research Consortium for High Bleeding Risk (ARC-HBR) was defined as a criterion for predicting the risk of bleeding in patients who undergo percutaneous coronary intervention (PCI). Major bleeding is related to in-hospital mortality. However, few studies examining the HBR criteria in patients with acute myocardial infarction (AMI) have been reported. We analyzed the relationship between HBR criteria in AMI patients and in-hospital events. This study was a single-center retrospective study that included 781 patients who underwent PCI for ST-elevation myocardial infarction (STEMI) and non-ST-elevation myocardial infarction (NSTEMI) from January 2010 to December 2018. Patients were classified into the HBR group (n = 309, 39.6%) and non-HBR group (n = 472, 60.4%) and investigated. The primary endpoint was the incidence of in-hospital mortality, major bleeding, recurrent MI, and stroke. As a secondary endpoint, a multivariate analysis of cases of in-hospital death was performed to identify predictors of in-hospital mortality. As the primary outcome, the rate of all events in the HBR group was significantly higher than that in the non-HBR group (29.1% vs. 11.2%, p < 0.001). Among the individual events, the rates of major bleeding (11.3% vs. 3.8%, p < 0.001) and in-hospital mortality (16.2% vs. 4.2%, p < 0.001) were significantly higher in the HBR group. Regarding the secondary outcome, the overall in-hospital mortality rate was 9.0%. The multivariate analysis revealed that ejection fraction < 40%, HBR, Killip 4, and left main trunk lesion were significant predictors of in-hospital mortality. In conclusion, the HBR criteria were associated with in-hospital events in AMI patients who underwent primary PCI.