Background Our near-real-time safety monitoring of 16 adverse events (AEs) following COVID-19 mRNA vaccination identified potential elevations in risk for six AEs following primary series and monovalent booster dose administration. The crude association with AEs does not imply causality. Accordingly, we conducted robust evaluations of the potential associations. Methods We conducted self-controlled case series studies of COVID-19 mRNA vaccines (BNT162b2 and mRNA-1273) in U.S. Medicare beneficiaries aged 65 years and older. Adjusted incidence rate ratio (IRRs) and 95% confidence intervals (CIs) were estimated following primary series doses for acute myocardial infarction (AMI), pulmonary embolism (PE), immune thrombocytopenia (ITP), disseminated intravascular coagulation (DIC); and following booster doses for AMI, PE, ITP, Bells Palsy (BP) and Myocarditis/Pericarditis (Myo/Peri). Results Among 3,360,981 individuals who received 6,388,542 primary series doses and 6,156,100 individuals with monovalent booster doses of either BNT162b2 or mRNA-1273, AE counts were: AMI (3,653 primary series, 16,042 booster), inpatient PE (2,470 primary, 5,085 booster), ITP (1,085 primary, 88 booster), DIC (254 primary), BP (3,268 booster), and Myo/Peri (1,295 booster). The IRR for inpatient PE cases following BNT162b2 primary series and booster was 1.19 (95% CI: 1.03 to 1.38) and 0.86 (95% CI: 0.78 to 0.95), respectively; and for mRNA-1273 primary series and booster, 1.15 (95% CI: 0.94 to 1.41) and 0.87 (95% CI: 0.79 to 0.96), respectively. The IRR for BP following BNT162b2 and mRNA-1273 booster was 1.17 (95% CI: 1.06 to 1.29) and 1.16 (95% CI: 1.05 to 1.29), respectively. Conclusion In these two studies of the U.S. elderly we did not find an increased risk for AMI, ITP, DIC, and Myo/Peri; the results were not consistent for PE; and there was a small elevated risk of BP after exposure to COVID-19 mRNA vaccines. These results support the favorable safety profile of COVID-19 mRNA vaccines administered in the elderly.