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The aim of this study was to investigate the effect of coronavirus disease 2019 (COVID‐19) vaccination on semen parameters through systematic review and meta‐analysis. PubMed, EMBASE, Web of Science, and Cochrane Library were comprehensively searched by June 2022. Studies were considered eligible if they compared semen parameters before and after COVID‐19 vaccination or between vaccinated and unvaccinated men, with no restrictions on vaccine types or doses. The effect size was calculated as mean difference (MD) with 95% confidence interval (CI) using a random‐effects model. Subgroup and sensitivity analyses were conducted to assess the sources of heterogeneity measured by the I2 statistic, with publication bias evaluated by Egger's test. Twelve cohort studies involving 914 participants fulfilled the inclusion criteria. In a comparison of vaccinated versus unvaccinated group, the pooled data revealed no significant differences in semen volume (MD = 0.18 ml, 95% CI −0.02 to 0.38), sperm concentration (MD = 1.16 million/ml, 95% CI −1.34 to 3.66), total sperm motility (MD = −0.14%, 95% CI −2.84 to 2.56), progressive sperm motility (MD = −1.06%, 95% CI −2.88 to 0.77), total sperm count (MD = 5.92 million, 95% CI −10.22 to 22.05), total motile sperm count (MD = 2.18 million, 95% CI −1.28 to 5.63), total progressively motile sperm count (MD = −3.87 million, 95% CI −13.16 to 5.43), and sperm morphology (MD = 0.07%, 95% CI −0.84 to 0.97). The results also remained similar across messenger ribonucleic acid, viral‐vector, and inactivated COVID‐19 vaccines. Sensitivity analysis identified two individual studies that contributed to heterogeneity, while the effect size was not materially altered. No obvious publication bias was detected among included studies. Our finding suggested that COVID‐19 vaccination had no detrimental impact on semen quality, which could be potentially helpful to reduce male vaccine hesitancy and increase vaccination coverage. [ABSTRACT FROM AUTHOR]