Background It is necessary to evaluate the effects of competency-based training (CBT) model in the clinical training of new nurses, to provide insights to the management of nurses. Methods We searched PubMed, EMBASE, Cochrane Library, Web of Science, China National Knowledge Infrastructure (CNKI), China Science and Technology Journal Database, Wanfang and Weipu Databases for the randomized controlled trials (RCTs) on the application effect of CBT in new nurse training up to December 15, 2021. Two investigators independently screened the literature, extracted the data and evaluated the quality of the literatures. RevMan 5.3 software was used for meta-analysis. Results A total of 7 RCTs involving 639 new nurses were included. Meta-analyses indicated that CBT improved the ability of clinical nursing care [SMD = 1.52, 95%CI (0.13~2.90), P = 0.03], critical thinking and innovation[SMD = 0.69, 95%CI (0.43~0.95), P<0.001], interpersonal communication[SMD = 0.74, 95%CI (0.51~0.97), P<0.001], professional construction and development[SMD = 1.92, 95%CI (1.41~2.42), P<0.001], level of comprehensive knowledge[SMD = 1.20, 95%CI (0.63~1.76), P<0.001] and level of good personal traits[SMD = 1.89, 95%CI (1.27~2.50), P<0.001].The results of Egger regression tests indicated that there were no statistical biases amongst the synthesized outcomes (all P>0.05). Conclusions CBT is beneficial for improving the competency of newly recruited nurses. More RCTs from different population and regions are needed to further elucidate the role of CBT in nurse management. ©: © 2022 Chen et al. This is an open access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
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