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According to the Association of American Medical Colleges, there are thirteen core Entrustable Professional Activities (EPAs) that medical graduates should be able to perform in their first day of residency, without direct supervision. In Argentina EPAs are not clearly defined. Moreover, there is no local data about the need of supervision regarding these activities. The aim of this study was to assess residents' and teaching physicians' estimations about the level of supervision that physicians in their first month of residency needed in order to perform EPAs. A cross-section study was conducted. First-year medical residents and teaching physicians were included. Electronic or paper surveys were sent, asking the level of supervision the participants estimated that residents needed to perform the 13 core EPAs, during their first month of residency. Participation was voluntary and anonymous. There were significant differences between the opinion of residents (n = 71) and teaching physicians (n = 39), for 11 out of 13 EPAs. More than half of the teaching physicians considered that residents needed direct supervision when performing EPAs, except for asking clinical questions and looking for evidence. Most residents thought that they required direct supervision in 6 EPAs. In conclusion, medical residents perceived the need of lower levels of supervision when compared to teaching physicians, who considered that medical graduates were not capable of performing most EPAs without direct supervision upon entering residency. Thus, it would be important to improve the procedures to evaluate the competences of medical graduates in order to establish more accurate supervision levels.