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ImportanceThe COVID-19 pandemic has affected clinician health and retention.ObjectiveTo describe trends in burnout from 2019 through 2021 with associated mitigating and aggravating factors.Design, Setting, and ParticipantsCross-sectional surveys were sent to physicians and advanced practice clinicians throughout 120 large US health care organizations between February 2019 and December 2021. From 56 090 surveys, there were 20 627 respondents.ExposuresWork conditions and COVID-19.Main Outcomes and MeasuresSurveys measured time pressure, chaos, work control, teamwork, electronic health record use, values alignment, satisfaction, burnout, intent to leave, and in 2021, feeling valued. Multivariate regressions controlling for gender, race and ethnicity, years in practice, and role determined burnout, satisfaction, and intent-to-leave correlates.ResultsOf the 20 627 respondents (median response rate, 58% [IQR, 34%-86%; difference, 52%]), 67% were physicians, 51% female, and 66% White. Burnout was 45% in 2019, 40% to 45% in early 2020, 50% in late 2020, and 60% in late 2021. Intent to leave increased from 30% in 2019 to more than 40% as job satisfaction decreased. Higher burnout was seen in chaotic workplaces (odds ratio [OR], 1.51; 95% CI, 1.38-1.66; P P P P P P P P Conclusions and RelevanceResults of this survey study show that in 2020 through 2021, burnout and intent to leave gradually increased, rose sharply in late 2021, and varied by chaos, work control, teamwork, and feeling valued. Monitoring these variables could provide mechanisms for worker protection.