Physician Gender and Patient Perceptions of Interpersonal and Technical Skills in Online Reviews
Authors: Farrah Madanay, M. Kate Bundorf, Peter A. Ubel
Journal: JAMA Network Open (2025)

Importance Prior studies have revealed gender differences in workplace assessments of physicians, but little is known about differences by physician gender in patients’ online written reviews. Objective To analyze whether patients’ perceptions of their physicians’ interpersonal manner and technical competence differ by physician gender and practicing specialty and are associated with review star ratings. Design, Setting, and Participants This cross-sectional study sampled written reviews submitted by patients between October 16, 2015, and May 27, 2020, for physicians across the US from a commercial physician rating and review website. Physicians included primary care physicians (PCPs) listed under family medicine, internal medicine, and pediatrics and surgeons listed under general surgery; orthopedic surgery; and cosmetic, plastic, and reconstructive surgery. Hand-coded reviews were used to fine-tune a natural language processing algorithm to classify all reviews for the presence and valence of patients’ comments of physicians’ interpersonal manner and technical competence. Statistical analyses were performed from July 2022 to December 2024. Exposure Female or male physician gender. Main Outcomes and Measures Outcomes included the presence and valence of interpersonal manner and technical competence comments and receipt of high star ratings. Multilevel logistic regressions analyzed differences by female or male physician gender in interpersonal manner and technical competence comments and whether those comments were associated with review star ratings. Results The analysis included 345 053 written reviews of 167 150 physicians (mean [SD] age, 55.16 [11.40] years); 60 060 physicians (35.9%) were female, and 36 132 (21.6%) were surgeons. Female physicians overall had higher odds than males of receiving any (odds ratio [OR], 1.19; 95% CI, 1.16-1.22) or negative (OR, 1.22; 95% CI, 1.18-1.26) patient comments for their interpersonal manner. Among PCPs, females had higher odds than males of receiving a negative comment for interpersonal manner (OR, 1.22; 95% CI, 1.18-1.27) and, when receiving that negative comment, had disproportionately lower odds of receiving a high star rating (OR, 0.62; 95% CI, 0.53-0.73). Female physicians overall (OR, 1.09; 95% CI, 1.05-1.13) and female PCPs (OR, 1.08; 95% CI, 1.04-1.13) had higher odds than their male counterparts of receiving a negative comment for their technical competence. When receiving a negative comment for technical competence, both female PCPs (OR, 0.60; 95% CI, 0.50-0.73) and female surgeons (OR, 0.67; 95% CI, 0.50-0.89) had disproportionately lower odds of receiving a high star rating compared with their male counterparts. Female PCPs also had lower odds than male PCPs of receiving a high star rating when receiving a positive comment for technical competence (OR, 0.82; 95% CI, 0.70-0.96). Conclusions and Relevance In this cross-sectional study of online written reviews, female and male physician gender were differently associated with patients’ perceptions of their physicians’ interpersonal manner and technical competence. The findings suggest that patients harbored negative gender biases about the interpersonal manner of female physicians, especially female PCPs, and also assessed disproportionate penalties related to technical competence for both female PCPs and female surgeons.