Abstract
This cross-sectional study examines the representation of women in authorship and dissemination of analyses of physician compensation.
Introduction
Physician gender pay gaps persist in the US despite an impressive body of research spanning more than 25 years and adjusting for potentially confounding factors, including rank, years in practice, practice type, specialty, parental status, and hours worked.1,2,3,4,5 We hypothesized that women physicians were disproportionately represented as producers and disseminators of pay equity research and were largely unfunded for this work. Men have great power to drive change, given their larger representation within academic medical leadership. If compensation studies are unfunded and if women are more engaged than men in the pay equity issue, these factors may contribute to slow progress in addressing compensation disparities.
Methods
This cross-sectional study was performed on US-based physician compensation studies published from January 1, 2013, to February 22, 2019, in refereed medical journals indexed by PubMed. Because this study did not involve human participants and data were publicly available, the Boston University institutional review board determined that review was not required. This study is reported following the Consolidated Standards of Reporting Trials (CONSORT) reporting guideline.
Search details included text word and Medical Subject Headings searches on salary, research support, pay, compensation, wage, payment, and funding; physicians and faculty; and sex factors, gender, male, female, men, and women. References were reviewed in included studies to identify additional related reports. Studies that did not include physician compensation or gender data or were secondary sources (eg, reviews, perspectives) were excluded.
Unique authors in each category were recorded, as were presence and sources of funding for each compensation study. Journal article citations for the studies were collected from the Scopus database (Elsevier) (eAppendix in the Supplement). We ascertained the gender of most authors from their online profiles using their stated pronouns and/or photographs. For authors for whom this was not possible (2.8% of compensation authors, 3.2% of citation authors, 6.8% of disseminators), data were included if algorithmic assessment (Gender API) of first-name gender probabilities resulted in 1 gender meeting or exceeding 80%.
On February 23, 2019, we captured online dissemination metrics. Every person who tweeted or retweeted a link containing the digital object identifier to each study was recorded. The gender of disseminators with active accounts on Twitter was obtained by the same mechanisms that were used for authors.
We performed χ2 tests for statistical comparisons. P values were considered significant at less than .05. Analyses were performed using R statistical software version 3.4.0 (R Project for Statistical Computing). Data were analyzed from January 11 to February 15, 2020.
Results
We identified 39 physician compensation studies (Table 1). Among 37 unique first authors and last authors, women were listed as the first authors in 22 studies (59.5%), and last authors for 19 studies (51.4%). Among 148 unique middle authors, 82 (55.4%) were women. Among 311 identified articles citing these studies, 200 unique women (64.3%) were identified as first authors, and among 789 unique middle authors for these articles, 446 (56.5%) were women (Table 2). There was an approximately equal balance of last authors of citations, a role often denoting the senior author, including 124 unique women last authors (49.8%) and 125 unique men last authors (50.2%) with men last authors. Among 1435 disseminator tweets identified, 913 tweets (63.6%) were by women (Table 2). When our data were compared with Association of American Medical Colleges data on full-time academic women faculty of clinical departments in 2015,6 which suggest that 40% of full-time academic faculty are women, our data revealed significantly greater proportions of women in total authors (117 women of 209 authors [56.0%]; P < .001), citation authors (716 women of 1264 authors [56.6%]; P < .001), and Twitter disseminators (913 women of 1435 disseminators [63.6%]; P < .001) (Table 2).
Table 1. Included Physician Compensation Studies.
| Source | Journal | Setting | Participants | Type of compensation |
|---|---|---|---|---|
| Dermody et al, 2019 | Laryngoscope | Governmental | Otolaryngologists at Veterans Affairs medical centers | Salarya |
| Guss et al, 2019 | International Journal of Radiation Oncology, Biology, Physics | Academic | Radiation oncology faculty at US public medical schools | Salarya |
| Weng et al, 2019 | JAMA Network Open | Mixed | Radiation oncologists listed in CMS as receiving industry funding | Industry |
| Wingard et al, 2019 | Journal of the National Medical Association | Academic | Faculty at one academic health center | Salarya |
| Apaydin et al, 2018 | Journal of General Internal Medicine | Mixed | Mixed specialty physicians | Income |
| Holliday et al, 2018 | Journal of Bone and Joint Surgery, American volume | Mixed | Orthopedic surgeons who submitted Medicare claims | Medicare reimbursement |
| Hoops et al, 2018 | Annals of Surgery | Academic | Surgical faculty at 1 institution | Salarya |
| Morris et al, 2018 | Annals of Surgery | Academic | Surgeons within 1 department | Salarya |
| Muffly et al, 2018 | Obstetrics & Gynecology | Mixed | Obstetricians and gynecologists in the US listed in CMS as receiving industry funding | Industry |
| Rao et al, 2018 | JAMA Network Open | Academic | Faculty at 1 medical school | Salarya |
| Read et al, 2018 | Annals of Internal Medicine | Mixed | Internal medicine society physician members | Income |
| Tringale and Hattangadi-Gluth, 2018 | JAMA Internal Medicine | Mixed | Mixed specialty physicians listed in CMS as receiving industry funding | Industry |
| Trotman et al, 2018 | Open Forum Infectious Diseases | Mixed | Infectious disease society members | Income |
| Weiss et al, 2018 | American Journal of Surgery | Mixed | Mixed specialty physicians | Industry |
| Eloy et al, 2017 | JAMA Otolaryngology–Head & Neck Surgery | Academic | Academic otolaryngologists listed in CMS as receiving industry funding | Industry |
| Kapoor et al, 2017 | American Journal of Roentgenology | Academic | Faculty at US public medical schools | Salarya |
| Madsen et al, 2017 | Academic Emergency Medicine | Academic | US academic emergency departments | Salarya |
| Nguyen et al, 2017 | Journal of the American Dental Association | Mixed | Mixed specialty physicians | Income |
| Reddy et al, 2017 | JAMA Ophthalmology | Mixed | Ophthalmologists who submitted Medicare claims | Medicare reimbursement |
| Rosenthal and Sabuco, 2017 | Psychosomatics | Mixed | Psychosomatic medicine society members | Salarya |
| Amoli et al, 2016 | Clinical Orthopaedics and Related Research | Mixed | North American pediatric orthopedic society members | Salarya |
| Bandari et al, 2016 | Urology Practice | Mixed | Urologists listed in CMS as receiving industry funding | Industry |
| Desai et al, 2016 | Postgraduate Medical Journal | Mixed | Mixed specialty physicians who submitted Medicare claims | Medicare reimbursement |
| Freund et al, 2016 | Academic Medicine | Academic | Mixed specialty physicians at US public medical schools | Salarya |
| Jagsi et al, 2016 | Journal of the American College of Cardiology | Mixed | Cardiologists | Salarya |
| Jena et al, 2016 | JAMA Internal Medicine | Academic | Mixed specialty physicians at US public medical schools | Salarya |
| Ly et al, 2016 | The BMJ | Mixed | Mixed specialty physicians | Income |
| Raj et al, 2016 | Academic Medicine | Academic | Faculty at US public medical schools | NIH grant funding |
| Reddy et al, 2016 | JAMA Ophthalmology | Mixed | Ophthalmologists listed in CMS as receiving industry funding | Industry |
| Spencer et al, 2016 | Journal of Urology | Mixed | Urological society US members | Salarya |
| Baird et al, 2015 | Anesthesiology | Mixed | Anesthesia society members | Salarya |
| Manahan et al, 2015 | Annals of Surgical Oncology | Mixed | Breast surgery society members | Salarya |
| Rose et al, 2015 | PLoS One | Mixed | Mixed specialty physicians | Industry |
| Weaver et al, 2015 | Journal of Hospital Medicine | Academic | US hospitalists | Income |
| Wilett et al, 2015 | American Journal of Medicine | Academic | US internal medicine program director society members | Salarya |
| Svider et al, 2014 | Journal of Surgical Education | Academic | Principal investigators within ophthalmology departments | NIH grant funding |
| Eloy et al, 2013 | Otolaryngology–Head and Neck Surgery | Academic | Principal investigators within otolaryngology departments | NIH grant funding |
| Jagsi et al, 2013 | Academic Medicine | Academic | Mixed specialty physician recipients of NIH K awards | Salarya |
| Seabury et al, 2013 | JAMA Internal Medicine | Mixed | Current Population Survey data on physicians | Income |
Abbreviations: CMS, Center for Medicare & Medicaid Services; NIH, National Institutes of Health.
May include other contracted work–related compensation, such as bonuses and fee-for-service incentives.
Table 2. Representation of Women as Compensation Study Authors, Authors of Articles Citing Compensation Studies, and Disseminators.
| Category | Total, No. | No. (%) | P valuea | |
|---|---|---|---|---|
| Women | Men | |||
| Unique physician compensation study authors | ||||
| Totalb | 209 | 117 (56.0) | 92 (44.0) | <.001 |
| First | 37 | 22 (59.5) | 15 (40.5) | |
| Middle | 148 | 82 (55.4) | 66 (45.0) | |
| Last | 37 | 19 (51.4) | 18 (48.6) | |
| Unique citation authors | ||||
| Totalb | 1264 | 716 (56.6) | 548 (43.4) | <.001 |
| First | 311 | 200 (64.3) | 111 (35.7) | |
| Middle | 789 | 446 (56.5) | 343 (43.5) | |
| Last | 249 | 124 (49.8) | 125 (50.2) | |
| Unique Twitter disseminators | 1435 | 913 (63.6) | 522 (36.4) | <.001 |
P values indicate comparisons made to numbers of full-time academic faculty members within clinical science departments based on 2015 Association of American Medical Colleges data.
Total indicates number of authors after duplicate authors were removed.
Of 39 reports analyzed in this study, 23 (59.0%) reported no funding or no relevant funding. There were 2 instances (8.7%) of medical society support, 4 instances (17.4%) of institutional, and 1 instance (4.3%) each of regional, foundational, and organizational support; 1 instance (4.3%) was uncategorized, and 10 reports (43.5%) cited national grants, although it was not clear for some of these whether the grants supported this work or other work performed by the authors.
Discussion
These findings suggest that women are significantly overrepresented as producers and disseminators of compensation studies that include gender data. Furthermore, most of this area of research is unfunded. These findings are important because women may be more engaged and knowledgeable about pay disparities, while men are disproportionately represented in leadership roles and better positioned to fix disparities. If women are primarily producing this mostly unfunded research, a cycle can develop in which women lose additional income (eg, clinical revenue) and do not receive appropriate academic credit for promotions (eg, grant funding). This study is limited by the accuracy of online gender information and to those studies found in our search.
In conclusion, there is an opportunity for men to more actively participate as producers and disseminators of compensation research. Future grant funding organizations should make these studies a priority.
eAppendix. Included Studies
References
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Associated Data
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Supplementary Materials
eAppendix. Included Studies
