Key PointsQuestion
Were state COVID-19 vaccine mandates for US health care workers (HCWs) associated with increased vaccine uptake in this population in 2021?
Findings
In this cross-sectional study of 31 142 HCWs sampled across the US, state COVID-19 vaccine mandates for HCWs were associated with increases in the proportions of ever vaccinated HCWs and those who completed or intended to complete the vaccination series 2 weeks after mandate announcement relative to baseline proportions of 88% and 86%, respectively.
Meaning
These findings suggest that state COVID-19 vaccine mandates were associated with increased vaccine uptake among HCWs in 2021.
Importance
Seventeen states introduced COVID-19 vaccine mandates for health care workers (HCWs) in mid-2021. Prior research on the effect of these mandates was centered on the nursing home sector, and more evidence is needed for their effect on the entire HCW population.
Objective
To examine the association between state COVID-19 vaccine mandates for HCWs and vaccine uptake in this population.
Design, Setting, and Participants
This repeated cross-sectional study included biweekly, individual-level data for adults aged 25 to 64 years who were working or volunteering in health care settings obtained from the Household Pulse Survey between May 26 and October 11, 2021. Analyses were conducted between November 2022 and October 2023.
Exposure
Announcement of a state COVID-19 vaccine mandate for HCWs.
Main Outcomes and Measures
An indicator for whether a sampled HCW ever received a COVID-19 vaccine and an indicator for whether an HCW completed or intended to complete the primary COVID-19 vaccination series. Event study analyses using staggered difference-in-differences methods compared vaccine uptake among HCWs in mandate and nonmandate states before and after each mandate announcement. The sample was further stratified by the availability of regular COVID-19 testing in place of a vaccination (ie, a test-out option) and by the ages of HCWs (25-49 or 50-64 years) to examine heterogeneous associations.
Results
The study sample included 31 142 HCWs (mean [SD] age, 45.5 [10.6] years; 72.1% female) from 45 states, 16 of which introduced COVID-19 vaccine mandates for HCWs. Results indicated a mandate-associated 3.46–percentage point (pp) (95% CI, 0.29-6.63 pp; P = .03) increase in the proportion of HCWs ever vaccinated against COVID-19 and a 3.64-pp (95% CI, 0.72-6.57 pp; P = .02) increase in the proportion that completed or intended to complete the primary vaccination series 2 weeks after mandate announcement from baseline proportions of 87.98% and 86.12%, respectively. In the stratified analyses, positive associations were only detected in mandate states with no test-out option and among HCWs aged 25 to 49 years, which suggested vaccination increases of 3.32% to 7.09% compared with baseline proportions.
Conclusions and Relevance
This repeated cross-sectional study found that state COVID-19 vaccine mandates for HCWs were associated with increased vaccine uptake among HCWs, especially among younger HCWs and those in states with no test-out option. These findings suggest the potential for vaccine mandates to further promote vaccinations in an already highly vaccinated HCW population, especially when no test-out option is in place.
Since their debut in 1796, vaccines have played a pivotal role in controlling lethal epidemics, such as smallpox, cholera, and bubonic plague.1 Yet, the decision to vaccinate relies not only on the efficacy of vaccines but also on complex factors involving personal experience, religious beliefs, and societal attitudes,2 ultimately driving the need for policy interventions to support widespread immunization. Among them, vaccine mandates, first introduced to combat smallpox outbreaks in the early 19th century,3 have remained a critical public health strategy, especially within the sensitive environment of health care settings.
Before the COVID-19 pandemic, more than 20 states in the US had introduced influenza vaccine requirements for health care workers (HCWs) in long-term care and/or hospital settings, and more than a dozen adopted similar requirements for hepatitis B and measles, mumps, and rubella immunization.4 These practices laid groundwork for similar interventions during the COVID-19 pandemic. In mid-2021, in response to the increasing number of new cases of the Delta variant, 17 states introduced COVID-19 vaccine mandates for HCWs in multiple settings (eg, hospitals, ambulatory care facilities, and nursing homes) after measures of social distancing, mask mandates, and vaccination incentives had been applied for the general population (eTable 1 in Supplement 1). Mississippi first announced a nursing home employee mandate on June 14, 2021, followed by California and New York with mandates for all HCWs in late July and then 14 other states in August. All these mandates were implemented with medical and/or religious exemptions. Six mandate states also allowed for regular COVID-19 testing in place of vaccination (ie, a test-out option). At the federal level, in accordance with the Biden Administration’s COVID-19 response plan, the Centers for Medicare & Medicaid Services (CMS) announced its intention to mandate COVID-19 vaccination for employees of nursing homes receiving federal funding on August 18, 2021,5 and then restated its intention of mandating staff vaccination in all funded health care facilities on September 9, 2021,6 with the final rule on implementation details officially released on November 4, 2021.7
Intensive debate ensued concerning health care ethics, personal autonomy, and public welfare tradeoffs.8-10 Divergent attitudes were also found among HCWs, with acceptance rates for vaccine mandates varying from 35% to 92% depending on different sampled cohorts.11 These findings warrant more empirical evidence on the effect of these vaccine mandates. To our knowledge, however, among the published research analyzing the impact of COVID-19 vaccine mandates in the US, only 2 studies focused on HCW mandates (specifically, nursing home worker mandates),12,13 with another 3 examining non-HCW mandates for municipal employees14 or college students15 or vaccination requirements for entering public venues (vaccine passports).16 As far as we are aware, a study on the effect of COVID-19 vaccine mandates on the entire HCW population has yet to be conducted. In this repeated cross-sectional study, we added to the current literature by using nationally representative data from the Household Pulse Survey (HPS) to explore the association between state COVID-19 vaccine mandates for HCWs and changes in vaccine uptake in this population. We further explored whether the association differed by the stringency of mandates (ie, availability of a test-out option) and the ages of HCWs.
Of the 17 states that introduced COVID-19 vaccine mandates for HCWs in mid-2021, we included 16 states in the mandate group (California, Colorado, Connecticut, Delaware, Illinois, Maine, Maryland, Massachusetts, New Jersey, New Mexico, New York, Oregon, Pennsylvania, Rhode Island, Washington, and Washington, DC) and excluded Mississippi, as its mandate was announced more than a month earlier than other states and was only in effect until September 30, 2021. We also excluded 5 states with HCW mandates that were rescinded shortly after enactment or with other mandates that may have affected HCWs and included 29 states in the control group (Alabama, Alaska, Arizona, Arkansas, Florida, Georgia, Indiana, Iowa, Kansas, Louisiana, Michigan, Missouri, Montana, Nebraska, New Hampshire, North Carolina, North Dakota, Ohio, Oklahoma, South Carolina, South Dakota, Tennessee, Texas, Utah, Vermont, Virginia, West Virginia, Wisconsin, and Wyoming) (details in eAppendix 1 in Supplement 1). The Tulane University institutional review board exempted the study from approval and informed consent because only publicly available, deidentified data were used. We followed the Strengthening the Reporting of Observational Studies in Epidemiology () reporting guideline for time-dependent estimates in cross-sectional analyses. We obtained biweekly, individual-level data from the HPS, initiated by the US Census Bureau in April 2020 to collect information on how individuals and households have been affected by critical social and economic matters since the COVID-19 pandemic.17 Although the HPS is an experimental data product,18 it provides valuable data with a rapid turnaround time17 and has facilitated multiple studies on policy evaluation and other topics.19-21 We restricted the sample to working-age adults between 25 and 64 years of age who were working or volunteering in health care settings based on response to the question, “Since January 1, 2021, which best describes the primary location/setting where you worked or volunteered outside your home?” Following prior research on vaccine mandates,13,14 we considered the timing of the mandate announcement as the start of the intervention, as HCWs were required to complete the requisite vaccine doses before the mandate’s enforcement date. The study window encompassed survey weeks 31 to 39, from May 26 (2 months before the earliest mandate announcement in states with mandates) to October 11, 2021. We excluded later survey waves as they extended into release of the nationwide HCW mandate by the CMS on November 4, 2021, which may have contaminated our results for state HCW mandates. A survey week spanned 2 calendar weeks. The studied mandates were announced during survey weeks 34 to 36.
We generated 2 binary outcome variables: COVID-19 vaccine uptake status and COVID-19 vaccine primary series completion status. The former was based on the survey question “Have you received a COVID-19 vaccine?” The latter was based on the question “Did you receive (or do you plan to receive) all required doses?” The analysis also controlled for self-reported individual characteristics, including sex, age, race (Black, White, and other [included Asian, multiracial, and any other race, which were combined into a single category because of small sample sizes]), ethnicity (Hispanic, non-Hispanic), marital status, educational attainment, and income levels, and the lagged intensity of the COVID-19 pandemic (measured by COVID-19 death counts in each state within the 2 weeks before each survey week divided by the state’s population in 2021). Race and ethnicity were included as covariates to account for heterogeneous vaccination behaviors and access to health care resources based on race and ethnicity.
We used difference-in-differences (DID) event study models to explore the dynamic policy impact in periods prior to and following the announcement of state COVID-19 vaccine mandates for HCWs. The validity of the DID design depended on whether states with and without mandates would have trended similarly in the absence of mandate enactment (ie, the parallel-trends assumption). While this assumption is not directly testable, our event study model provided lead estimates relative to the baseline period that could be used to assess divergent preperiod trends and lag estimates that illustrated the policy impact in each period after mandate announcement.
Specifically, we used a staggered DID method proposed by Sun and Abraham22 that was built on the event study design. Compared with the conventional 2-way fixed effects (TWFE) model, this method accommodates staggered policy adoptions and impact of heterogeneous treatment across treated units, which was appropriate in our study given the timing of mandate enactment and the potential for state vaccination rate trajectories to differ with time since mandate announcement. An in-depth description is available in eAppendix 2 in Supplement 1, where we also provided results obtained using the TWFE estimator and another staggered DID estimator proposed by Callaway and Sant’Anna23 as a robustness test for different estimation methods. We also incorporated individual-level survey weights, which denote the inverse probability of sampling an individual into the HPS, in our analysis and clustered SEs at the state level to account for serial correlation in vaccine uptake within a state over time. Analyses were conducted using Stata, version 16 (StataCorp LLC). Statistical tests were 2-sided, with P < .05 considered statistically significant. Analyses were conducted between November 2022 and October 2023.
The sample included 31 142 HCWs (mean [SD] age, 45.5 [10.6] years; 24 294 [72.1%] female; 6848 [27.9%] male). A total of 2927 (15.3%) were Black, 24 951 (71.7%) were White, and 3264 (13.0%) were other race; 2555 (12.8%) were Hispanic, and 28 587 (87.2%) were non-Hispanic. Of the total HCWs, 12 431 (43.4%) were from mandate states, and 18 711 (56.6%) were from nonmandate states (Table). Compared with HCWs in control states, HCWs in states with mandates were more likely to be Hispanic (1326 [15.8%] vs 1229 [10.5%]) and college graduates (8262 [50.5%] vs 11 881 [47.4%]) and to have an annual household income of $100 000 or more (5353 [35.4%] vs 7086 [29.9%]); they were less likely to be married (7379 [58.3%] vs 11 918 [62.6%]), Black (1210 [14.3%] vs 1717 [16.1%]), or White (9401 [66.5%] vs 15 550 [75.7%]). A large proportion of sampled HCWs had been vaccinated in the premandate period (12 172 [84.2%]), with a higher proportion of HCWs in mandate states (5147 [87.5%]) reporting premandate vaccination than HCWs in control states (7025 [81.6%]).
Figure 1 displays event study estimates of the change in the vaccinated proportion of HCWs in mandate states compared with nonmandate states in each period before and after mandate announcement (additional details in eAppendix 3 in Supplement 1). The survey week immediately prior to the mandate announcement was used as the baseline to facilitate easy comparisons between the postmandate period and the rest of the premandate period. In the postmandate period, statistically significant increases in vaccine uptake were found 2 weeks after mandate announcement, but these dissipated in the following periods. Specifically, the mandates were associated with an increase of 3.46 percentage points (pp) (95% CI, 0.29-6.63 pp; P = .03) in the proportion of HCWs ever vaccinated against COVID-19 in mandate states compared with nonmandate states 2 weeks after mandate announcement, representing a 3.93% increase relative to a baseline proportion of 87.98%. A slightly larger increase (3.64 pp; 95% CI, 0.72-6.57 pp; P = .02) was found for the proportion of HCWs who completed or intended to complete the primary vaccine series in the same period, representing a 4.23% increase relative to a baseline proportion of 86.12%. Estimates unadjusted for covariates and by Callaway and Sant’Anna23 and TWFE estimators revealed similar findings (eFigures 1-4 and eTables 2 and 3 in Supplement 1).
In the analyses stratified by mandate stringency, we found no statistically significant associations between mandates and vaccine uptake in states with a test-out option (Figure 2A). Regarding states with no test-out option, results revealed a 2.90-pp (95% CI, 0.32-5.49 pp; P = .03) increase in the proportion of HCWs ever vaccinated against COVID-19 in week 0 and week 1 and a 3.77-pp (95% CI, 0.82-6.71 pp; P = .01) increase in week 2 and week 3 after mandate announcement (Figure 2B). Relative to a baseline proportion of 87.35%, these represented increases of 3.32% and 4.31%, respectively. Associations were also observed for the proportion of HCWs who completed or intended to complete the primary series, with an increase of 3.38 pp (95% CI, 1.10-5.67 pp; P = .005), or 3.97% relative to the baseline proportion (85.09%), in week 0 and week 1 and an increase of 4.26 pp (95% CI, 1.79-6.73 pp; P = .001), or 5.01% relative to the baseline, in week 2 and week 3 after mandate announcement. Results by Callaway and Sant’Anna23 and TWFE estimators were generally consistent (eFigures 5-8 and eTables 4 and 5 in Supplement 1). In addition, as the scope of mandates may have varied across states, we also conducted a robustness check by excluding states with mandates only for long-term care facilities, hospitals, and/or state health care facilities. Findings were similar for the remaining states with broad mandate scope (eFigures 9 and 10 and eTable 6 in Supplement 1) compared with the main results. Further, in the stratified analysis using the new sample, positive associations were again only detected in mandate states with no test-out option (eFigures 11-14 and eTables 7 and 8 in Supplement 1).
In the analyses stratified by HCW age, the vaccinated proportion of younger HCWs (aged 25-49 years) in mandate states increased substantially after mandate announcement compared with HCWs in nonmandate states (Figure 3A). Specifically, the mandates were associated with a 4.84-pp (95% CI, 2.26-7.41 pp; P < .001) increase in the proportion ever vaccinated against COVID-19 in week 0 and week 1 and a 5.97-pp (95% CI, 2.37-9.57 pp; P = .002) increase in week 2 and week 3 after mandate announcement, representing increases of 5.74% and 7.09%, respectively, relative to a baseline proportion of 84.26%. A smaller increase was observed for the proportion of HCWs that completed or intended to complete the primary series: 3.72 pp (95% CI, 1.02-6.43 pp; P = .01) in week 0 and week 1 and 4.86 pp (95% CI, 1.61-8.10 pp; P = .004) in week 2 and week 3 after mandate announcement. Relative to a baseline proportion of 83.98%, these correspond to increases of 4.43% and 5.78%, respectively. The estimates using the sample of older HCWs (aged 50-64 years) were either not significant or inconclusive due to violations of the parallel trends assumption (Figure 3B). Estimates using the Callaway and Sant’Anna23 and TWFE estimators revealed similar findings (eFigures 15-18 and eTables 9 and 10 in Supplement 1).
While a populationwide vaccine mandate could pose substantial ethical and political challenges, mandating COVID-19 vaccination for HCWs may be justified given its precedent in previous pandemics and the nature of the health care professions.24,25 In mid-2021, vaccine mandates were initiated after incentive-based strategies had been implemented; of the 16 studied states with mandates, 11 had implemented statewide COVID-19 vaccine lotteries, while the rest (Connecticut, New Jersey, Pennsylvania, Rhode Island, and Washington, DC) had other forms of vaccination incentive programs. After the US Supreme Court legally upheld the CMS COVID-19 vaccine mandate for HCWs in early 2022,26 nonmandate states started to follow suit. Some states even mandated booster shots for HCWs.27 Although these mandates have now been lifted following the decline of the COVID-19 pandemic, they serve as valuable examples of the potential effectiveness of immunization efforts for future pandemics.
Adding to the limited evidence on the impact of COVID-19 vaccine mandates in the US, this repeated cross-sectional analysis found that state mandates for HCWs introduced in mid-2021 were associated with a 2.90- to 5.97-pp increase in proportions of vaccinated HCWs from baseline proportions ranging from 83.98% to 87.98%. The increase was manifested in the first 4 weeks following mandate announcement and dissipated in later periods. Moreover, statistically significant associations were detected only in states with no test-out option and among younger HCWs (aged 25 to 49 years).
Our estimates for the postmandate period revealed the evolving changes in proportions of vaccinated HCWs in mandate states compared with those in nonmandate states relative to the baseline period. As HCWs in nonmandate states may have also experienced employer vaccine mandates prompted by callings from health care associations and the federal government before the CMS nationwide mandate released on November 4, 2021,7 our estimates may be more accurately interpreted as the potential incremental effects of state vaccine mandates compared with possible mandates from other sources. This may also explain why the increases in vaccination uptake started to dissipate in week 4 and week 5 in the postmandate period; this timing coincided with early September 2021, when the CMS restated its intention to mandate COVID-19 vaccination for HCWs in all Medicare- and Medicaid-funded health care facilities,6 which may have prompted more health care facilities in nonmandate states to implement mandates. Media evidence also showed that a number of health systems in nonmandate states required their staff to get vaccinated with deadlines from late September to early December 2021.28
Our results showed rapid effects of COVID-19 vaccine mandates, as also evidenced by prior research on mandates for nursing home workers in the US13 and vaccine passport mandates in Canada and Europe29-31; these studies found that vaccine uptake among specific populations rose immediately in the first few weeks following mandate announcement. Our results also suggest that the mandates had potential to promote both vaccine initiation and primary series completion among a population already broadly vaccinated (83.98%). Additionally, the mandates were associated with greater vaccine uptake among younger HCWs than their older counterparts. Consistent findings were reported from research on employer vaccine mandates for HCWs32 and vaccine passport mandates for the general population.16,31,33
Our study also suggested that a level of stringency may be necessary to ensure the effectiveness of mandates, as positive associations were detected only in mandate states with no test-out option in the stratified analysis. Similarly, Syme et al12 revealed that the vaccinated proportion of nursing home staff in Mississippi remained numerically similar to that in comparison states under a vaccinate-or-test policy. McGarry et al13 studied nursing home worker mandates in the US and found greater increases in vaccine uptake in states with no test-out option. Another study on the COVID-19 vaccine mandate for municipal employees in New York City also showed that the mandate effects became evident only after the previous test-out option was removed.14
This study has several limitations. First, as sampled HCWs were different in each survey wave, the data may contain larger sampling errors than if panel data were available. To address this concern, we controlled for individual-level covariates and survey-week fixed effects in the model and incorporated individual-level survey weights in all analyses. Second, as the HCWs in control states may have also experienced employer vaccine mandates or other mandates in the intervention period, our estimates could be interpreted as the potential incremental effects of state COVID-19 vaccine mandates beyond existing mandates from other organizations. Because of this, our results may serve as a conservative estimate for the association between state COVID-19 vaccine mandates and HCW vaccine uptake. Third, as the terminology for specific health care facilities was not uniform across official documents, the scope of vaccine mandates could have varied by state to different extents. Given this possible heterogeneity, we conducted a robustness check focusing on mandate states only with broad mandate scope. The results suggested findings similar to those using the full sample. Fourth, our vaccine uptake measures were based on self-reported vaccination status from survey respondents and were thus subject to self-report bias.
This repeated cross-sectional study found that state COVID-19 vaccine mandates for HCWs introduced in mid-2021 were associated with an increase of 2.90 to 5.97 pp in the proportion of HCWs ever vaccinated against COVID-19 and an increase of 3.38 to 4.86 pp in the proportion who completed or intended to complete their primary vaccination series in mandate states compared with nonmandate states relative to baseline vaccinated proportions at or above 83.98% in each scenario. Increases were manifested in the first 4 weeks following mandate announcement. In the stratified analyses, positive associations were only detected in states with no test-out option and among younger HCWs. The study demonstrated the potential for vaccine mandates to further promote vaccine uptake among a broadly vaccinated population, especially when a level of mandate stringency is maintained.
Accepted for Publication: April 2, 2024.
Published: August 14, 2024. doi:10.1001/jamanetworkopen.2024.26847
Open Access: This is an open access article distributed under the terms of the CC-BY License. © 2024 Wang Y et al. vlog Open.
Corresponding Author: Charles Stoecker, PhD, Department of Health Policy and Management, Tulane University School of Public Health and Tropical Medicine, 1440 Canal St, New Orleans, LA 70112 (cfstoecker@tulane.edu).
Author Contributions: Ms Wang had full access to all of the data in the study and takes responsibility for the integrity of the data and the accuracy of the data analysis.
Concept and design: All authors.
Acquisition, analysis, or interpretation of data: All authors.
Drafting of the manuscript: Wang.
Critical review of the manuscript for important intellectual content: All authors.
Statistical analysis: Wang, Stoecker, Callison.
Administrative, technical, or material support: Wang, Callison.
Supervision: Stoecker, Callison, Hernandez.
Conflict of Interest Disclosures: None reported.
Data Sharing Statement: See Supplement 2.
1.Schama
S. Foreign Bodies: Pandemics, Vaccines and the Health of Nations. Simon & Schuster; 2023.
2.Biss
E. On Immunity: An Inoculation. Graywolf Press; 2015.
3.Wynia
MK. Mandating vaccination: what counts as a “mandate” in public health and when should they be used? Am J Bioeth. 2007;7(12):2-6. doi:
4.Centers for Disease Control and Prevention. Vaccination laws. Accessed June 8, 2023.
5.Biden-Harris Administration takes additional action to protect America’s nursing home residents from COVID-19. News release. Centers for Medicare & Medicaid Services. August 18, 2021. Accessed June 8, 2023.
6.Biden-Harris Administration to expand vaccination requirements for health care settings. News release.Centers for Medicare & Medicaid Services. September 9, 2021. Accessed June 8, 2023.
7.Biden-Harris Administration issues emergency regulation requiring COVID-19 vaccination for health care workers. News release. Centers for Medicare & Medicaid Services. November 4, 2021. Accessed June 8, 2023.
8.Giubilini
A, Savulescu
J, Pugh
J, Wilkinson
D. ղԱ mandates for healthcare workers beyond COVID-19. J Med Ethics. 2023;49(3):211-220. doi:
9.Parker
M, Bedford
H, Ussher
M, Stead
M. Should COVID vaccination be mandatory for health and care staff? Ѵ. 2021;374:n1903. doi:
10.Abbasi
J, Rubin
R, Suran
M. How the Supreme Court’s COVID-19 vaccine mandate rulings could shape the pandemic’s next phase. Ѵ. 2022;327(8):706-708. doi:
11.Politis
M, Sotiriou
S, Doxani
C, Stefanidis
I, Zintzaras
E, Rachiotis
G. Healthcare workers’ attitudes towards mandatory COVID-19 vaccination: a systematic review and meta-analysis. ղԱs (Basel). 2023;11(4):880. doi:
12.Syme
ML, Gouskova
N, Berry
SD. COVID-19 vaccine uptake among nursing home staff via statewide policy: the Mississippi vaccinate or test out policy. Am J Public Health. 2022;112(5):762-765. doi:
13.McGarry
BE, Gandhi
AD, Syme
M, Berry
SD, White
EM, Grabowski
DC. Association of state COVID-19 vaccine mandates with staff vaccination coverage and staffing shortages in US nursing homes. Ѵ Health Forum. 2022;3(7):e222363. doi:
14.Rubenstein
BL, Amiel
PJ, Ternier
A,
et al. Increases in COVID-19 vaccination among NYC municipal employees after implementation of vaccination requirements. Health Aff (Millwood). 2023;42(3):357-365. doi:
15.Acton
RK, Cao
W, Cook
EE, Imberman
SA, Lovenheim
MF. The effect of vaccine mandates on disease spread: evidence from college COVID-19 mandates. National Bureau of Economic Research working paper 30303. July 2022. Accessed November 15, 2022.
16.Juarez
R, Siegal
N, Maunakea
AK. The effects of COVID-19 vaccine mandates in Hawaii. ղԱs (Basel). 2022;10(5):773. doi:
17.US Census Bureau. Household Pulse Survey: measuring emergent social and economic matters facing US households. Accessed August 15, 2022.
18.US Census Bureau. Experimental data products. Updated June 14, 2023. Accessed March 4, 2024.
19.Sun
A, Parker
PA, Holan
SH. Analysis of household pulse survey public-use microdata via unit-level models for informative sampling. Stats (Basel). 2022;5(1):139-153. doi:
20.Acharya
B, Dhakal
C. Implementation of state vaccine incentive lottery programs and uptake of COVID-19 vaccinations in the United States. Ѵ Netw Open. 2021;4(12):e2138238. doi:
21.Thornburg
B, Kennedy-Hendricks
A, Rosen
JD, Eisenberg
MD. Anxiety and depression symptoms after the Dobbs abortion decision. Ѵ. 2024;331(4):294-301. doi:
22.Sun
L, Abraham
S. Estimating dynamic treatment effects in event studies with heterogeneous treatment effects. J Econom. 2021;225(2):175-199. doi:
23.Callaway
B, Sant’Anna
PHC. Difference-in-differences with multiple time periods. J Econom. 2021;225(2):200-230. doi:
24.Drew
L. Did COVID vaccine mandates work? what the data say. ٳܰ. 2022;607(7917):22-25. doi:
25.Hagan
K, Forman
R, Mossialos
E, Ndebele
P, Hyder
AA, Nasir
K. COVID-19 vaccine mandate for healthcare workers in the United States: a social justice policy. Expert Rev Vaccines. 2022;21(1):37-45. doi:
26.US Supreme Court. Biden v Missouri, 595 US ___ (2022). January 13, 2022. Accessed August 3, 2022.
27.Gooch
K. 5 States requiring boosters for healthcare staff. Becker’s Hospital Review. Updated February 9, 2022. Accessed June 10, 2023.
28.Muoio
D. As CMS’ requirement looms, at least 174 health systems currently mandate vaccination for their workforces. Fierce Healthcare. September 14, 2021. Accessed June 17, 2023.
29.Karaivanov
A, Kim
D, Lu
SE, Shigeoka
H. COVID-19 vaccination mandates and vaccine uptake. Nat Hum Behav. 2022;6(12):1615-1624. doi:
30.Oliu-Barton
M, Pradelski
BSR, Woloszko
N,
et al. The effect of COVID certificates on vaccine uptake, health outcomes, and the economy. Nat Commun. 2022;13(1):3942. doi:
31.Walkowiak
MP, Walkowiak
JB, Walkowiak
D. COVID-19 passport as a factor determining the success of national vaccination campaigns: does it work? the case of Lithuania vs Poland. ղԱs (Basel). 2021;9(12):1498. doi:
32.Lee
JT, Sean Hu
S, Zhou
T,
et al. Employer requirements and COVID-19 vaccination and attitudes among healthcare personnel in the US: findings from National Immunization Survey Adult COVID Module, August-September 2021. ղԱ. 2022;40(51):7476-7482. doi:
33.Mills
MC, Rüttenauer
T. The effect of mandatory COVID-19 certificates on vaccine uptake: synthetic-control modelling of six countries. Lancet Public Health. 2022;7(1):e15-e22. doi: