Theodore Caputi

Theodore Caputi

Job Market Candidate

Research Fields

Health Economics, Public Economics

Contact Information

Phone (267) 312-8471
Email Address tcaputi@mit.edu

Job Market Paper

Patients Adapt: The Mitigated Impact of Retail Pharmacy Closures

Retail pharmacies are the most frequently visited healthcare provider in the United States. They dispense over 150 billion daily doses of prescription medication to Americans each year and offer an array of basic health services to the public. However, the number of retail pharmacies has declined significantly in recent years, with even more pharmacies scheduled to close in the near future. The surge of recent pharmacy closures has raised significant concern about pharmacy access, though there is little evidence on the effects of pharmacy access. This study aims to fill that gap. Using a stacked difference-in-difference approach, I find that patients decrease their prescription drug use following their primary pharmacy's closure, but only by less than two percent. Instead, patients strongly and rapidly adapt by using mail-order pharmacies and switching from 1-month prescriptions to 3-month prescriptions. There is little evidence that primary pharmacy closure significantly impacts downstream healthcare utilization.


Working Papers

Sedation and Selection: Restricting Antipsychotics in Nursing Homes

Antipsychotics have been a major source of policy debate in nursing home care since the 1980s. On one hand, antipsychotics are generally considered medically inappropriate for elderly populations as they increase the risk of cerebrovascular mortality. On the other hand, antipsychotics make caring for elderly patients easier. Use in nursing homes is common; 30-40% of long-stay nursing home patients receive antipsychotics. In this project, I study the effects of a federal policy intended to reduce antipsychotic prescribing in nursing homes on patient health and nursing home strategy. Antipsychotic prescribing in nursing homes decreases, but this reduction appears to be driven by change in patient mix.

Recreational Marijuana Dispensaries and Fatal Car Crashes

Car crashes are a leading cause of death among younger Americans and have become a central concern in the US marijuana policy debate. I construct a novel dataset of marijuana dispensary openings, which I use to present new evidence on the effect of marijuana on traffic fatalities. My intra-state differences-in-differences approach both increases power relative to past analyses and eliminates the potential of time-varying state-level confounding. I find that marijuana dispensary openings increase the rate of fatal car crashes by approximately 5.7%. I use a series of tests to discern between two plausible mechanisms – increased traffic and increased impairment – and ultimately find that the effect is primarily driven by impairment.


Publications

Dying or Lying? For-Profit Hospices and End-of-Life Care

(with Jonathan Gruber, David H. Howard, and Jetson Leder-Luis)
American Economic Review, 2025, 115 (1): 263-294.

The Medicare hospice program is intended to provide palliative care to terminal patients, but patients with long stays in hospice are highly profitable, motivating concerns about overuse among the Alzheimer's and Dementia (ADRD) population in the rapidly growing for-profit sector. We provide the first causal estimates of the effect of for-profit hospice on patient spending using the entry of for-profit hospices over 20 years. We find hospice has saved money for Medicare by offsetting other expensive care among ADRD patients. As a result, policies limiting hospice use including revenue caps and antifraud lawsuits are distortionary and deter potentially cost-saving admissions.

The Need for Federal Regulation of Marijuana Marketing

(with John W. Ayers and Eric C. Leas)
JAMA, 2019, 321 (22): 2163.

*Suicide Risk Behaviors Among Sexual Minority Adolescents in the United States, 2015

(with D. Smith and John W. Ayers)
JAMA, 2017, 318 (23): 2349.


*The Use of Academic Research in Medical Cannabis Marketing: A Qualitative and Quantitative Review of Company Websites

Journal of Studies on Alcohol and Drugs, 2022, 83 (1): 5-17.

*Re: Observed Impact of Long-Term Consumption of Oral Cannabidiol on Liver Function in Healthy Adults and a Recent Announcement of a New Cannabidiol Safety Study

Cannabis and Cannabinoid Research, 2022, 7 (6): 896-897.

Characterizing Help-Seeking Searches for Substance Use Treatment From Google Trends and Assessing Their Use for Infoveillance: Longitudinal Descriptive and Validation Statistical Analysis

(with Tara Patton, Daniela Abramovitz, Davey Johnson, Eric Leas, Alicia Nobles, John Ayers, Steffanie Strathdee, and Annick Bórquez)
Journal of Medical Internet Research, 2022, 24 (12): e41527.

*What cannabis can learn from Covid: Hydroxychloroquine research suggests the next step for medical cannabis research

International Journal of Drug Policy, 2021, 93: 103133.

Proportion of U.S. Clinics Offering LGBT-Tailored Mental Health Services Decreased Over Time: A Panel Study of the National Mental Health Services Survey

(with Daniel Chen, Ryan J. Watson, and Chelsea L. Shover)
Annals of LGBTQ Public and Population Health, 2021, 2 (3): 174-184.

Monitoring HIV testing and pre-exposure prophylaxis information seeking by combining digital and traditional data

(with Davey C. Johnson, Alicia L. Nobles, Molin Liu, Eric C. Leas, Steffanie A. Strathdee, Davey M. Smith, and John W. Ayers)
BMC Infectious Diseases, 2021, 21 (1).

Impact of the Medicare Shared Savings Program on utilization of mental health and substance use services by eligibility and race/ethnicity

(with Andreea Acevedo, Benjamin O. Mullin, Ana M. Progovac, J. Michael McWilliams, and Benjamin L. Cook)
Health Services Research, 2021, 56 (4): 581-591.

Suicide-Related Internet Searches During the Early Stages of the COVID-19 Pandemic in the US

(with John W. Ayers, Adam Poliak, Davey C. Johnson, Eric C. Leas, Mark Dredze, and Alicia L. Nobles)
JAMA Network Open, 2021, 4 (1): e2034261.

*The Medical Marijuana Industry and the Use of Research as Marketing

American Journal of Public Health, 2020, 110 (2): 174-175.

*Physical and Sexual Violence Among Gay, Lesbian, Bisexual, and Questioning Adolescents

(with Chelsea L. Shover and Ryan J. Watson)
JAMA Pediatrics, 2020, 174 (8): 791.

*Collateral Crises of Gun Preparation and the COVID-19 Pandemic: Infodemiology Study

(with John W. Ayers, Mark Dredze, Nick Suplina, and Sarah Burd-Sharps)
JMIR Public Health and Surveillance, 2020, 6 (2): e19369.

*What Search Data Shows About Americans and Guns During the COVID-19 Crisis

(with Sarah Burd-Sharps, John W. Ayers, Mark Dredze, and Nick Suplina)
Everytown Research, 2020.

*Commentary on Furr‐Holden et al.: Drugs, class, and race—recent developments in the opioid epidemic call for urgent next steps

Addiction, 2020, 116 (3): 684-685.

News coverage of the E-cigarette, or Vaping, product use Associated Lung Injury (EVALI) outbreak and internet searches for vaping cessation

(with Eric C. Leas, Alicia L. Nobles, Mark Dredze, Shu-Hong Zhu, Joanna E. Cohen, and John W. Ayers)
Tobacco Control, 2020, 30 (5): 578-582.

Internet Searches for Unproven COVID-19 Therapies in the United States

(with Molin Liu, Mark Dredze, Aaron S. Kesselheim, and John W. Ayers)
JAMA Internal Medicine, 2020, 180 (8): 1116.

Responses to addiction help-seeking from Alexa, Siri, Google Assistant, Cortana, and Bixby intelligent virtual assistants

(with Alicia L. Nobles, Eric C. Leas, Shu-Hong Zhu, Steffanie A. Strathdee, and John W. Ayers)
npj Digital Medicine, 2020, 3 (1).

*Medical marijuana laws, substance use treatment admissions and the ecological fallacy

Addiction, 2019, 115 (1): 188-189.

*Medical Cannabis Use

Health Affairs, 2019, 38 (5): 874.

*Medical marijuana, not miracle marijuana: some well‐publicized studies about medical marijuana do not pass a reality check

Addiction, 2019, 114 (6): 1128-1129.

*Internet Searches for Sexual Harassment and Assault, Reporting, and Training Since the #MeToo Movement

(with Alicia L. Nobles and John W. Ayers)
JAMA Internal Medicine, 2019, 179 (2): 258.

Trends in Internet Searches for Cannabidiol (CBD) in the United States

(with Eric C. Leas, Alicia L. Nobles, Mark Dredze, Davey M. Smith, and John W. Ayers)
JAMA Network Open, 2019, 2 (10): e1913853.

*Substance Use Among Lesbian, Gay, Bisexual, and Questioning Adolescents in the United States, 2015

(with Laramie R. Smith, Steffanie A. Strathdee, and John W. Ayers)
American Journal of Public Health, 2018, 108 (8): 1031-1034.

*Medical Marijuana Users are More Likely to Use Prescription Drugs Medically and Nonmedically

(with Keith Humphreys)
Journal of Addiction Medicine, 2018, 12 (4): 295-299.

*Sex and orientation identity matter in the substance use behaviors of sexual minority adolescents in the United States

Drug and Alcohol Dependence, 2018, 187: 142-148.

*Online Sales of Marijuana: An Unrecognized Public Health Dilemma

(with Eric C. Leas, Mark Dredze, and John W. Ayers)
American Journal of Preventive Medicine, 2018, 54 (5): 719-721.

*Population-Level Analyses Cannot Tell Us Anything About Individual-Level Marijuana-Opioid Substitution

(with Kevin A. Sabet)
American Journal of Public Health, 2018, 108 (3): e12.

Next generation media monitoring: Global coverage of electronic nicotine delivery systems (electronic cigarettes) on Bing, Google and Twitter, 2013-2018

(with John W. Ayers, Mark Dredze, Eric C. Leas, Jon-Patrick Allem, and Joanna E. Cohen)
PLOS ONE, 2018, 13 (11): e0205822.

Don't quote me: reverse identification of research participants in social media studies

(with John W. Ayers, Camille Nebeker, and Mark Dredze)
npj Digital Medicine, 2018, 1 (1).

*They're heating up: Internet search query trends reveal significant public interest in heat-not-burn tobacco products

(with Eric Leas, Mark Dredze, Joanna E. Cohen, and John W. Ayers)
PLOS ONE, 2017, 12 (10): e0185735.

*Google Searches for Cheap Cigarettes Spike at Tax Increases: Evidence from an Algorithm to Detect Spikes in Time Series Data

Nicotine & Tobacco Research, 2017, 20 (6): 779-783.

*Assessing the Possibility of Leadership Education as Psychosocial-Based Problem Behavior Prevention for Adolescents: A Review of the Literature

Journal of Leadership Education, 2017, 16 (1): 115-132.

*Whether medical marijuana is ever substituted for other substances is not the full story

Drug and Alcohol Review, 2017, 36 (4): E3-E4.

*Response to Comment by Hecht & Miller-Day on Truth and D.A.R.E.: Is D.A.R.E.'s new Keepin it REAL curriculum suitable for American nationwide implementation?

(with A. Thomas McLellan)
Drugs: Education, Prevention and Policy, 2017, 24 (2): 226.

The Charlie Sheen Effect on Rapid In-home Human Immunodeficiency Virus Test Sales

(with Jon-Patrick Allem, Eric C. Leas, Mark Dredze, Benjamin M. Althouse, Seth M. Noar, and John W. Ayers)
Prevention Science, 2017, 18 (5): 541-544.

*Truth and D.A.R.E.: Is D.A.R.E.'s new Keepin it REAL curriculum suitable for American nationwide implementation?

(with A. Thomas McLellan)
Drugs: Education, Prevention and Policy, 2016, 24 (1): 49-57.

*The case for uniform controls in drug policy studies

International Journal of Drug Policy, 2016, 33: 102-104.

*Medicare Recipients' Use Of Medical Marijuana

(with Keith Humphreys)
Health Affairs, 2016, 35 (10): 1936.

*Industry watch: heat-not-burn tobacco products are about to reach their boiling point

Tobacco Control, 2016, 26 (5): 609-610.

*Commentary on New Perspectives on Drug Education/Prevention

(with Kevin A. Sabet)
Journal of Psychoactive Drugs, 2016, 48 (3): 227-229.

*Selling prevention: Using a business framework to analyze the state of prevention and overcome obstacles to expanding substance abuse prevention

The Journal of Global Drug Policy and Practice, 2015.

* Indicates first or sole authored publication