Job Market Paper
Job Market Paper
Joint Consumption? Transaction Costs as a Determinant in the Relationship between Marijuana and Alcohol
(with Timothy R. Hodge)
Under Review at American Economic Journal: Economic Policy [Link]
Abstract: Economic models often assume the relationship between goods is fixed, identifying goods as either complements or substitutes. We challenge this assumption by formalizing transaction costs as a key determinant of the relationship. Our framework shows that utility-based complements may appear as either complements or substitutes in empirical estimation depending on the frictions faced by consumers. To illustrate this framework, we apply our theoretical framework to an emerging market where prior evidence examining the measured relationship between goods has been mixed: legalized marijuana and alcohol. Using disaggregated retailer spirit alcohol sales data from the state of Washington (2013-2017) and incorporating geographic proximity to marijuana dispensaries as a proxy for transaction costs, we estimate the impact of alcohol sales using a quasi-experimental causal staggered treatment difference-in-differences model. Our estimates reveal spatial heterogeneity: spirit sales increase by 2-6% for all retailers within 0.5 miles of a marijuana dispensary and decrease by 7-10% for those isolated from marijuana dispensaries. These findings support our theoretical framework, help reconcile conflicting evidence from previous studies, and highlight the importance of spatial access in the empirical identification of complementarity or substitution.
Publications
Couch-Locked with the Munchies: Effects of Recreational Marijuana Laws on Exercise and Nutrition
(with Monica Deza, Timothy R. Hodge, and Shooshan Danagoulian)
Journal of Policy Analysis and Management - 2026 [Link] or [Ungated]
Locking Out Prevention: Dental Care in the Midst of a Pandemic
(with Shooshan Danagoulian)
Health Economics - 2022 [Link] or [Ungated]
High School Graduation Rate in the Metro-Detroit Area: What Really Affects Public Secondary Education
Undergraduate Economic Review - 2009 [Link]
Working Papers
The Disproportionate Burden: Health and Economic Outcomes of COVID-19 for Native American Communities
(with Emilia Simeonova, Randall Akee, Stephanie Carroll, and Ninez A. Ponce)
Under Review at American Journal of Public Health - 2025 [Link]
Abstract: Underserved minorities, and in particular American Indians and Alaska Natives (AIAN), experienced elevated mortality during the COVID-19 pandemic. Little is known about the impact of pandemic-related restrictions on their health and economic wellbeing. The California Health Interview Survey (CHIS) is a long-established state representative annual survey that asks various health related questions, surveying over twenty thousand people residing in California. This study uses the CHIS from 2021 to 2023 and an oversample we commissioned on rural AIAN. To our knowledge, this is the first representative study of the rates and correlates of long-COVID across AIAN and other races. In addition to health outcomes, we examine job loss and reduced work hours due to the pandemic.
Stimulus Check Spending among Native Americans during the Onset of the Pandemic
(with Emilia Simeonova and Randall Akee)
Abstract: (pending)
Urgent Care Location Analysis
Reframing for Cities - 2025
Abstract: The increasing popularity of urgent care centers over the last two decades have spurred questions of location and reasoning. Using location data from National Urgent Care Realty, we examine the locations of traditional (UCT) against limited (LTD) urgent care centers. The distinction is important in understanding the ease of access to immediate and on-demand care and patients requiring imaging or panel testing. We use the American Community Survey to control for county and census tract socioeconomic characteristics. We examine the presence and count of UCTs along with LTDs, hospital emergency departments (ED), and health professional shortage areas (HPSA). A two-part hurdle model is used to account for geographic dispersion. UCT presence is increased by the presence of LTDs and ERs. There is evidence that UCTs locate in areas with a singular HPSA, indicating UCTs are filling a role of increased access to care in low access areas. Urban areas and metropolitan counties have a high likelihood of UCT presence as well as the rate of enrollment in private health and Medicaid insurance coverage. Spatial analysis is used to measure neighborhood effects using inverse distance weighting (census tract) and spatial auto-regressive model (county) analysis. UCTs cluster at the county level, primarily around high population areas, but disperse at the census tract level. Insurance coverage has a large influence. UCTs tend to be in the same area as LTDs but are less likely to be present if the surrounding area with increased indirect competition. UCTs avoid areas surrounded by HPSAs.
Air Pollution and Neonatal Health in Michigan: A Public Health Crises
(with Sara Sayeda and Shooshan Danagoulian)
Abstract: Though the adverse impact of air pollution on infant’s health is well documented, little is known about its impact on low-income, medically underserved populations. Focused on Detroit, Michigan, a region with medically underserved populations, this research delves into the specific impact of air pollutants— carbon monoxide (CO), particulate matter 2.5 (PM2.5), and sulfur dioxide (SO2)—within the southern lower peninsula. Leveraging geolocation methodology and extensive datasets, the study reveals consistent negative effects of CO and SO2 on neonatal birth weight, gestational age and NICU admissions, with socioeconomic factors modulating these impacts. Trimester-specific analysis uncovers nuanced patterns, emphasizing the importance of considering each trimester separately. The study also highlights the divergent impact of air pollution on infants based on maternal education levels and its disproportionate effects on infants born to Black mothers. By shedding light on these complexities, the research contributes valuable insights into the multifaceted interplay of environmental and socioeconomic factors influencing infant health in Detroit.
Competitive Analysis amongst the Onset of a Pandemic
Abstract: Urgent care centers are a new and growing form of healthcare that allows for patient convenience, flexibility, and expediency outside the traditional framework of hospitals and physicians. The competitive presence among healthcare providers matters to patients. The onset of the pandemic reveals patient preference when dealing with the intrinsic considerations of preference, safety, and properly matched care. Using SafeGraph foot-traffic Patterns data from January 2019 to June 2020, we analyze the impact of medical providers on weekly patient visits in Michigan’s metropolitan areas, using two indices for market concentration and medical access within two specifically defined geographic markets. Each model also estimates the initial impact of the pandemic on provider visits. Spatial markets are defined by the FTC using a provider-centric approach, where competition depends on proximity and competitive presence within a defined region centered on the provider’s location. Spatial analysis of access to medical care and market concentration of four provider-types (urgent care, hospitals, physicians, and specialists) are used to estimate the influence on visits and stratified analysis of fifteen provider combinations of competitive presence. Our models control for site and area characteristics using either inverse distance weighting to control for spatial effects. All provider-types have inelastic responses to changes in market concentration and medical access. We find urgent care experienced a 21% decline post pandemic onset. Results indicate that hospitals and urgent care have an asymmetric substitution effect between them, and spillover and siphoning effects are present as providers rely on the presence and knowledge of other providers to develop patient volume, seen in the popularity of medical malls. Urgent care providers operating in a competitive area indicates increased visits of all provider-types, greater than other competitive presence. Both patients and providers may benefit from operating in specified medical zones for increased awareness of services available greater ease of transference of patients to other desired provider types.
History and Recent Trends of Urgent Care
Abstract: Urgent care is a rapidly growing field in medical care delivery that is quickly turning into newer forms of convenience care with pricing transparency. Recent history of urgent care centers (UC), trends in the UC and convenient care markets, and recent empirical findings dealing with impacts on access to care, effects to emergency departments, and the future of the UC industry are examined. The market for urgent care spans five decades of a varied history of growth, near collapse, rebranding, and potential over saturation in recent years. Born from the development of emergency medicine practices in the early 1970s, physicians recognized a gap in coverage. UCs offer an added level of convenience and access to care that rivals traditional forms of primary care delivery without the extreme cost and capital requirements on an emergency department. Extended hours and flexibility in scheduling from UCs helped it change the landscape of medical care delivery, ushering in newer forms of care via retail clinics (RC). The landscape of care is quickly changing to match shifting patient preferences for convenience and transparency in pricing. UCs stand in between primary care physicians and RCs in the race to establish brand or service awareness and dominance. UCs are broadening their scope of coverage and role as a medical provider, diminishing the prevalence of medical homes and competing directly with tech companies attempting to penetrate the newly forming convenient care market. Adoption of an integrated electronic medical records system will help develop a congruent medical home and added level of convenience to cater to the newer generations of patients that are spurring this convenience revolution. The future of UCs could be shifted further to a broader range of care in both the physical and telehealth space. RCs and primary care physicians may also move further into adapting a broader range of services with higher levels of immediacy and convenience.
Work In Progress
Changes in Treatment of Care among Native Americans during the Onset of the Pandemic
(with Emilia Simeonova and Randall Akee)
Medical Mobility on and near Tribal Reservations during the Onset of the Pandemic
(with Emilia Simeonova and Randall Akee)
Homegrown Externalities: Cannabis Cultivation and Neighboring Property Prices
(with Timothy R. Hodge and Aditya Patel (Student))
Mental Health and Cognition Outcomes Following Cannabis Legalization [abstract]
(with Alberto Ortega)
Family and Child Eating Habits: Impacts of Cannabis Legalization
(with Joshua Hess and Shooshan Danagoulian)
Economic Impacts of Drug Reclassification Policies
(with Zainab Hans, Alberto Ortega, and Hsing-Fang Hsieh)
Recreational Cannabis Usage among Generations
(with Joshua Hess and Shooshan Danagoulian)
Turning the Page: Assessing the Impacts of Open Educational Resources on Community College Student Outcomes
(with Stacey Brockman, Molly Ledermann, and Amanda Weismann)
Cannabis University: Enrollment and Local Cannabis Retail Sales [abstract]
(with Joshua Hess and Timothy R. Hodge)
Medical Concordance Bias: Differences in Genders between Provider and Patient
Hospital Catchment Modeling based on Price Elasticity and Competitive Presence
(with Walter Ryley)
Risk Assessment of Recreational Marijuana Laws on Long Haul Trucking
(with Walter Ryley)
Presentations
Oral: "Joint Consumption? Transaction Cost as a Determinant in the Relationship between Alcohol and Cannabis."
Midwest Economic Association, Annual Meeting, March 2026, Chicago, IL.
H2D2, University of Michigan, September 2025, Ann Arbor, MI.
Poster: "Differences in Health Related Outcomes Among American Indian / Alaskan Native Populations in California." American Society for Health Economists, Annual Conference, June 2025, Nashville, TN.
Oral: "Urgent Care Location Analysis." Wayne State University Economics Seminar, November 2024, Detroit, MI.
Oral: "Marijuana Munchies or Couch Lock: Effects of Recreational Marijuana Laws on Exercise and Nutrition."
American Society of Health Economists, June 2025, Nashville, TN.
Bowling Green State University, Economics Colloquia, March 20225, Bowling Green, OH.
Western Michigan University, Friday Seminar Series, January 2025, Kalmazoo, MI.
American Economic Association, ASSA Annual Meeting, January 2025, San Francisco, CA.
American Society of Health Economists, June 2024, San Diego, CA.
Federal Drug Administration, Office of Economics and Analysis Brown Bag, April 2024, Silver Spring, MD.
Midwest Economic Association, March 2024, Chicago, IL.
Oral: “Competitive Analysis Amongst Healthcare Providers: Catchment Area Modeling by Firm and Patient Location.”
Southern Economic Association, November 2023, New Orleans, LA.
Western Economic Association International, July 2023, San Diego, CA.
Graduate Research Symposium, March 2023, Wayne State University, Detroit, MI.
Oral: "Locking Out Prevention: Dental Care in the Midst of a Pandemic", H2D2, March 2021, University of Michigan, Ann Arbor, MI.
Oral: “Bitcoin: The good, the bad, and the ugly.”, Birmingham-Bloomfield Coin Club, March 2018, Birmingham, MI.
Media & News
"Marijuana Leads to Munchies and 'Couchlock'" Chicago Booth Review, by Áine Doris with Thomas Wilk, Monica Deza, Timothy Hodge, and Shooshan Danagoulian, January 13, 2025. [Link]
"Paying the Price: Health Care Inflation" Detroit Channel 7 News WXYZ, Keenan Smith Morning News with Thomas Wilk and Michael Greiner, February 17, 2022.
"Bitcoin: The Good, the Bad, and the Ugly" Oakland Legal News, by Thomas Wilk, Produced by John F. Sase, June 15, 2016 [Detroit Legal Press Version]
Code Repository
Code for JPAM Couch-Locked with the Munchies