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Book
Addressing the Opioid Epidemic : Is There a Role for Physician Education?
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Year: 2017 Publisher: National Bureau of Economic Research

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Digital
Addressing the Opioid Epidemic : Is There a Role for Physician Education?
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Year: 2017 Publisher: Cambridge, Mass. National Bureau of Economic Research

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Using data on all opioid prescriptions written by physicians from 2006 to 2014, we uncover a striking relationship between opioid prescribing and medical school rank. Even within the same specialty and county of practice, physicians who completed their initial training at top medical schools write significantly fewer opioid prescriptions annually than physicians from lower ranked schools. Additional evidence suggests that some of this gradient represents a causal effect of education rather than patient selection across physicians or physician selection across medical schools. Altering physician education may therefore be a useful policy tool in fighting the current epidemic.


Digital
What Drives Nutritional Disparities? Retail Access and Food Purchases Across the Socioeconomic Spectrum
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Year: 2015 Publisher: Cambridge, Mass. National Bureau of Economic Research

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The poor diets of many consumers are often attributed to limited access to healthy foods. In this paper, we use detailed data describing the healthfulness of household food purchases and the retail landscapes in which these consumers are making these decisions to study the role of access in explaining why some people in the United States eat more nutritious foods than others. We first confirm that households with lower income and education purchase less healthful foods. We then measure the spatial variation in the average nutritional quality of available food products across local markets, revealing that healthy foods are less likely to be available in low-income neighborhoods. Though significant, spatial differences in access are small and explain only a fraction of the variation that we observe in the nutritional content of household purchases. Systematic socioeconomic disparities in household purchases persist after controlling for access: even in the same store, more educated households purchase more healthful foods. Consistent with this result, we further find that the nutritional quality of purchases made by households with low levels of income and education respond very little when new stores enter or when existing stores change their product offerings. Together, our results indicate that policies aimed at improving access to healthy foods in underserved areas will leave most of the socioeconomic disparities in nutritional consumption intact.


Digital
Check Up Before You Check Out : Retail Clinics and Emergency Room Use
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Year: 2017 Publisher: Cambridge, Mass. National Bureau of Economic Research

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Retail clinics are an innovation that has the potential to improve competition in health care markets. We use the universe of emergency room (ER) visits in New Jersey from 2006-2014 to examine the impact of retail clinics on ER usage. We find significant effects of retail clinics on ER visits for both minor and preventable conditions; Residents residing close to an open clinic are 4.1-12.3 percent less likely to use an ER for these conditions. Our estimates suggest annual cost savings from reduced ER usage of over $70 million if retail clinics were made readily available across New Jersey.


Digital
U.S. Employment and Opioids : Is There a Connection?
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Year: 2018 Publisher: Cambridge, Mass. National Bureau of Economic Research

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This paper uses quarterly county-level data to examine the relationship between opioid prescription rates and employment-to-population ratios from 2006-2014. We first estimate models of the effect of opioid prescription rates on employment-to-population ratios, instrumenting opioid prescriptions for younger ages using opioid prescriptions to the elderly. We also estimate models of the effect of employment-to-population ratios on opioid prescription rates using a shift-share instrument. We find that the estimated effect of opioids on employment-to-population ratios is positive but small for women, but there is no relationship for men. These findings suggest that although they are addictive and dangerous, opioids may allow some women to work who would otherwise leave the labor force. When we examine the effect of employment-to-population ratios on opioid prescriptions, our results are more ambiguous. Overall, our findings suggest that there is no simple causal relationship between economic conditions and the abuse of opioids. Therefore, while improving economic conditions in depressed areas is desirable for many reasons, it is unlikely to curb the opioid epidemic.


Book
The Expansionary and Contractionary Supply-Side Effects of Health Insurance
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Year: 2023 Publisher: Cambridge, Mass. National Bureau of Economic Research

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We examine how health insurance expansions affect the entry and location decisions of health care clinics. Exploiting county-level changes in insurance coverage following the Affordable Care Act and 1,721 retail clinic entries and exits, we find that local increases in insurance coverage do not lead to growth in the concentration of clinics on average using two-way fixed effects and instrumental variable designs. However, this null effect masks important heterogeneity by insurance type: growth in private insurance leads to large growth in clinic entry, whereas clinic penetration is dampened by increases in Medicaid coverage. Consistent with a model in which firms face demand from markets with both administered and market-based pricing, we find that the positive (negative) supply-side effects of private insurance (Medicaid) coverage are concentrated in states with low provider reimbursements under Medicaid. We further show that similar location patterns are observed among other types of health care clinics, including urgent care centers. While it has long been accepted that reductions in the prices paid by consumers following insurance expansions should lead the supply side to expand to meet increased demand (Arrow, 1963), our results demonstrate that whether health insurance expansions cause the supply side to expand or contract further depends on how the prices received by providers are affected.

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Book
The Impacts of Physician Payments on Patient Access, Use, and Health
Authors: --- ---
Year: 2019 Publisher: Cambridge, Mass. National Bureau of Economic Research

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We examine how supply-side health insurance generosity affects patient access, use, and health. Exploiting large, exogenous changes in Medicaid reimbursement rates for physicians, we find that increasing payments for new patient office visits reduces reports of providers turning away beneficiaries: closing the gap in payments between Medicaid and private insurers would reduce more than two-thirds of disparities in access among adults and would eliminate such disparities entirely among children. These improvements in access lead to more office visits, better self-reported health, and reduced school absenteeism. While attention is often focused on the role of demand-side insurance generosity, such as program eligibility and patient cost-sharing, our results demonstrate that financial incentives for physicians drive access to care and have important implications for patient health.

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Book
Addressing the Opioid Epidemic : Is There a Role for Physician Education?
Authors: --- ---
Year: 2017 Publisher: Cambridge, Mass. National Bureau of Economic Research

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Abstract

Using national data on opioid prescriptions written by physicians from 2006 to 2014, we uncover a striking relationship between opioid prescribing and medical school rank. Even within the same specialty and practice location, physicians who completed their initial training at top medical schools write significantly fewer opioid prescriptions annually than physicians from lower ranked schools. Additional evidence suggests that some of this gradient represents a causal effect of education rather than patient selection across physicians or physician selection across medical schools. Altering physician education may therefore be a useful policy tool in fighting the current epidemic.

Keywords


Book
U.S. Employment and Opioids : Is There a Connection?
Authors: --- --- ---
Year: 2018 Publisher: Cambridge, Mass. National Bureau of Economic Research

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Abstract

This paper uses quarterly county-level data from 2006-2014 to examine the direction of causality in the relationship between per capita opioid prescription rates and employment-to-population ratios. We first estimate models of the effect of per capita opioid prescription rates on employment-to-population ratios, instrumenting opioid prescriptions for younger ages using opioid prescriptions to the elderly. We find that the estimated effect of opioids on employment-to-population ratios is positive but small for women, while there is no relationship for men. We then estimate models of the effect of employment-to-population ratios on opioid prescription rates using a shift-share instrument, and find ambiguous results. Overall, our findings suggest that there is no simple causal relationship between economic conditions and the abuse of opioids. Therefore, while improving economic conditions in depressed areas is desirable for many reasons, it is unlikely on its own to curb the opioid epidemic.

Keywords


Book
Is the Focus on Food Deserts Fruitless? Retail Access and Food Purchases Across the Socioeconomic Spectrum
Authors: --- --- ---
Year: 2015 Publisher: Cambridge, Mass. National Bureau of Economic Research

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Abstract

Using novel data describing the healthfulness of household food purchases and the retail landscapes consumers face, we measure the role of access in explaining why wealthier and more educated households purchase healthier foods. We find that spatial differences in access, though significant, are small relative to spatial differences in the nutritional content of sales. Socioeconomic disparities in nutritional consumption exist even among households with equivalent access, and the healthfulness of household consumption responds minimally to improvements in local retail environments. Our results indicate that access-improving policies alone will eliminate less than one third of existing socioeconomic disparities in nutritional consumption. This paper has been subsumed by the authors' later combined work

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