Jonathan Gruber’s research while affiliated with Boston University and other places

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Publications (244)


Innovative Insurance to Improve US Patient Access to Cell and Gene Therapy
  • Article

January 2025

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21 Reads

Milbank Quarterly

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Patrick Demartino

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Jonathan Gruber

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[...]

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Jackie Wu

Policy Points Cell and gene therapies (CGTs) offer treatment for rare and oftentimes deadly disease, but their prices are high, and payers may seek to limit spending. Total annual costs of covering all existing and expected CGTs for the entire US population 2023–2035 to amount to less than 20perpersonandconcentrateincommercialandstateMedicaidplans.Reinsurancefeesaddtoexpectedcosts.PoliciesthatimprovecoverageandaffordabilityareneededtoassurepatientaccesstoCGTs.ContextCellandgenetherapies(CGTs)offertreatmenttorareandoftentimesdeadlydiseases.Becauseoftheirhighpriceanduncertainclinicaloutcomes,USinsurerscommonlyrestrainpatientaccesstoCGTs,andthesebarriersmaycreateorperpetuateexistingdisparities.Areconsiderationofexistinginsurancepoliciestoimproveaccessandreducedisparitiesiscurrentlyunderway.Onemethodinsurersusetosupportaccessandprotectthemfromlarge,unexpectedclaimsisthepurchaseofreinsurance.Inexchangeforanupfrontpermemberpermonth(PMPM)premium,thereinsurerpaystheclaimandrebatestheinsurerattheendofthecontractperiodiftherearefundsleftover.However,existingreinsuranceplansmaynotcoverCGTsorchargeexorbitantfeesforcoverage.MethodsWesimulatetheincrementalannualperpersonreinsurercoststocoverCGTsexistingorexpectedbetween2023and2035fortheUSpopulationandbypayertypebasedonpreviouslypublishedestimatesofexpectedUSspendingonCGTs,assumedUSpopulationof330persons,andcurrentCGTreinsurancefees.WeillustrateourmethodsbyestimatingtheincrementalannualperpersoncostsoverallpayersandtostateMedicaidplansofsicklecelldiseasetargetedCGTs.FindingsWeestimateannualincrementalspendingonCGTs20232035toamountto20 per person and concentrate in commercial and state Medicaid plans. Reinsurance fees add to expected costs. Policies that improve coverage and affordability are needed to assure patient access to CGTs. Context Cell and gene therapies (CGTs) offer treatment to rare and oftentimes deadly diseases. Because of their high price and uncertain clinical outcomes, US insurers commonly restrain patient access to CGTs, and these barriers may create or perpetuate existing disparities. A reconsideration of existing insurance policies to improve access and reduce disparities is currently underway. One method insurers use to support access and protect them from large, unexpected claims is the purchase of reinsurance. In exchange for an upfront per‐member‐per‐month (PMPM) premium, the reinsurer pays the claim and rebates the insurer at the end of the contract period if there are funds leftover. However, existing reinsurance plans may not cover CGTs or charge exorbitant fees for coverage. Methods We simulate the incremental annual per‐person reinsurer costs to cover CGTs existing or expected between 2023 and 2035 for the US population and by payer type based on previously published estimates of expected US spending on CGTs, assumed US population of 330 persons, and current CGT reinsurance fees. We illustrate our methods by estimating the incremental annual per‐person costs overall payers and to state Medicaid plans of sickle cell disease–targeted CGTs. Findings We estimate annual incremental spending on CGTs 2023–2035 to amount to 20.4 billion, or 15.69perperson.Totalannualestimatedspendingisexpectedtoconcentrateamongcommercialplans.SicklecelltargetedCGTsaddamaximumof15.69 per person. Total annual estimated spending is expected to concentrate among commercial plans. Sickle cell–targeted CGTs add a maximum of 0.78 PMPM in costs to all payers and will concentrate within state Medicaid programs. Reinsurance fees add to expected costs. Conclusions Annual per‐person costs to provide access to CGTs are expected to concentrate in commercial and state Medicaid plans. Policies that improve CGT coverage and affordability are needed.


Figure 1. (a) Public pensions as percent of GDP in OECD, 1980-2019. (b) Public pensions as percent of GDP across countries, 2019. Source: OECD (2023).
Figure 2. (a) Employment rates of men ages 60-64, ISS countries, 1980-2022. (b) Employment rates of women ages 60-64, ISS countries, 1980-2022. Source: OECD. Data extracted on 08 Jan 2022 11:20 UTC (GMT) from OECD.Stat.
Figure 3. Tax force and unused capacity, ISS countries, 1990s. Note: Tax force is the sum of each year's accrual (the change in social security wealth associated with one additional year of work) scaled by earnings from the early retirement age to age 69. Unused capacity is the share of men ages 55-65 who are out of the labor force. Source: Gruber and Wise (1999), Figure 17c.
Figure 4. Employment and DI participation rates of men ages 60-64, by year. Source: Wise (2016).
Figure 6. Average employment rate and implicit tax rate in ISS countries, men ages 60-64, 1980-2015. Source: Börsch-Supan and Coile (2020).

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Social security and retirement around the world: lessons from a long-term collaboration
  • Article
  • Full-text available

September 2024

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315 Reads

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6 Citations

Journal of Pension Economics and Finance

Declining labor force participation of older men throughout the 20th century and recent increases in participation have generated substantial interest in understanding the effect of public pensions on retirement. The National Bureau of Economic Research's International Social Security (ISS) Project, a long-term collaboration among researchers in a dozen developed countries, has explored this and related questions. The project employs a harmonized approach to conduct within-country analyses that are combined for meaningful cross-country comparisons. The key lesson is that the choices of policy makers affect the incentive to work at older ages and these incentives have important effects on retirement behavior.

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Private Sector Provision as an “Escape Valve”: The Mexico Diabetes Experiment

March 2024

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3 Reads

Review of Economic Studies

Public health systems are dominant in much of the world, but often face fiscal constraints that lead to rationing of care. As a result, private sector healthcare providers could in theory beneficially supplement public systems, but evaluating the benefits of private alternatives has been challenging. We evaluate a private supplement to the free public health system for one of the world’s deadliest health problems, diabetes. We estimate enormous impacts of the private supplement, increasing the share of those treated who are under control by 69%. This effect arises through both improved treatment compliance and health behavior. We find diabetes complications fall in the short run, and that the net costs of this intervention are one-third of the gross costs. The returns to private care do not appear to reflect more productive delivery but rather more attachment to medical care, offering lessons for improving the public system.



The estimated annual financial impact of gene therapy in the United States

November 2023

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154 Reads

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36 Citations

Gene Therapy

Gene therapy is a new class of medical treatment that alters part of a patient’s genome through the replacement, deletion, or insertion of genetic material. While still in its infancy, gene therapy has demonstrated immense potential to treat and even cure previously intractable diseases. Nevertheless, existing gene therapy prices are high, raising concerns about its affordability for U.S. payers and its availability to patients. We assess the potential financial impact of novel gene therapies by developing and implementing an original simulation model which entails the following steps: identifying the 109 late-stage gene therapy clinical trials underway before January 2020, estimating the prevalence and incidence of their corresponding diseases, applying a model of the increase in quality-adjusted life years for each therapy, and simulating the launch prices and expected spending of all available gene therapies annually. The results of our simulation suggest that annual spending on gene therapies will be approximately $20.4 billion, under conservative assumptions. We decompose the estimated spending by treated age group as a proxy for insurance type, finding that approximately one-half of annual spending will on the use of gene therapies to treat non-Medicare-insured adults and children. We conduct multiple sensitivity analyses regarding our assumptions and model parameters. We conclude by considering the tradeoffs of different payment methods and policies that intend to ensure patient access to the expected benefits of gene therapy.


Public and Private Options in Practice: The Military Health System

November 2023

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10 Reads

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8 Citations

American Economic Journal Economic Policy

Recent debates over health care reform, including in the context of the Military Health System (MHS) and Veterans Administration, highlight the dispute between public and private provision of health care services. Using novel data on childbirth claims from the MHS and drawing on the combination of plausibly exogenous patient moves and heterogeneity across bases in the availability of base hospitals, we identify the impact of receiving obstetrical care on versus off military bases. We find evidence that off-base care is associated with slightly greater resource intensity, but also notably better outcomes, suggesting marginal efficiency gains from care privatization. (JEL H51, H56, I11, I18, J13, L33)




International Reference Pricing in the Context of U.S. Drug Policy

July 2022

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14 Reads

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4 Citations

Journal of Health Politics Policy and Law

International Reference Prices (IRP), also called External Reference prices (ERP), are widely used across developed nations. IRPs use the prices paid in other countries to either inform negotiations with the pharmaceutical industry or as a cap on market prices. We review the application of IRPs to cap the prices of negotiated outcome in the context of U.S. proposals to change the way prescription drug prices are established for the Medicare program. We examine the economic, political and administrative issues associated with the use of IRPs and we summarize the evidence on their impacts.


Should We Have Automatic Triggers for Unemployment Benefit Duration and How Costly Would They Be?

May 2022

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2 Reads

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3 Citations

AEA Papers and Proceedings

We model automatic trigger policies for unemployment insurance by simulating a weekly panel of individual labor market histories, grouped by state. We reach three conclusions: (i) policies designed to trigger immediately at the onset of a recession result in benefit extensions that occur in less sick labor markets than the historical average for benefit extensions, (ii) the ad hoc extensions in the 2001 and 2007-2009 recessions compare favorably ex post to common proposals for automatic triggers, and (iii) compared to ex post policy, the cost of common proposals for automatic triggers is close to zero.


Citations (79)


... Much empirical evidence indicates that advances in automation have played a significant role in explaining the decline of the labor share of national income, the limited wage growth across various sectors, and the increased skill premium observed over the past three to four decades (e.g., Restrepo, 2019, 2022;Autor et al., 2003;Goos et al., 2014;Graetz and Michaels, 2018). 1 Concurrently, the pension literature has documented a rise in public pension expenditures in many developed economies, mainly driven by aging demographics (e.g., Coile et al., 2020). Figure 1 illustrates the recent evolution for a selection of countries that are representative of a broader global pattern. ...

Reference:

Public pensions in the age of automation *
Social security and retirement around the world: lessons from a long-term collaboration

Journal of Pension Economics and Finance

... Furthermore, it is not available in many of the countries where sickle-cell disease is most prevalent (Sheridan, 2024). This high price tag also applies to other gene therapies, such as for hemophilia and SMA (Wong et al., 2023). It is thus important to determine whether structural measures can be taken to improve equity within genomics, emphasizing the need for governance of such developments (Knoppers and Chadwick, 2015). ...

The estimated annual financial impact of gene therapy in the United States

Gene Therapy

... In addition, mothers with Direct Care experienced complications during pregnancy, such as gestational diabetes, hypertension, and post-delivery complications, e.g., postpartum hemorrhage and perineal lacerations, at significantly higher rates than mothers with Purchased Care (Ranjit et al., 2016). Furthermore, not only would less than half of two thousand postpartum women in one study not be willing to recommend their military hospital to family and friends (Harriott, Williams, & Peterson, 2005), but there are highly significant outcomes for all measures of obstetric complications at military hospitals compared to off-base, civilian care (Frakes, Gruber, & Justicz, 2020). Frakes, Gruber, and Justicz (2020) found there was a reduction in infant mortality and in unplanned re-admissions for obstetric patients who transferred care from military to civilian hospitals. ...

Public and Private Options in Practice: The Military Health System
  • Citing Article
  • November 2023

American Economic Journal Economic Policy

... Family-oriented mothers are likely to choose more extended and several home care periods, while work-oriented mothers are likely to return to work faster and use fewer home care periods. For instance Gruber et al. (2023) find large short-run child penalties in Finland and show that they are almost completely due to the home care allowance. ...

Paying Moms to Stay Home: Short and Long Run Effects on Parents and Children
  • Citing Article
  • January 2023

SSRN Electronic Journal

... In addition, the literature focussed on the relationship between youth and elderly labour force participation is also limited. A series of papers are only examining whether the number of employment for elderly people outreach the youth in 12 countries, including the United States, as in the study of Gruber and Milligan (2010). Based on individual and cross-country analyses, none of these international studies found evidence that an increasing number of elderly labour force participation reduces the youth employment opportunities. ...

Do Elderly Workers Substitute for Younger Workers in the United States?
  • Citing Chapter
  • January 2010

... The other was a drug for sickle cell disease that was approved on an accelerated basis based on a biomarker and is still undergoing outcomes studies that would inform its cost-effectiveness. Lakdawalla of continuing to rely on those mechanisms (rather than overriding them with price controls, as some academics and policymakers propose from time to time) [54] as long as they are generating value for society. Some would say that it is worth defunding biomedical innovation if the money will be spent in ways that generate even more value, but they then fail to subject all the other uses of that capital to the same cost-effectiveness scrutiny. ...

International Reference Pricing in the Context of U.S. Drug Policy
  • Citing Article
  • July 2022

Journal of Health Politics Policy and Law

... In our data for patients in ED/outpatient care, there was no information on case-mix group and CCI, and thus they were not included in the GLM model for the cost prediction in ED/ outpatient care. In the analysis, we fitted the model using a Gamma distribution and log link, as appropriate when analysing positively skewed cost data [28,29]. The exception to this was when estimating physician costs in ED/outpatient care, where the Gamma distribution did not converge. ...

Financing Health Care Delivery
  • Citing Article
  • January 2022

SSRN Electronic Journal

... The federal program implicitly recognizes the need for increased benefits in times of distress: since 1970, states have been allowed to provide 13 to 20 weeks of additional UI benefits if their unemployment rate exceeds a trigger. Yet these triggers are so stringent that they are rarely enacted, and even when they are enacted the extra benefits may be too small to improve long-run worker outcomes (Chodorow-Reich et al., 2022). A further problem is that when dealing with highly localized shocks, tuning benefits to state-level economic conditions may be too coarse to be effective. ...

Should We Have Automatic Triggers for Unemployment Benefit Duration and How Costly Would They Be?
  • Citing Article
  • May 2022

AEA Papers and Proceedings

... There are many examples where copayments are provided for independent providers to provide services, either directly or by providing vouchers or insurance for patients. These have been successful in reducing user fees and increasing equality of access and quality in Uganda, 92 improving equity and care of primary care in the Asia-Pacific region, 8 improving diabetes care in Mexico, 93 and reproductive care, again in the Asia-Pacific region. 94 Likewise, four social insurance schemes examined by the World Bank improved access to various degrees, depending on how generous they were. ...

The Impact of a Private Supplement to Public Health Care: The Mexico Diabetes Experiment
  • Citing Article
  • January 2021

SSRN Electronic Journal

... This benefit of earlier intervention, highlighted in a plethora of preclinical studies in animal models (see Section 4), as well as in clinical studies of allogeneic HSCT [196], has only recently begun to show in gene therapy clinical studies, strongly advocating for improvements in prenatal screening and early diagnosis [197]. Moreover, early treatment reaches therapeutic effects at a lower price (lower body mass requiring lower drug dose), abolishes or reduces long-term medication requirements and prevents disease complications, together making an otherwise expensive and inaccessible treatment rather cost effective [198][199][200]. ...

Valuing Rare Pediatric Drugs: An Economics Perspective
  • Citing Article
  • January 2020

SSRN Electronic Journal