Pub Date : 2025-01-01Epub Date: 2024-11-24DOI: 10.1016/j.jhealeco.2024.102945
Shooshan Danagoulian, Monica Deza
Traffic fatalities are the leading cause of mortality in the United States despite being preventable. While several policies have been introduced to improve traffic safety and their effects have been well documented, the role of transitory health shocks or situational factors at explaining variations in fatal traffic accidents has been understudied. Exploring daily variation in city-specific pollen counts, this study finds novel evidence that traffic fatalities increase on days in which the local pollen count is particularly high. We find that the effects are present in accidents involving private vehicles and occur most frequently on the weekends, suggesting potentially the missed opportunity to avoid these fatalities. We do not find similar effects for fleet vehicles. These findings remain robust to alternative specifications and alternative definitions of high pollen count. Taken together, this study finds evidence that a prevalent and transitory exogenous health-shock, namely pollen allergies, increases traffic fatalities. Given our lack of evidence of avoidance, these effects are not mechanical and are likely driven by cognitive impairments that arise as a result of seasonal allergies.
{"title":"Driving under the influence of allergies: the effect of seasonal pollen on traffic fatalities.","authors":"Shooshan Danagoulian, Monica Deza","doi":"10.1016/j.jhealeco.2024.102945","DOIUrl":"10.1016/j.jhealeco.2024.102945","url":null,"abstract":"<p><p>Traffic fatalities are the leading cause of mortality in the United States despite being preventable. While several policies have been introduced to improve traffic safety and their effects have been well documented, the role of transitory health shocks or situational factors at explaining variations in fatal traffic accidents has been understudied. Exploring daily variation in city-specific pollen counts, this study finds novel evidence that traffic fatalities increase on days in which the local pollen count is particularly high. We find that the effects are present in accidents involving private vehicles and occur most frequently on the weekends, suggesting potentially the missed opportunity to avoid these fatalities. We do not find similar effects for fleet vehicles. These findings remain robust to alternative specifications and alternative definitions of high pollen count. Taken together, this study finds evidence that a prevalent and transitory exogenous health-shock, namely pollen allergies, increases traffic fatalities. Given our lack of evidence of avoidance, these effects are not mechanical and are likely driven by cognitive impairments that arise as a result of seasonal allergies.</p>","PeriodicalId":50186,"journal":{"name":"Journal of Health Economics","volume":"99 ","pages":"102945"},"PeriodicalIF":3.4,"publicationDate":"2025-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142808393","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-01-01Epub Date: 2024-12-11DOI: 10.1016/j.jhealeco.2024.102955
Gijsbert Zwart
We analyse a model of optimal risk adjustment in competitive health-insurance markets which suffer from both ex-ante adverse selection and ex-post moral hazard. We find, firstly, that, unlike in an adverse-selection-only market, in an environment where also moral hazard is important, removing insurers' selection incentives requires risk-adjustment payments that do not fully equalize costs among consumer types. Current practice of attempting to correct for all predictable cost differences among consumers is then misguided. Secondly, if the sponsor of the risk-adjustment system is not only concerned with eliminating selection distortions, but also wants to redistribute towards high-risk consumers, the required higher risk-adjustment payments will introduce selection distortions in high-risk consumers' contracts. This leads to excessive equilibrium provision of care for those suffering severe health shocks. Finally, insurer market power creates countervailing incentives, helping the risk adjuster to combat selection distortions but working against a risk-adjustment regulation that also cares about redistribution.
{"title":"Moral hazard and risk adjustment.","authors":"Gijsbert Zwart","doi":"10.1016/j.jhealeco.2024.102955","DOIUrl":"10.1016/j.jhealeco.2024.102955","url":null,"abstract":"<p><p>We analyse a model of optimal risk adjustment in competitive health-insurance markets which suffer from both ex-ante adverse selection and ex-post moral hazard. We find, firstly, that, unlike in an adverse-selection-only market, in an environment where also moral hazard is important, removing insurers' selection incentives requires risk-adjustment payments that do not fully equalize costs among consumer types. Current practice of attempting to correct for all predictable cost differences among consumers is then misguided. Secondly, if the sponsor of the risk-adjustment system is not only concerned with eliminating selection distortions, but also wants to redistribute towards high-risk consumers, the required higher risk-adjustment payments will introduce selection distortions in high-risk consumers' contracts. This leads to excessive equilibrium provision of care for those suffering severe health shocks. Finally, insurer market power creates countervailing incentives, helping the risk adjuster to combat selection distortions but working against a risk-adjustment regulation that also cares about redistribution.</p>","PeriodicalId":50186,"journal":{"name":"Journal of Health Economics","volume":"99 ","pages":"102955"},"PeriodicalIF":3.4,"publicationDate":"2025-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142824669","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-01-01Epub Date: 2024-12-02DOI: 10.1016/j.jhealeco.2024.102944
Simone Ferro, Chiara Serra
Employing more than 2 million emergency department (ED) records, we combine machine learning and regression discontinuity to document novel distortions in triage nurses' assessments of patients' conditions and investigate the short- and medium-term consequences for patients. We show that triage nurses progressively become more lenient during their shifts, and identical ED patients arriving just after a shift change are thus assigned a lower priority. We show that these patients receive lower levels of care and require additional emergency care afterward. We conclude that distortions in nurses' initial assessments of urgency bias' medical staff's perceptions.
{"title":"Triage at shift changes and distortions in the perception and treatment of emergency patients.","authors":"Simone Ferro, Chiara Serra","doi":"10.1016/j.jhealeco.2024.102944","DOIUrl":"10.1016/j.jhealeco.2024.102944","url":null,"abstract":"<p><p>Employing more than 2 million emergency department (ED) records, we combine machine learning and regression discontinuity to document novel distortions in triage nurses' assessments of patients' conditions and investigate the short- and medium-term consequences for patients. We show that triage nurses progressively become more lenient during their shifts, and identical ED patients arriving just after a shift change are thus assigned a lower priority. We show that these patients receive lower levels of care and require additional emergency care afterward. We conclude that distortions in nurses' initial assessments of urgency bias' medical staff's perceptions.</p>","PeriodicalId":50186,"journal":{"name":"Journal of Health Economics","volume":"99 ","pages":"102944"},"PeriodicalIF":3.4,"publicationDate":"2025-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142808394","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-01-01Epub Date: 2024-11-23DOI: 10.1016/j.jhealeco.2024.102941
Conor Lennon, Johanna Catherine Maclean, Keith Teltser
We examine whether ridesharing provides a meaningful transportation alternative for those who require ongoing healthcare. Specifically, we combine variation in UberX entry across the U.S. with the Treatment Episode Data Set to estimate the effect of ridesharing on admissions to substance use disorder treatment. People needing such treatment report transportation as a barrier to receiving care. We find that UberX entry into a Core Based Statistical Area has no effect on the overall number of treatment admissions. However, we find a decline in non-intensive outpatient treatment which is fully offset by an increase in intensive outpatient treatment. Given the required relative frequency of non-intensive and intensive outpatient treatment in terms of visits per week, our findings indicate that UberX helps to reduce transportation barriers to accessing healthcare. Event-studies show parallel trends in outcomes before UberX entry and results are robust to numerous sensitivity checks.
{"title":"Ridesharing and substance use disorder treatment.","authors":"Conor Lennon, Johanna Catherine Maclean, Keith Teltser","doi":"10.1016/j.jhealeco.2024.102941","DOIUrl":"10.1016/j.jhealeco.2024.102941","url":null,"abstract":"<p><p>We examine whether ridesharing provides a meaningful transportation alternative for those who require ongoing healthcare. Specifically, we combine variation in UberX entry across the U.S. with the Treatment Episode Data Set to estimate the effect of ridesharing on admissions to substance use disorder treatment. People needing such treatment report transportation as a barrier to receiving care. We find that UberX entry into a Core Based Statistical Area has no effect on the overall number of treatment admissions. However, we find a decline in non-intensive outpatient treatment which is fully offset by an increase in intensive outpatient treatment. Given the required relative frequency of non-intensive and intensive outpatient treatment in terms of visits per week, our findings indicate that UberX helps to reduce transportation barriers to accessing healthcare. Event-studies show parallel trends in outcomes before UberX entry and results are robust to numerous sensitivity checks.</p>","PeriodicalId":50186,"journal":{"name":"Journal of Health Economics","volume":"99 ","pages":"102941"},"PeriodicalIF":3.4,"publicationDate":"2025-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142787547","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-01-01Epub Date: 2024-12-06DOI: 10.1016/j.jhealeco.2024.102956
Apostolos Davillas, Andrew M Jones
We explore the role of epigenetic biological age in predicting subsequent health care utilisation. We use longitudinal data from the UK Understanding Society panel, capitalising on the availability of baseline epigenetic biological age measures along with data on general practitioner (GP) consultations, outpatient (OP) visits, and hospital inpatient (IP) care collected 5-12 years from baseline. Using least absolute shrinkage and selection operator (LASSO) regression analyses and accounting for participants' pre-existing health conditions, baseline biological underlying health, and socio-economic predictors we find that biological age is selected as a predictor of future GP consultations and IP care, while chronological rather than biological age is selected for future OP visits. Post-selection prediction analysis and Shapley-Shorrocks decompositions, comparing our preferred prediction models to models that replace biological age with chronological age, suggest that biological ageing has a stronger role in the models predicting future IP care as opposed to "gatekeeping" GP consultations.
我们探讨了表观遗传生物年龄在预测后续医疗保健使用方面的作用。我们使用了英国 "了解社会 "小组的纵向数据,利用从基线开始 5-12 年收集的基线表观遗传生物年龄测量数据以及全科医生(GP)咨询、门诊(OP)就诊和医院住院(IP)护理数据。通过使用最小绝对收缩和选择算子(LASSO)回归分析,并考虑到参与者之前的健康状况、基线生物学基础健康状况和社会经济预测因素,我们发现生物年龄被选为未来全科医生咨询和 IP 护理的预测因子,而未来门诊就诊的预测因子是年代年龄而非生物年龄。通过选择后预测分析和 Shapley-Shorrocks 分解,将我们首选的预测模型与用纪年年龄替代生物年龄的模型进行比较,结果表明,在预测未来 IP 护理的模型中,生物年龄的作用比全科医生会诊的 "把关 "作用更大。
{"title":"Biological age and predicting future health care utilisation.","authors":"Apostolos Davillas, Andrew M Jones","doi":"10.1016/j.jhealeco.2024.102956","DOIUrl":"10.1016/j.jhealeco.2024.102956","url":null,"abstract":"<p><p>We explore the role of epigenetic biological age in predicting subsequent health care utilisation. We use longitudinal data from the UK Understanding Society panel, capitalising on the availability of baseline epigenetic biological age measures along with data on general practitioner (GP) consultations, outpatient (OP) visits, and hospital inpatient (IP) care collected 5-12 years from baseline. Using least absolute shrinkage and selection operator (LASSO) regression analyses and accounting for participants' pre-existing health conditions, baseline biological underlying health, and socio-economic predictors we find that biological age is selected as a predictor of future GP consultations and IP care, while chronological rather than biological age is selected for future OP visits. Post-selection prediction analysis and Shapley-Shorrocks decompositions, comparing our preferred prediction models to models that replace biological age with chronological age, suggest that biological ageing has a stronger role in the models predicting future IP care as opposed to \"gatekeeping\" GP consultations.</p>","PeriodicalId":50186,"journal":{"name":"Journal of Health Economics","volume":"99 ","pages":"102956"},"PeriodicalIF":3.4,"publicationDate":"2025-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142822825","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-01-01Epub Date: 2024-12-03DOI: 10.1016/j.jhealeco.2024.102947
Shinsuke Tanaka, Tetsuya Matsubayashi
This study examines the causal effects of sunlight exposure on suicide rates. Leveraging county-month-year data on solar insolation and suicide rates in the U.S. from 1979 to 2004, we provide first robust evidence that insufficient sunlight increases suicide rates. We also find that insufficient sunlight increases Google searches containing depressive language, suggesting a potential adverse impact on mental well-being. Importantly, our findings favor a biological pathway over alternative mechanisms. The estimated effect of sunlight on suicide, often exceeding other interventions in magnitude, sheds new light on sunlight as a significant risk factor in suicide incidence.
{"title":"The light of life: The effects of sunlight on suicide.","authors":"Shinsuke Tanaka, Tetsuya Matsubayashi","doi":"10.1016/j.jhealeco.2024.102947","DOIUrl":"10.1016/j.jhealeco.2024.102947","url":null,"abstract":"<p><p>This study examines the causal effects of sunlight exposure on suicide rates. Leveraging county-month-year data on solar insolation and suicide rates in the U.S. from 1979 to 2004, we provide first robust evidence that insufficient sunlight increases suicide rates. We also find that insufficient sunlight increases Google searches containing depressive language, suggesting a potential adverse impact on mental well-being. Importantly, our findings favor a biological pathway over alternative mechanisms. The estimated effect of sunlight on suicide, often exceeding other interventions in magnitude, sheds new light on sunlight as a significant risk factor in suicide incidence.</p>","PeriodicalId":50186,"journal":{"name":"Journal of Health Economics","volume":"99 ","pages":"102947"},"PeriodicalIF":3.4,"publicationDate":"2025-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142822794","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-12-26DOI: 10.1016/j.jhealeco.2024.102958
Sébastien Fontenay, Ilan Tojerow
We conduct a randomized experiment (n = 600) to evaluate a Supported Employment (SE) program that, through intensive job coaching and follow-along support, aims to increase work activity of Belgian Disability Insurance (DI) recipients with mental health conditions. The control group gets regular vocational rehabilitation. After a 30-month follow-up period, we find that SE increases the probability of working while claiming DI by 7.5 percentage points and reduces the amount of DI benefit received by 110 euros per month (-9.5 percent).
我们开展了一项随机试验(n = 600),对一项辅助就业(SE)计划进行评估。该计划通过强化就业指导和后续支持,旨在提高比利时精神疾病残疾保险(DI)领取者的工作积极性。对照组则接受常规的职业康复治疗。经过 30 个月的跟踪调查,我们发现,SE 计划将申请 DI 的工作概率提高了 7.5 个百分点,并将每月领取的 DI 福利金额减少了 110 欧元(-9.5%)。
{"title":"Is supported employment effective for Disability Insurance recipients with mental health conditions? Evidence from a randomized experiment in Belgium.","authors":"Sébastien Fontenay, Ilan Tojerow","doi":"10.1016/j.jhealeco.2024.102958","DOIUrl":"https://doi.org/10.1016/j.jhealeco.2024.102958","url":null,"abstract":"<p><p>We conduct a randomized experiment (n = 600) to evaluate a Supported Employment (SE) program that, through intensive job coaching and follow-along support, aims to increase work activity of Belgian Disability Insurance (DI) recipients with mental health conditions. The control group gets regular vocational rehabilitation. After a 30-month follow-up period, we find that SE increases the probability of working while claiming DI by 7.5 percentage points and reduces the amount of DI benefit received by 110 euros per month (-9.5 percent).</p>","PeriodicalId":50186,"journal":{"name":"Journal of Health Economics","volume":"100 ","pages":"102958"},"PeriodicalIF":3.4,"publicationDate":"2024-12-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142903843","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-12-18DOI: 10.1016/j.jhealeco.2024.102942
Daniel Grossman, Arijit Ray, Allyssa Wadsworth
Policies that increase contraceptive access for young women and their partners are a potentially low-cost way of reducing unintended pregnancies and improving later life outcomes. Several states have recently implemented laws that allow pharmacists to prescribe contraceptives to women without the need to see a physician. We study the effect of these state laws on fertility rates. Using US Natality files for 2014-2020, we employ a difference-in-differences strategy using the 13 states that had enacted a law until the first quarter of 2020 as the treated group, and the 15 policy-implementing states post-2020 quarter 1 as the control group. We find approximately 0.5 fewer births per 1000 women aged 15-49 per quarter occur post law implementation, compared to control states. The effect of the policy appears to be focused among women aged 25-34 and 40-44 and women with a high school education or less.
{"title":"The pharmacist will see you now: Pharmacist prescribed contraceptives and fertility rates.","authors":"Daniel Grossman, Arijit Ray, Allyssa Wadsworth","doi":"10.1016/j.jhealeco.2024.102942","DOIUrl":"https://doi.org/10.1016/j.jhealeco.2024.102942","url":null,"abstract":"<p><p>Policies that increase contraceptive access for young women and their partners are a potentially low-cost way of reducing unintended pregnancies and improving later life outcomes. Several states have recently implemented laws that allow pharmacists to prescribe contraceptives to women without the need to see a physician. We study the effect of these state laws on fertility rates. Using US Natality files for 2014-2020, we employ a difference-in-differences strategy using the 13 states that had enacted a law until the first quarter of 2020 as the treated group, and the 15 policy-implementing states post-2020 quarter 1 as the control group. We find approximately 0.5 fewer births per 1000 women aged 15-49 per quarter occur post law implementation, compared to control states. The effect of the policy appears to be focused among women aged 25-34 and 40-44 and women with a high school education or less.</p>","PeriodicalId":50186,"journal":{"name":"Journal of Health Economics","volume":"100 ","pages":"102942"},"PeriodicalIF":3.4,"publicationDate":"2024-12-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142899834","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-12-01DOI: 10.1016/j.jhealeco.2024.102946
Wei Huang , Xiaoyan Lei , Yuqi Ta
This study examines how the undervaluation of funds in Medical Savings Accounts (MSAs) influences healthcare utilization in China. Given that MSA funds are restricted to healthcare expenses, individuals may undervalue these funds relative to cash, leading to potential overuse of health care. Through an event study approach using administrative data, we find significant reductions in healthcare utilization after MSA balances are depleted—outpatient care expenses drop by 49 percent, and drugstore purchases decrease by 41 percent. These effects persist across socioeconomic groups, indicating that liquidity constraints are not a major factor. Our back-of-the-envelope calculations suggest that insured individuals undervalue MSA funds by 40–70 %. This research sheds light on the behavioral impacts of MSAs and the broader implications of perceived price distortions in health insurance.
{"title":"How does undervaluation in medical savings accounts (MSAs) affect healthcare utilization? Evidence from administrative data in China","authors":"Wei Huang , Xiaoyan Lei , Yuqi Ta","doi":"10.1016/j.jhealeco.2024.102946","DOIUrl":"10.1016/j.jhealeco.2024.102946","url":null,"abstract":"<div><div>This study examines how the undervaluation of funds in Medical Savings Accounts (MSAs) influences healthcare utilization in China. Given that MSA funds are restricted to healthcare expenses, individuals may undervalue these funds relative to cash, leading to potential overuse of health care. Through an event study approach using administrative data, we find significant reductions in healthcare utilization after MSA balances are depleted—outpatient care expenses drop by 49 percent, and drugstore purchases decrease by 41 percent. These effects persist across socioeconomic groups, indicating that liquidity constraints are not a major factor. Our back-of-the-envelope calculations suggest that insured individuals undervalue MSA funds by 40–70 %. This research sheds light on the behavioral impacts of MSAs and the broader implications of perceived price distortions in health insurance.</div></div>","PeriodicalId":50186,"journal":{"name":"Journal of Health Economics","volume":"98 ","pages":"Article 102946"},"PeriodicalIF":3.4,"publicationDate":"2024-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142748179","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
We investigate the use of a highly scalable intervention to help individuals achieve their physical activity goals: self-funded commitment contracts. Using a randomised experiment, we compare the effect of soft (non-incentivised) and hard (incentivised) contracts among 1629 members of a gym in Stockholm, Sweden. We find a significant positive impact of being offered a hard contract on monthly visits to the gym and the probability of meeting one’s contract goal. Relative to the control group, being offered a hard contract significantly increases gym visits by 21%, while being offered a soft contract leads to an 8% increase.
{"title":"Put a bet on it: Can self-funded commitment contracts curb fitness procrastination?","authors":"Devon Spika , Linnea Wickström Östervall , Ulf Gerdtham , Erik Wengström","doi":"10.1016/j.jhealeco.2024.102943","DOIUrl":"10.1016/j.jhealeco.2024.102943","url":null,"abstract":"<div><div>We investigate the use of a highly scalable intervention to help individuals achieve their physical activity goals: self-funded commitment contracts. Using a randomised experiment, we compare the effect of soft (non-incentivised) and hard (incentivised) contracts among 1629 members of a gym in Stockholm, Sweden. We find a significant positive impact of being offered a hard contract on monthly visits to the gym and the probability of meeting one’s contract goal. Relative to the control group, being offered a hard contract significantly increases gym visits by 21%, while being offered a soft contract leads to an 8% increase.</div></div>","PeriodicalId":50186,"journal":{"name":"Journal of Health Economics","volume":"98 ","pages":"Article 102943"},"PeriodicalIF":3.4,"publicationDate":"2024-11-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142689562","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}