Working Papers

The importance of sampling frequency for estimates of wellbeing dynamics

with Stephen Hoskins (SMU), David Johnston (Monash U), Michael Shields (Monash U),  Kevin Staub (U Melbourne),  Apr 2024. 

CHE Working Paper 2024-5

Abstract: Using a high-frequency panel survey, we examine the sensitivity of estimated self-reported well-being (SWB) dynamics to using monthly, quarterly, and yearly data. This is an important issue if SWB is to be used to evaluate policy. Results from autoregressive models that account for individual-level heterogeneity indicate that the estimated persistence using yearly data is near zero. However, estimated persistence from monthly and quarterly data is substantial. We estimate that persistence to shocks typically lasts around six months and has a net present value of 75–80 per cent of the contemporaneous effect. Estimates are similar for different domains of SWB.

Radiating influence? Spillover effects among physicians

with Giovanni van Empel (Monash U), Daniel Avdic (Deakin U), Umair Khalil (Deakin U),  Bo Lagerqvist (Uppsala U), Johan Vikström (Uppsala U),  Dec 2023. 

Draft is available on Giovanni's webpage

Abstract: We study spillovers in healthcare by exploring how cardiologists’ diagnostic choices are influenced by their peers. We use rich clinical quality data from Sweden to instrument peers’ average weekly radiation output, our endogenous variable of interest, using the peer’s lagged arrival of emergency cases. Our IV estimates imply that focal cardiologists change their own radiation output by 0.5 SD for each SD change in their peers’ output. We show that our results are neither driven by endogenous peer formation nor patient selection. Effects are also stronger in academic hospitals and among younger cardiologists. These spillovers enhance patient welfare as well by increasing the share of appropriate radiation dosage and by reducing subsequent 30-day risk-adjusted mortality.

The Impact of Internet Access on COVID-19 Spread in Indonesia

with Carol Propper (Imperial College London), Trong-Ahn Trinh (Monash U), Apr 2024

ADB Economics Working Paper Series 723

Abstract: The COVID-19 pandemic has highlighted the crucial role of internet access in pandemic prevention and response. Internet access has facilitated the rapid dissemination of vital information, provided telemedicine services, and enabled remote work and education. This study uses a wide range of data sources to investigate the geographic variation of internet access proxied by 3G mobile broadband during the COVID-19 pandemic in Indonesia. We employ several approaches to account for potential confounding factors,  including using lightning strikes as an instrumental variable, to confirm the significant role that the internet played in the spread of COVID-19 cases. Our findings suggest that increasing internet access could positively impact pandemic prevention and response efforts, particularly in regions with limited connectivity. Therefore, improving internet infrastructure in developing countries may be crucial in preventing future pandemics.

Heterogeneity in the Intertemporal Persistence of Health: Evidence from a Monthly Micro Panel

with Stephen Hoskins (SMU), David W. Johnston (Monash U), Kevin E. Staub (U Melbourne),  Michael A. Shields (Monash U), May 2024

CHE Working Paper 2024-6

Abstract: Despite being widely used in health economics, dynamic models of health and healthcare typically assume that the persistence in these outcomes is the same for every individual. Understanding the extent and drivers of heterogeneity in persistence is essential for the design and evaluation of health interventions because persistence determines the dynamics and overall long-run effects of such interventions. This paper explores individual-level heterogeneity in the persistence of health outcomes. Using simple regression methods that do not place any restriction on the distribution of the heterogeneity in persistence, the paper documents substantial heterogeneity in health, medical expenditures, and healthcare use. We show that neglecting this heterogeneity leads to estimates that overstate the average persistence and can bias the coefficients of covariates. We find that between 75% and 87% of individuals display persistence and that this persistence is related to the individuals’ personality and socio-economic characteristics.

Welfare Reform and Immigrants' Long-term Labor Market Integration

with Anna Zhu (RMIT), Jun 2023

IZA DP 16285

Abstract: We study the effect of reducing welfare assistance on migrants’ long-term integration in Australia. The policy postponed a migrant’s eligibility for benefits during their first two years in the country. It mainly affected mothers and was announced after their arrival. Using a regression discontinuity design and 21 years of administrative welfare data, we find significant reductions in welfare receipt, where the gap widened over time, and stabilized in the long run. Benefit receipt amounts reduced by 28%, and time-on-benefits by 19%, particularly in the unemployment and disability categories. We observe larger treatment effects for mothers from disadvantaged backgrounds.

Are You Okay? The Effect of a National Peer-based Support Campaign on Mental Health

with Nicole Black (Monash U), Lachlan Deer (Tilburg U) & David Johnston (Monash U), Mar 2023. 

CHE Working Paper 2023-8

Abstract: Peer-to-peer support is often a critical component of mental health programs, but evidence on the effect of peer-based support programs at scale is limited. Using quasi-experimental methods, we examine whether a prominent peer-based support campaign, “R U OK? Day”, affects short-term mental health outcomes in Australia. Using variation in daily records and differences in the campaign’s intensity over nine years, we find no evidence that “R U OK? Day” reduces suicides and suicidal behaviours in the month after the campaign. However, we find positive effects on mental wellbeing, particularly among middle-aged males, with improved social support the likely mechanism. Our results provide evidence that peer support campaigns may be a practical, low-cost approach to improve population mental wellbeing.

The Effect of Migrant Networks on Labor Market Integration, Local Firms, and Employees

with Daniel Auer (Colegio Carlo Alberto & U Mannheim) and Dennis Egger (Oxford U), Nov 2021. 

Draft is available here

Abstract: We study the effects of ethnic networks on the labor market integration of asylum seekers, local firms and their employees in Switzerland. We track outcomes of individuals and firms using a novel dataset, linking 6 employer-employee matched administrative micro datasets covering the universe of residents in Switzerland and all registered firms from 2008 to 2017. Leveraging the quasi-random placement of refugees across locations upon arrival and a novel instrumental variables strategy, we show that larger migrant networks substantially and persistently increase employment and labor income of refugees. Network effects account for 38% of the variation in incomes within nationality cohorts across cantons 5 years after arrival. In line with homophily in network formation, ethnic networks that are demographically similar to the migrant, and those more economically successful have larger positive impacts. Employment effects are concentrated in firms with previous employees from the same nationality, and refugees who quasi-randomly live in the same refugee center for the first 9-12 months are 3 times more likely to be coworkers after leaving the center. This provides direct causal evidence that a network's value is at least partly due to information sharing and job referrals. Using a shift-share IV design, we then estimate how a better-matched inflow of migrants affects local firms and their employees: firms experiencing a positive shock to their network hire more migrants and natives, and there is little evidence of wage decreases for existing workers. This is consistent with networks increasing firm-worker match quality and productivity. Concerns about adverse impacts of spatially concentrated immigration are not borne out in the data, suggesting that refugee dispersal policies may not be optimal.

Communication Barriers and Infant Health:

Intergenerational Effects of Randomly Allocating Refugees Across Language Regions

with Daniel Auer (Colegio Carlo Alberto & U Mannheim), Jun 2021. 

SoDa Lab Working Papers No. 2021-07

[Media: VoxEU]

This paper investigates the intergenerational effect of communication barriers on child health at birth using a natural experiment in Switzerland. We leverage the fact that refugees arriving in Switzerland originate from places that have large shares of French (or Italian) speakers for historical reasons and upon arrival are by law randomly allocated across states that are dominated by different languages but subject to the same jurisdiction. Our findings based on administrative records of all refugee arrivals and birth events between 2010 and 2017 show that children born to mothers who were exogenously allocated to an environment that matched their linguistic heritage are on average 72 gram heavier (or 2.2%) than those that were allocated to an unfamiliar language environment. The differences are driven by growth rather than gestation and manifest in a 2.9 percentage point difference in low birth weight incidence. We find substantial dose-response relationships in terms of language exposure in both, the origin country and the destination region. Moreover, French (Italian) exposed refugees only benefit from French-(Italian-) speaking destinations, but not vice versa. Contrasting the language match with co-ethnic networks, we find that high-quality networks are acting as a substitute rather than a complement. 

JEL: F22; I12; J13; J24; J61; J62

Assessing the Quality of Public Services: Does Hospital Competition Crowd-out the For-profit Quality Gap? 

with Carol Propper (Imperial Business School & Monash U), Kevin E. Staub (U Melbourne) & Rainer Winkelmann (U Zurich). May 2020.

CEPR DP 15045 

We examine variation in hospital quality across ownership, market concentration and membership of a hospital system. We use a measure of quality derived from the penalties imposed on hospitals under the flagship Hospital Readmissions Reduction Program. We employ a novel estimation approach that extracts latent hospital quality from panel data on penalties and addresses the problem of never- or always-penalized hospitals in short panels. Our quality measure correlates strongly across penalized conditions and with other non-incentivized quality metrics. We document a robust and sizable for-profit quality gap, which is largely crowded out by competition, particularly amongst high-quality and system-organized hospitals.


The Intergenerational Effects of Language Proficiency on Child Health Outcomes. 

with Nicole Black (Monash U). May 2019.

Monash Business School WP 05/19

Language proficiency is a crucial skill for immigrants that influences their social integration and their children’s development. This study examines the intergenerational effects of limited English proficiency (LEP) on children’s health and health care utilisation. We use 10 years of Australian administrative health care records linked to survey data, and a structural break in language acquisition, based on the parent’s age at arrival into Australia. We find that parental LEP has a strong and positive effect on children’s health care costs, but no effect on their physical or mental health. A lack of parent social networks is a plausible explanation.