Research
Working papers
Is Delayed Mental Health Treatment Detrimental To Employment?
Job Market Paper
R&R at Review of Economics and Statistics
Dutch policy article:
Kans op werk daalt door lange GGZ-wachtlijsten
ESB, August 2023
Media coverage: Financieel Dagblad, NRC and Radio 1
Podcast (in Dutch): Nieuwe Economen Podcast
Waiting times for mental health treatment have been increasing in many countries. Using administrative data on all inhabitants of the Netherlands and exploiting exogenous variation at the municipality level, I find that these waiting times have substantial repercussions on labor market outcomes for at least eight years after the start of treatment. A one-month (0.5 SD) increase in waiting time decreases the probability of employment by two percentage points. Vulnerable groups with lower educational attainment or a migration background are especially affected given that the impact of waiting time is larger for them and their average waiting time is longer.
Timelapse of waiting times:

Why Do Temporary Workers Have Higher Disability Insurance Risks?
Joint with Pierre Koning and Paul Muller
IZA Discussion paper series, No. 15173, March 2022
R&R at Labour Economics
Dutch policy article:
Werkgeversverplichtingen bij ziekte ook effectief bij tijdelijke werknemers
Joint with Pierre Koning and Paul Muller
ESB, June 2022
We show that workers with fixed-term contracts are substantially more likely to apply for and be awarded disability insurance (DI) benefits than permanent workers. We study whether this differential can be explained by (i) selection of worker types into contracts, (ii) the relation between contract type and the risk of illness, (iii) differences in employer support during illness, and (iv) differences in labour market prospects of ill workers. We find that selection actually masks part of the differential, whereas the impact of contract type on health is limited. In contrast, the difference in employer support during illness is a significant cause of the heightened DI risk of temporary workers, especially in slack labour markets. We therefore conclude that, conditional on being ill, workers with fixed-term contracts face different support structures and incentives that make them more likely to ultimately apply for and be awarded DI.
Work in progress
Sick or Unemployed? Examining Transitions into Sickness Insurance At Unemployment Benefit Exhaustion
Joint with Pierre Koning
Spikes in exits at unemployment insurance (UI) benefit exhaustion into other benefit schemes such as sickness insurance (SI) are well-documented. These spikes could be driven by relatively healthy workers maximizing their total duration of benefit receipt, or workers in ill health who remain on UI while incapable of working. While the first explanation calls for a stricter SI and UI system, the second highlights the need for increased information provision. We study the importance of these explanations by first documenting a spike in exits into SI at UI benefit exhaustion in the Netherlands. Comparing detailed health and labor market characteristics of exit cohorts, we show that the spike is unlikely to be driven by maximizing behavior of relatively healthy workers. Instead, our results point to catch-up of initial non-take-up of SI by workers with substantial mental and physical health conditions. This opposes earlier work on substitution between UI and SI/DI.
The long-term consequences of mental health screening in high school
While the prevalence of mental health issues is high during childhood, only half of all children suffering from these issues receive treatment. The uptake of treatment is lower among children with low SES and/or migration backgrounds. This could potentially further increase inequality in later-in-life outcomes. This project analyses the introduction of preventative mental health screening for all 15/16-year-old high school students in the Netherlands. As a first step, (the heterogeneity in) the impact on the actual uptake of treatment is estimated. The second step examines whether preventive mental health screening also has long-term (10 years) effects on educational and labour market outcomes.
(Not) Talking through our mental problems
Mental health disorders impose a substantial economic burden on the world economy. Talk therapy is often the first line of treatment for these disorders. Using administrative data and exploiting a policy reform in the Netherlands that introduced an easily accessible form of talk therapy at general practitioner offices, I examine the causal impact of talk therapy on healthcare utilization and labour market outcomes. Although the introduction significantly increased treatment uptake, it also increased existing disparities in healthcare utilization and did not lead to significant improvements in patient labour market outcomes.
Spinoff waiting times for mental health treatment: Deaths of despairs and children
In this project, I examine further impacts of waiting times for mental health treatment. The first part of the project focuses on the role of waiting times on death of despairs related outcomes such as addiction and suicide. The second part of the project examines the impacts of waiting times on children's outcomes.
Activating rejected DI applicants: The impact of additional reintegration services
Joint with Pierre Koning
Individuals whose application for disability insurance (DI) benefits is rejected often end up on unemployment insurance (UI) benefits . Standard reintegration services offered to UI recipients are however often not effective for these rejected DI applicants. In this project, we evaluate a policy reform which increased the provision of reintegration services to rejected DI applicants in the Netherlands. We first assess which subgroups are likely to make use of these services, and secondly, we assess the effectiveness of the additional service provision on both employment outcomes and on healthcare utilisation.
Publications
Do Disability Benefits Hinder Work Resumption After Recovery?
Joint with Pierre Koning and Paul Muller
Journal of Health Economics, Volume 82, March 2022
2021/2022 SBE-Tinbergen best PhD publication award
While a large share of Disability Insurance recipients in OECD countries are expected to recover, outflow rates from temporary disability schemes are typically negligible. We estimate the disincentive effects of disability benefits on the response to a (mental) health improvement using administrative data on all Dutch disability benefit applicants. We compare those below the DI eligibility threshold with those above and find that disincentives significantly reduce work resumption after health improves. Approximately half of the response to recovery is offset by benefits. Estimates from a structural labor supply model suggest that disincentives are substantially larger when the worker's earnings capacity is fully restored.tem