We analyze workers' risk preferences and training investments. Our conceptual framework differentiates between the investment risk and insurance mechanisms underpinning training decisions. Investment risk leads risk-averse workers to train less; they undertake more training if it insures them against future losses. We use the German Socioeconomic Panel (SOEP) to demonstrate that risk-affinity is associated with more training, implying that, on average, investment risks dominate the insurance benefits of training. Crucially, this relationship is evident only for general training; there is no relationship between risk attitudes and specific training. Thus, as expected, risk preferences matter more when skills are transferable - and workers have a vested interest in training outcomes - than when they are not. Finally, we provide evidence that the insurance benefits of training are concentrated among workers with uncertain employment relationships or limited access to public insurance schemes.
Veranstaltungsreihe: IAB-Colloquium (en)
The discussion series “Labour Market and Occupational Research (IAB-Colloquium zur Arbeitsmarkt- und Berufsforschung)” is a forum where primarily external researchers present the results of their work and discuss these with experts from IAB. Practitioners from the political, administrative and business fields are naturally also welcome.
Labor Market Competition and the Assimilation of Immigrants
The wage gap between newly arriving immigrants and comparable natives in the United States has widened substantially over the last few decades while the subsequent speed of convergence has declined. These patterns have led to a pessimistic view regarding wage assimilation prospects of immigrants. This paper unravels an unexplored mechanism that can explain an important part of these regularities: labor market competition. Because immigrants and natives are imperfect substitutes in production, increasing immigrant inflows exert stronger labor market competition on previous cohorts of immigrants than on natives, contributing to a widening wage gap. We quantify the importance of this mechanism using a model that accounts for the main features of the literatures on the wage impact of immigration and immigrant wage assimilation. Our results suggest that, if competition and composition effects are netted out, immigrant cohorts are more positively selected in recent decades, with these differences disappearing after 10 years, implying a lower relative wage growth for recent cohorts.
Displacement Effects in Manufacturing
In this paper, we investigate wage losses from displacement in the manufacturing sector. We start by documenting that manufacturing firms traditionally employed low- and high-wage workers (measured as an AKM worker fixed effect) in similar proportions and paid substantial wage premiums (measured as an AKM firm fixed effect) to both types of workers. Over time, manufacturing jobs disproportionally disappeared over time, particularly so for low wage workers. We find that even though low and high wage workers suffer similar wage losses upon displacement on average, low wage workers experience substantially larger losses in their firm wage premiums, in part because they are more likely to move out of manufacturing and into low knowledge service sectors where firm wage premiums are low. Wage losses and losses in firm wage premiums upon displacement have increased over time especially for low wage workers, in part because low wage workers are increasingly re-employed in low knowledge service jobs.
Plant level adjustments to the China trade shock at the intensive and extensive margins
This paper presents first evidence for the opposing effects of imports and exports at the extensive and intensive employment margins. While soaring imports from China are associated with a higher probability of plant closure, exports have the opposite effect. Imports work through the extensive margin of plant closure only, whereas exports have an effect on employment through both margins. Plant closures occur at a lower probability in labor market segments with heightened export opportunities and these plants tend to expand employment. Moreover, we analyze potential interaction effects. Our analysis shows that i) lower domestic competition reduces the impact of both imports and exports on the probability of plant closure, ii) plants with higher productivity are less likely to react to the import shock and iii) a higher routine-task intensity favors the selection of plants due to import competition.
Fired and pregnant: Gender differences in job flexibility outcomes after job loss
We study whether women and men cope with job loss differently. We use 2006-2017 Dutch administrative monthly microdata and a quasi-experimental design involving job displacement because of firm bankruptcy. We find that displaced women are more likely than displaced men to take up a flexible job with limited working hours and short commutes. However, displaced women experience longer unemployment durations and comparable hourly wage losses. Displaced expectant mothers experience relatively high losses in employment and working hours. Our findings suggest that the costs of job flexibility for displaced female workers come through longer unemployment instead of higher losses in wages.
Resilient Men in Prime Working Age
With rapid advancements in automation technology and artificial intelligence (AI), the question of how technological changes affect work has regained attention in recent decades. Similar to fears in earlier times, policy makers, the public and scientists alike are concerned about technology-driven job losses. While there is little evidence suggesting that predictions of disappearing work will materialize anytime soon, it is also clear that the nature of work is changing rapidly, demanding high degrees of adaptability of workers. We use administrative, individual-level panel data for West Germany from 1990 to 2005 to examine how workers have navigated the labor market in recent decades. To frame our empirical analysis, we construct a simple model of workers' decisions regarding the tasks they perform and occupational mobility in the face of changing task content of production. We find that workers alter the tasks they perform at the workplace and also use occupational mobility to adjust to those changing demands. The results also suggest that resilient workers forgo wage increases but, instead, experience higher future employment stability.
Digital Tools to Facilitate Job Search
Unemployment insurance systems in modern labor markets are riddled with a multitude of rules and regulations governing job seekers' economic situation and their incentives to search for employment. These include, for instance, detailed regulations specifying individuals' benefit level and potential benefit duration, job search requirements, conditions for avoiding benefit sanctions, possibilities for earning extra income or additional benefit entitlements by working in part-time or short-term jobs, etc. The complexity of UI systems makes it challenging for job seekers to understand the prevailing rules, their built-in incentives, and the resulting consequences for their personal economic situation. This is potentially problematic, as a lack of understanding may distort individuals' job search incentives and employment prospects.
In this paper, we report the results from a randomized controlled trial among the universe of registered Danish job seekers that studies how reducing complexity affects individuals' understanding of UI benefit rules and labor market behavior. Our intervention exploits an online information tool that provides individuals with continuously updated, personalized information on their remaining UI benefit period, their accumulated working time that can be used to prolong the potential benefit duration, as well as information on essential rules regarding job seekers' benefit duration and benefit sanctions. We match the data from our experiment with data from an online survey and rich information from administrative records to evaluate the causal effects of our intervention on individuals' understanding of the prevailing labor market rules, their job search behavior, and resulting labor market outcomes.
Reciprocity and the Interaction Between the Unemployed and the Caseworker
We investigate how negatively reciprocal traits of unemployed individuals interact with “sticks" policies imposing constraints on individual job search effort in the context of the German welfare system. For this we merge survey data of long-term unemployed individuals, containing indicators of reciprocity as a personality trait, to a unique set of register data on all unemployed coached by the same team of caseworkers and their treatments. We find that the combination of a higher negative reciprocity and a stricter regime have a negative interaction effect on search effort exerted by the unemployed. The results are stronger for males than for females. Stricter regimes may therefore drive long-term unemployed males with certain types of social preferences further away from the labor market.
Statistical Profiling and Machine Learning in the area of Labour Market Policy
I will talk a bit on how we use machine learning in general in the area of labour market policy in DK, and how we relate this to our core business of producing results on employment and education.
As a specific example of our work, I will illustrate our statistical profiling of newly unemployed, both the technical/methodological side as well as the practical implementation and general experiences in this area, and some thoughts on further development.
Finally I will talk a bit on other more recent areas of developing datadriven solutions in the field of labour market policy, drawing perspectives to new possibilities deriving from machine-learning and modern Technology.
Sustainable growth in the EU: enhancing productivity growth while respecting the planetary boundaries
In the light of global megatrends such as ageing, globalisation, technological transformation and climate change, the 2019 ESDE is dedicated to sustainability.
One of the major sustainability challenges is sluggish productivity growth despite accelerating technological change and the increasing qualification levels of the EU labour force. We explore the preconditions for sustained economic growth, based on region-level and firm-level data analysis, focusing on complementarities between efficiency, innovation, human capital, job quality, fairness and working conditions. We identify policies that could boost productivity without increasing inequality.
We examine the impact of climate action on the economy and on employment, income and skills. In the light of EU welfare losses from climate inaction, we examine the sectors in which employment and value generation are taking place in the EU economy, estimate the overall impact of climate action in EU Member States, following a full implementation of the Paris agreement, on GDP and employment, as well as its potential impact on job polarisation.
Our main conclusion is that tackling climate change and preserving growth go hand in hand. We highlight a number of policy options to preserve the EU's competitiveness, sustain growth and spread its benefits to the entire EU population, while pursuing an ambitious transition to a climate-neutral economy.