Robots, Occupations, and Worker Age: A Production-unit Analysis of Employment
Liuchun Deng, Steffen Müller, Verena Plümpe, Jens Stegmaier
IWH Discussion Papers,
No. 5,
2023
Abstract
We analyse the impact of robot adoption on employment composition using novel micro data on robot use in German manufacturing plants linked with social security records and data on job tasks. Our task-based model predicts more favourable employment effects for the least routine-task intensive occupations and for young workers, with the latter being better at adapting to change. An event-study analysis of robot adoption confirms both predictions. We do not find adverse employment effects for any occupational or age group, but churning among low-skilled workers rises sharply. We conclude that the displacement effect of robots is occupation biased but age neutral, whereas the reinstatement effect is age biased and benefits young workers most.
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Gas Storages full – economic outlook less gloomy The severe slump in the German economy expected last fall has not...
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IWH FDI Micro Database The IWH FDI Micro Database (FDI = Foreign Direct...
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Produktivitätsunterschiede zwischen West- und Ostdeutschland und mögliche Erklärungsfaktoren. Ergebnisse aus dem IAB-Betriebspanel 2016
Steffen Müller, Eva Dettmann, Daniel Fackler, Georg Neuschäffer, Viktor Slavtchev, Ute Leber, Barbara Schwengler
IAB-Forschungsbericht 16/2017,
2017
Abstract
After several years of prosperity, the economic situation of German establishments improved further in 2016. Though the productivity in East German establishments converged slightly to the West German level, a significant productivity gap between both parts of Germany still remains. Differences in the economic structure can only explain a small part of this persistent gap: a Blinder-Oaxaca decomposition suggests that the different sector composition, lower exports and lower capital intensity of East German establishments explain only about one-fifth of the backlog. The observed positive economic development is associated with a further increase in firm profitability and total employment in the establishments in both parts of Germany. It is reflected also in a further increase in the demand for skilled personnel. Even though the majority of the demand could be met in 2016, one-third of all offered jobs remained vacant. As in the past, especially establishments in construction and business services as well as very small establishments, particularly in East Germany, faced considerable recruitment problems. The occupational skill requirements increased slightly over time. The proportion of jobs for skilled workers is on average higher in East German establishments than in West Germany, suggesting a higher formal qualification level of employees in East Germany. Looking at the personnel structure, a significant increase in the share of atypical employment, particularly part-time jobs and marginal employment, over the last years become visible. The participation of establishments in vocational training remains relatively stable: about half of the enterprises that are authorized to provide vocational training do actually train apprentices. However, the corresponding fraction in East Germany is significantly lower since the economic crisis. In contrast, the share of vacant apprenticeship positions there is much higher than in West German establishments, pointing to major problems in finding suitable applicants. The share of employees participating in further training is about one third for several years. As in the past workers in low-skilled occupations participate only about half as often in training as employees in qualified jobs.
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Complex-task Biased Technological Change and the Labor Market
Colin Caines, Florian Hoffmann, Gueorgui Kambourov
Review of Economic Dynamics,
April
2017
Abstract
In this paper we study the relationship between task complexity and the occupational wage- and employment structure. Complex tasks are defined as those requiring higher-order skills, such as the ability to abstract, solve problems, make decisions, or communicate effectively. We measure the task complexity of an occupation by performing Principal Component Analysis on a broad set of occupational descriptors in the Occupational Information Network (O*NET) data. We establish four main empirical facts for the U.S. over the 1980–2005 time period that are robust to the inclusion of a detailed set of controls, subsamples, and levels of aggregation: (1) There is a positive relationship across occupations between task complexity and wages and wage growth; (2) Conditional on task complexity, routine-intensity of an occupation is not a significant predictor of wage growth and wage levels; (3) Labor has reallocated from less complex to more complex occupations over time; (4) Within groups of occupations with similar task complexity labor has reallocated to non-routine occupations over time. We then formulate a model of Complex-Task Biased Technological Change with heterogeneous skills and show analytically that it can rationalize these facts. We conclude that workers in non-routine occupations with low ability of solving complex tasks are not shielded from the labor market effects of automatization.
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Does temporary employment influence the workrelated training of low-skilled employees?
Eva Reinowski, Jan Sauermann
IWH Discussion Papers,
No. 2,
2008
Abstract
Fixed-term contracts are considerd as one of the most popular instruments of labour market flexibility. Although they provide new labour market options for employer and employees, it is argued that they may lead to decreasing investments in human capital. From the theoretical point of view it is not clear wheter a fixed-term contract is a drawback for the participation in work-related training. The paper deals with the influence of fixed-term contracts on work-related training especially for low-skilled workers. Based on the Micro Census data of 2004, we estimate a bivariate probit model for the probability of fixed-term employment and participating in work-related training. This model enables us to control for selection effects that may arise from unobservable factors. From the estimation results we can conclude that holding a fixed-term contract does not mean a systematical disadvantage for the training probability of low-skilled employees.
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