Answers to open-ended questions are often manually coded into different categories. This is time consuming. Automated coding uses statistical/machine learning to train on a small subset of manually coded text answers. The state of the art in NLP (natural language processing) has shifted: A general language model is first pre-trained on vast amounts of unrelated data, and then this model is adapted to a specific application data set. After reviewing some earlier results, we empirically investigate whether BERT, the currently dominant pre-trained language model, is more effective at automated coding of answers to open-ended questions than non-pre-trained statistical learning approaches. In the second part of the talk, I discuss the hammock plot for visualizing categorical or mixed categorical data.
Veranstaltungsformat: Hybrid
Household Labor Supply Elasticities: Evidence from Cross-Border Workers
After the Swiss National Bank unexpectedly abandoned a minimum exchange rate policy in 2015, the Swiss franc appreciated by more than 10 percent against the Euro. The appreciation implied a sudden increase in real wage incomes for over 40,000 German cross-border commuters into Switzerland. We use this exchange rate shock to estimate the own-wage and cross-spouse labor supply elasticities from administrative tax returns data and find a 5% drop in taxable income for cross-border workers and a 1.5% reduction in taxable income for cross-border worker spouses. We provide evidence for intensive margin adjustments in hours worked consistent with these estimates.
Longer careers: A barrier to hiring and coworker advancement?
Government policies are encouraging older workers to delay retirement, which may curb younger workers' career advancement. We study a Dutch reform that raised the retirement age by 13 months and nearly tripled employment at targeted ages. Using monthly linked employer-employee data, we show that affected firms delay and decrease replacement hiring, and coworkers' earnings fall via reductions in hours worked, wages, and promotions. The hiring and coworker spillovers offset most of the additional hours worked by older workers. These spillovers exacerbate within-firm earnings disparities, redistributing earnings from low to high earners, young to old workers, and women to men.
Racial Gaps in Student Loan Repayment and Default: A Lifecycle Approach
Racial gaps in student loan accumulation and repayment are substantial. Using data from the Beginning Postsecondary Students survey, we document that Black students are more likely to borrow than White students, and they accumulate larger student debt conditional on borrowing. Black borrowers are also more likely to be enrolled in income-based or extended repayment plans, so they have lower average monthly payments and pay off their debt more slowly. Nevertheless, Black borrowers are 2-4 times more likely to default on student loans. To what extent can initial conditions and lifecycle financial circumstances account for these racial differences in student loan repayment and default? We construct a lifecycle consumption-savings model that captures observed heterogeneity in initial wealth and student debt, as well as unobserved heterogeneity in parameters governing initial human capital and lifecycle human capital accumulation. The model produces earnings dynamics, labor supply choices, human capital accumulation, and financial asset accumulation that are consistent with lifecycle data. We use our model to quantify the relative contributions from each of these channels to the racial default rate gaps over the lifecycle. We aim to use our model to advance policy proposals that can mitigate racial gaps in student loan default.
Short-run incentives and long-term commitments in maternity protection policy
Maternity protection policies have the objective of supporting mothers' access to equal opportunity and equal treatment in the workplace. We provide two examples showing that beside this direct goal, short-run policy incentives can also affect decisions involving long-term commitment. First, we examine how dismissal protection of pregnant women affects fertility decisions and show that women at the risk of job loss use pregnancy as precautionary strategy. Second, we show that earnings dependent parental leave benefits available to the mother affect the father’s decision to acknowledge paternity.
The Micro and Macro Effects of Changes in Potential Benefit Duration: Evidence from Poland
We quantify aggregate effects of changes in the potential benefit duration (PBD) in Poland using administrative data containing the universe of unemployment spells over more than two decades. Individual workers’ PBD depends on the county unemployment rate relative to the national average in the previous calendar year. We exploit this sharp discontinuity with RDD estimates and construct impulse response functions to estimate effects of a longer PBD at the county-level. After 12 months, the effect of a PBD of 12 vs. 6 months is an increase in the log stock of all unemployed of 0.03 and an increase in the log stock of the directly affected by 0.1. In contrast, we find no evidence on spillovers on indirectly affected unemployed and no effect of PBD on labour market tightness. We document that inflows into unemployment respond strongly to PBD changes. A decomposition of the effects of a longer PBD on the stock of unemployed shows that the effect on inflows is more important than the one on the exit rate.
Tasks, Occupations, and Wage Inequality in an Open Economy
This paper documents and theoretically explains a nexus between globalization and wage inequality within plants through internal labor market organization. We document that the dominant component of overall and residual wage inequality is within plant-occupations and, combining within-occupation task information from labor force surveys with linked plant-worker data for Germany, establish three interrelated facts:
- larger plants and exporters organize production into more occupations,
- workers at larger plants and exporters perform fewer tasks within occupations, and
- overall and residual wages are more dispersed at larger plants.
To explain these facts, we build a model in which the plant endogenously bundles tasks into occupations and workers match to occupations. By splitting the task range into more occupations, the plant assigns workers to a narrower task range per occupation, reducing worker mismatch while typically raising the within-plant dispersion of wages. Embedding this rationale into a Melitz model, where fixed span-of-control costs increase with occupation counts, we show that inherently more productive plants exhibit higher worker efficiency and wider wage dispersion and that economy-wide wage inequality is higher in the open economy for an empirically confirmed parametrization. Reduced-form tests confirm main predictions of the model, and simulations based on structural estimation suggest that trade induces a stricter division of labor at globalized plants with an associated change in wage inequality.
Minimum Wages and Productivity: The German case
We study the productivity effects of the German national minimum wage applying administrative data on German firms. Using firm-level difference-in-differences estimation, we confirm positive effects on wages and negative employment effects, and document higher productivity and output prices. We find higher wages but no employment effects at the level of aggregate industry x region cells. The minimum wage increased aggregate productivity in manufacturing through an increase in within-firm productivity. In contrast to recent evidence by Dustmann et al. (2021), we do not find that worker reallocation contributed to aggregate productivity gains.
The Impact of Robots on Labour Market Transitions in Europe
We study the effects of robot exposure on worker flows in 16 European countries between 2000-2017. Overall, we find small negative effects on job separations and small positive effects on job findings. Labour costs are shown to be a major driver of cross-country differences: the effects of robot exposure are generally larger in absolute terms in countries with low or average levels of labour costs than in countries with high levels of labour costs. These effects are particularly pronounced for workers in occupations intensive in routine manual or routine cognitive tasks, but are insignificant in occupations intensive in non-routine cognitive tasks. For young and old workers in countries with low levels of labour costs, robot exposure had a beneficial effect on transitions. Our results imply that robot adoption increased employment and reduced unemployment most in the European countries with low or average levels of labour costs.
Kindergrundsicherung: Unterstützung auch jenseits finanzieller Leistungen
Gemeinsamer Workshop der Arbeitsgruppe „Soziale Sicherung im Wandel“ und der Kompetenzfelder „Erwerbsbeteiligung, Armut und Sozialpolitik“ und „Bildung vor und im Erwerbsleben“
Die von der Bundesregierung geplante Kindergrundsicherung sieht finanzielle Leistungen vor. Darüber hinaus können weitere Maßnahmen Kinder und Familien unterstützen. Hierzu zählen ein einfacherer Zugang zu staatlichen Leistungen sowie kind- und familienbezogenen Diensten, eine Stärkung der Infrastruktur bei Betreuungseinrichtungen und Schulen sowie die Förderung von Bildung und Teilhabe. Der Workshop thematisiert diese Aspekte, die über die Transferzahlungen für Familien hinausgehen, mit zwei Vorträgen.
Familiale Armutslagen, soziale Teilhabe und Zugänge von Kindern und Familien zu Leistungen und sozialer Infrastruktur
Dr. Christina Boll, Deutsches Jugendinstitut (DJI), Abteilung „Familie und Familienpolitik“
Der Vortrag beleuchtet die Erscheinungsformen von materieller und sozialer Deprivation von Familien sowie die Zugangshürden bei der Inanspruchnahme von kind- und familienbezogenen Leistungen und Diensten. Er zeigt auf, welche politischen Handlungsfelder sich flankierend zu einer ausreichenden materiellen Versorgung für ein gutes Aufwachsen von Kindern ergeben.
Auswirkungen von Sachleistungen und Unterstützungsmaßnahmen für benachteiligte Kinder und Jugendliche
Dr. Malte Sandner, Institut für Arbeitsmarkt- und Berufsforschung (IAB), Forschungseinheit „Bildung, Qualifizierung und Erwerbsverläufe“
Die aktuelle Diskussion über die Einführung einer Kindergrundsicherung schließt Unterstützungsleistungen für die Bildung und Teilhabe von Kindern ein. In der Forschungseinheit „Bildung, Qualifizierung und Erwerbsverläufe“ befassen sich zwei Projekte mit diesem Themenkomplex. Das Projekt „Corona und Du“ (CoDu) fragt, wie sich ein kostenfreies Online-Nachhilfeangebot und die Bereitstellung von E-Book-Readern für benachteiligte Familien auf den Schulerfolg auswirken. Das Projekt „Pro Kind“ untersucht die Wirksamkeit einer aufsuchenden Unterstützungsmaßnahme im Rahmen der sog. Frühen Hilfen. Der Vortrag stellt Ergebnisse aus beiden Projekten vor und diskutiert sie vor dem Hintergrund der Kindergrundsicherung.
