This paper examines how firms’ exposure to supply chain disruptions (SCD) affects firm outcomes in the European Union (EU). Exploiting heterogeneous responses to workplace closures imposed by sourcing countries during the pandemic as a shock to SCD, we provide empirical evidence that firms in industries relying more heavily on foreign inputs experience a significant decline in sales compared to other firms. We document that external finance, particularly bank financing, plays a critical role in mitigating the effects of SCD. Furthermore, we highlight the unique importance of bank loans for small and solvent firms. Our findings also indicate that highly diversified firms and those sourcing inputs from less distant partners are less vulnerable to SCD.

Arbeitsplatzzusagen stellen eine häufig genutzte industriepolitische Maßnahme dar. Die zugrundeliegende Studie evaluiert die Wirkungen von Arbeitsplatzzusagen zum Zeitpunkt der Privatisierung der Unternehmen in Ostdeutschland nach der Wiedervereinigung. Diese industriepolitische Maßnahme verlangte von den neuen Eigentümern der Unternehmen, sich zu Beschäftigungszielen zu verpflichten, wobei Strafen für Nichteinhaltung vertraglich vereinbart waren. Die Studie zeigt, dass Arbeitsplatzzusagen zu einer Polarisierung und Fehlallokation führen. Während Unternehmen mit geringer Produktivität aus dem Markt gedrängt werden, führt das industriepolitische Instrument zu Verzerrungen in der Unternehmensgröße. Um diese Verzerrungen abzubauen, haben Unternehmen einen Anreiz, in Produktivität zu investieren. Im Vergleich mit produktivitätssteigernden Subventionen zeigen sich Arbeitsplatzzusagen langfristig als weniger nachhaltig und generieren geringere Beschäftigungseffekte.

Using proprietary data from AngelList Talent, we study how startup job seekers’ search and application behavior changed during the COVID-19 downturn. We find that workers shifted their searches and applications away from less-established startups and toward more-established ones, even within the same individual over time. At the firm level, this shift was not offset by an influx of new job seekers. Less-established startups experienced a relative decline in the quantity and quality of applications, ultimately affecting their hiring. Our findings uncover a flight-to-safety channel in the labor market that may amplify the procyclical nature of entrepreneurial activities.

We examine effects of government-imposed employment targets on firm behavior. Theoretically, such policies create “polarization,“ causing low-productivity firms to exit the market while others temporarily distort their employment upward. Dynamically, firms are incentivized to improve productivity to meet targets. Using novel data from East German firms post-privatization, we find that firms with binding employment targets experienced 25% higher annual employment growth, a 1.1% higher annual exit probability, and 10% higher annual productivity growth over the target period. Structural estimates reveal substantial misallocation of labor across firms and that subsidizing productivity growth would yield twice the long term increases in employment.