"Let Me Get Back to You" — A Machine Learning Approach to Measuring NonAnswers
Andreas Barth, Sasan Mansouri, Fabian Wöbbeking
Management Science,
Nr. 10,
2023
Abstract
Using a supervised machine learning framework on a large training set of questions and answers, we identify 1,364 trigrams that signal nonanswers in earnings call questions and answers (Q&A). We show that this glossary has economic relevance by applying it to contemporaneous stock market reactions after earnings calls. Our findings suggest that obstructing the flow of information leads to significantly lower cumulative abnormal stock returns and higher implied volatility. As both our method and glossary are free of financial context, we believe that the measure is applicable to other fields with a Q&A setup outside the contextual domain of financial earnings conference calls.
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Committing to Grow: Employment Targets and Firm Dynamics
Ufuk Akcigit, Harun Alp, André Diegmann, Nicolas Serrano-Velarde
IWH Discussion Papers,
Nr. 17,
2023
Abstract
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% points higher annual employment growth, a 1.1% points higher annual exit probability, and 10% points 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.
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Study Programme
Study Programme The course programme is a structured curriculum that provides doctoral students with an outstanding training. The programme comprises mandatory First-Year Courses…
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Konjunkturdaten zum Download
Konjunkturdaten zum Download Hier finden Sie lange Zeitreihen der Konjunkturdaten des IWH zum Download. IWH-Flash-Indikator Zeitreihe: Quartalsprognose des deutschen BIP, seit…
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Datenschutz
Datenschutzerklärung Wir nehmen den Schutz Ihrer persönlichen Daten sehr ernst und behandeln Ihre personenbezogenen Daten vertraulich und entsprechend der gesetzlichen…
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Infografiken
Infografiken Bilder sagen manchmal mehr als viele Worte – daher haben wir für Sie ein paar ausgewählte Abbildungen zusammengestellt, die unsere Themen beleuchten. Sollten Sie…
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Bevölkerung und Arbeitsmarkt
Bevölkerung und Arbeitsmarkt Zu den Einwohnern und Einwohnerinnen gehören alle Personen (Deutsche und Ausländer/innen), die im Bundesgebiet (bzw. in einem Bundesland) ihren…
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Einkommen und Sparen
Einkommen und Sparen Primäreinkommen der privaten Haushalte Das Primäreinkommen der privaten Haushalte (einschließlich privater Organisationen ohne Erwerbszweck) enthält die…
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16.08.2023 • 21/2023
Gutachten zu Kohlemilliarden: Transparenz der Mittelvergabe erhöhen
Mit rund 41 Milliarden Euro will der Bund den Regionen helfen, die vom Kohleausstieg betroffen sind. Wird das Geld sinnvoll genutzt? Eine Analyse der Wirtschaftsforschungsinstitute IWH und RWI gibt erstmals einen Überblick über das Programm und benennt Verbesserungspotenziale.
Oliver Holtemöller
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Poison Bonds
Shuo Xia, Rex Wang Renjie
SSRN Discussion Paper,
2023
Abstract
This paper documents the rise of "poison bonds", which are corporate bonds that allow bondholders to demand immediate repayment in a change-of-control event. The share of poison bonds among new issues has grown substantially in recent years, from below 20% in the 90s to over 60% after 2005. This increase is predominantly driven by investment-grade issues. We provide causal evidence that the pressure to eliminate poison pills has led firms to issue poison bonds as an alternative. Further analyses suggest that this practice entrenches incumbent managers, coincidentally benefits bondholders, but destroys shareholder value. Holding a portfolio of firms that remove poison pills but promptly issue poison bonds results in negative abnormal returns of -7.3% per year. Our findings have important implications for understanding the agency benefits and costs of debt: (1) more debt does not necessarily discipline the management; and (2) even without financial distress, managerial entrenchment can lead to conflicts between shareholders and creditors.
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