Arbeiten am IWH
Stellenangebote des IWH Das Leibniz-Institut für Wirtschaftsforschung Halle (IWH) wurde 1992 gegründet. Zu seinen Aufgaben gehören die wirtschaftswissenschaftliche Forschung...
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Intuit QuickBooks Small Business Index: A New Employment Series for the US, Canada, and the UK
Ufuk Akcigit, Raman Chhina, Seyit Cilasun, Javier Miranda, Eren Ocakverdi, Nicolas Serrano-Velarde
IWH Discussion Papers,
Nr. 9,
2023
Abstract
Small and young businesses are essential for job creation, innovation, and economic growth. Even most of the superstar firms start their business life small and then grow over time. Small firms have less internal resources, which makes them more fragile and sensitive to macroeconomic conditions. This suggests the need for frequent and real-time monitoring of the small business sector’s health. Previously this was difficult due to a lack of appropriate data. This paper fills this important gap by developing a new Intuit QuickBooks Small Business Index that focuses on the smallest of small businesses with at most 9 workers in the US and the UK and at most 19 workers in Canada. The Index aggregates a sample of anonymous Quick- Books Online Payroll subscriber data (QBO Payroll sample) from 333,000 businesses in the US, 66,000 in Canada, and 25,000 in the UK. After comparing the QBO Payroll sample data to the official statistics, we remove the seasonal components and use a Flexible Least Squares method to calibrate the QBO Payroll sample data against official statistics. Finally, we use the estimated model and the QBO Payroll sample data to generate a near real-time index of economic activity. We show that the estimated model performs well both in-sample and out-of-sample. Additionally, we use this analysis for different regions and industries. Keywords:
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Gleichstellung & Antidiskriminierung
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The Impact of Lowering Carbon Emissions on Corporate Labour Investment: A Quasi-Natural Experiment
June Cao, Iftekhar Hasan, Wenwen Li
Energy Economics,
May
2023
Abstract
We examine the impact of low-carbon city (LCC) initiatives on labour investment decisions (quantity, quality, and well-being). Using a time-varying difference-in-differences approach based on staggered implementations of such a pilot program, we report an inefficient outcome - absolute deviation of labour investment from the optimal net hiring – especially for firms in labour-intensive industries and firms with high financial slack or adjustment costs. We, however, observe increased investments in highly skilled personnel and compensated with employee stock ownership, especially by firms under intense pressure to reduce carbon emissions. Such initiatives are also closely associated with the significant enhancement of workplace safety. Overall, LCC helps to upgrade the corporate labour structure by hiring more skilled employees through reduced agency problems and heightened green innovation.
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Arbeiten am IWH
Stellenangebote des IWH Das Leibniz-Institut für Wirtschaftsforschung Halle (IWH) wurde 1992 gegründet. Zu seinen Aufgaben gehören die wirtschaftswissenschaftliche Forschung...
Zur Seite
People
People Job Market Candidates Doctoral...
Zur Seite
Department Profiles
Research Profiles of the IWH Departments All doctoral students are allocated to one...
Zur Seite