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,
No. 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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European Firm Concentration and Aggregate Productivity
Tommaso Bighelli, Filippo di Mauro, Marc Melitz, Matthias Mertens
Journal of the European Economic Association,
No. 2,
2023
Abstract
This paper derives a European Herfindahl–Hirschman concentration index from 15 micro-aggregated country datasets. In the last decade, European concentration rose due to a reallocation of economic activity toward large and concentrated industries. Over the same period, productivity gains from an increasing allocative efficiency of the European market accounted for 50% of European productivity growth while markups stayed constant. Using country-industry variation, we show that changes in concentration are positively associated with changes in productivity and allocative efficiency. This holds across most sectors and countries and supports the notion that rising concentration in Europe reflects a more efficient market environment rather than weak competition and rising market power.
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The East-West German Gap in Revenue Productivity: Just a Tale of Output Prices?
Matthias Mertens, Steffen Müller
Journal of Comparative Economics,
No. 3,
2022
Abstract
East German manufacturers’ revenue productivity is substantially below West German levels, even three decades after German unification. Using firm-product-level data with product quantities and prices, we analyze the role of product specialization and show that the prominent “extended work bench hypothesis” cannot explain these sustained productivity differences. Eastern firms specialize in simpler product varieties generating less consumer value and being manufactured with less or cheaper inputs. Yet, such specialization cannot explain the productivity gap because Eastern firms are physically less productive for given product prices. Hence, there is a genuine price-adjusted physical productivity disadvantage of Eastern compared to Western firms.
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Die Ost-West-Produktivitätslücke: Die Rolle von Produktspezialisierung, Produktpreisunterschieden und physischer Produktivität
Matthias Mertens, Steffen Müller
Wirtschaft im Wandel,
No. 1,
2022
Abstract
Auch 30 Jahre nach der Deutschen Vereinigung erreicht die ostdeutsche Wirtschaft nur 82% der westdeutschen Arbeitsproduktivität. Dieser Unterschied in der gesamtwirtschaftlichen Arbeitsproduktivität steht in engem Zusammenhang mit vielen wirtschaftlichen und gesellschaftlichen Problemen, denen Ostdeutschland heute gegenübersteht. Auf Basis differenzierter Daten zu den einzelnen Produkten, die Firmen im deutschen Verarbeitenden Gewerbe herstellen, untersuchen wir in diesem Beitrag, wie sich ost- und westdeutsche Firmen bezüglich Produktspezialisierung, Produktpreisen und technischer Effizienz unterscheiden. Wir zeigen auf, dass der Osten – entgegen der Hypothese der „verlängerten Werkbank“ – nicht aufgrund einer Spezialisierung auf Vorprodukte weniger produktiv als der Westen ist. Obwohl Ostprodukte zu deutlich geringeren Preisen verkauft werden, können auch Preisunterschiede zwischen Ost- und Westfirmen den Produktivitätsrückstand nicht erklären. Stattdessen sind Faktoren, welche die physische Produktivität (technische Effizienz) von Unternehmen beeinflussen, entscheidend, um den Produktivitätsrückstand auf Unternehmensebene zu erklären.
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Financing Choice and Local Economic Growth: Evidence from Brazil
Iftekhar Hasan, Thiago Christiano Silva, Benjamin Miranda Tabak
Journal of Economic Growth,
No. 3,
2021
Abstract
We study how financing non-traditional local activities, conceived here as a proxy for activity diversification, is associated with economic growth. We use municipality-level data from Brazil, a country with large geographical, social, and economic disparities observed across its more than 5500 municipalities. We find that finance to non-traditional local activities associates with higher municipal economic growth, suggesting a positive externality between the non-traditional and traditional sectors. Using large natural disasters in Brazil as sources of unexpected negative events, we find that this association between financing non-traditional local activities and economic growth becomes negative in times of distress. We find that traditional local sectors are more affected than non-traditional sectors following a natural disaster. Precisely because of the non-traditional sector’s dependence on the traditional sector, our results suggest that municipalities should restrengthen their traditional activities during adverse conditions.
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The East-West-German Productivity Gap: Lessons from Firm-level Data?
Steffen Müller
Wirtschaftsdienst,
Konferenzband "30 Jahre Deutsche Einheit", März
2021
Abstract
According to national accounts, the East German economy is at only 80 % of West German labour productivity even 30 years after the fall of the Iron Curtain. This difference in aggregate labour productivity goes hand in hand with many of the economic and societal problems East Germany faces today. To understand the sources of the aggregate productivity gap, this study discusses recent literature on the East-West gap that applies granular firm and product level data. The evidence clearly shows the relevance of firm-level productivity differences for the aggregate gap and challenges common hypotheses derived from aggregate data.
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