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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05.04.2023 • 9/2023
East German economy has come through energy crisis well so far – Implications of the Joint Economic Forecast Spring 2023 and new data for the East German economy
In 2022, the East German economy expanded by 3.0%, significantly stronger than the economy in West Germany (1.5%). The background is a more robust development of labour and retirement incomes. For 2023, the Halle Institute for Economic Research (IWH) forecasts a higher GDP growth rate of 1% in East Germany than in Germany as a whole (0.3%). The unemployment rate is expected to stagnate, with 6.8% in 2023 and 6.7% in the following year.
Oliver Holtemöller
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Konjunktur aktuell: Gasspeicher voll – Konjunkturaussichten weniger trüb
Konjunktur aktuell,
No. 1,
2023
Abstract
Im Frühjahr 2023 wirken gegenläufige Kräfte auf die Weltwirtschaft: Das Ende des Corona-Lockdowns in China gibt vor allem dem asiatischen Raum einen Schub, doch die anhaltend hohe Inflation belastet die fortgeschrittenen Volkswirtschaften weltweit. Alles in allem bleibt die internationale Konjunktur 2023 schwach. Für die deutsche Wirtschaft blieb der vielfach erwartete deutliche Einbruch aus, denn die Gasversorgungslage hat sich zunächst stabilisiert. Dennoch dürfte die Konjunktur wegen der Energiekosten, hoher Inflation, gestiegener Realzinsen und rückläufiger Realeinkommen schwach bleiben. Das Bruttoinlandsprodukt dürfte im Jahr 2023 um lediglich 0,4% zulegen, und die Inflationsrate bleibt mit 5,8% hoch.
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