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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Evidence-based Support for Adaptation Policies in Emerging Economies
Maximilian Banning, Anett Großmann, Katja Heinisch, Frank Hohmann, Christian Lutz, Christoph Schult
IWH Studies,
No. 2,
2023
Abstract
In recent years, the impacts of climate change become increasingly evident, both in magnitude and frequency. The design and implementation of adequate climate adaptation policies play an important role in the macroeconomic policy discourse to assess the impact of climate change on regional and sectoral economic growth. We propose different modelling approaches to quantify the socio-economic impacts of climate change and design specific adaptations in three emerging market economies (Kazakhstan, Georgia and Vietnam) which belong to the areas that are heavily exposed to climate change. A Dynamic General Equilibrium (DGE) model has been used for Vietnam and economy-energy-emission (E3) models for the other two countries. Our modelling results show how different climate hazards impact the economy up to the year 2050. Adaptation measures in particular in the agricultural sector have positive implications for the gross domestic product (GDP). However, some adaptation measures can even increase greenhouse gas emissions. In addition, the focus on GDP as the main indicator to evaluate policy measures can produce welfare-reducing policy decisions.
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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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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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05.04.2023 • 8/2023
Stubborn Core Inflation – Time for Supply Side Policies
The leading economic research institutes have raised their forecast for growth in German economic output in the current year to 0.3%. In the fall, they were still expecting a decline of 0.4%. “The economic setback in the winter half-year 2022/2023 is likely to have been less severe than feared in the fall. The main reason for this is a smaller loss of purchasing power as a result of a significant drop in energy prices,” says Timo Wollmershäuser, Head of Forecasts at ifo. Nevertheless, the rate of inflation will fall only slowly from 6.9% last year to 6.0% this 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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Stellungnahme „Übergreifende Kostenbetrachtung der Auswirkungen des Klimawandels in Schleswig-Holstein“
Katja Heinisch, Oliver Holtemöller, Christoph Schult
IWH Policy Notes,
No. 1,
2023
Abstract
anlässlich der Anhörung im Umwelt- und Agrarausschuss des Schleswig-Holsteinischen Landtags ‒ Antrag der Fraktion der SPD, Drucksache 20/414
Der Klimawandel in Schleswig-Holstein führt zu Veränderungen in Umwelt, Wirtschaft und Arbeitswelt, und er hat Auswirkungen auf die Gesundheit der Menschen. Der wissenschaftliche Konsens geht davon aus, dass die sozioökonomischen und ökologischen Effekte des Klimawandels weltweit überwiegend negativ sein werden. Aus diesem Grund schreibt das Klimaschutzgesetz vor, dass die deutschen Treibhausgasemissionen bis zum Jahr 2030 um mindestens 65% und bis zum Jahr 2040 um mindestens 88% reduziert werden sollen; bis zum Jahr 2045 soll Klimaneutralität in Deutschland erreicht werden. Schleswig-Holstein hat eigene Klimaschutzziele und Maßnahmen eingeführt. Unsicherheiten bestehen jedoch hinsichtlich der nationalen und regionalen Kosten des Klimawandels. Bisherige Studien deuten darauf hin, dass in der zweiten Hälfte des
21. Jahrhunderts in Deutschland die jährlichen Verluste des Bruttoinlandsprodukts unter einem Prozent liegen werden. Zur Plausibilisierung dieser Zahl ist es notwendig, eine transparente und replizierbare Klimawandelfolgenabschätzung für Schleswig-Holstein vorzunehmen. Es wird daher empfohlen, dem Antrag zuzustimmen.
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Evidence-based Support for Adaptation Policies in Emerging Economies
Maximilian Banning, Anett Großmann, Katja Heinisch, Frank Hohmann, Christian Lutz, Christoph Schult
Low Carbon Economy,
No. 1,
2023
Abstract
Climate change is increasingly evident, and the design of effective climate adaptation policies is important for regional and sectoral economic growth. We propose different modelling approaches to quantify the socio-economic impacts of climate change on three vulnerable countries (Kazakhstan, Georgia, and Vietnam) and design specific adaptations. We use a Dynamic General Equilibrium (DGE) model for Vietnam and an economy-energy-emission (E3) model for the other two countries. Our simulations until 2050 show that selected adaptation measures, in particular in the agricultural sector, have positive implications for GDP. However, some adaptation measures can even increase greenhouse gas emissions. Focusing on GDP alone can lead to welfare-reducing policy decisions.
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02.02.2023 • 2/2023
Economic growth, public finances and greenhouse gas emissions in the medium term
According to the Halle Institute for Economic Research (IWH) and its medium-term projection of the German economy, growth in the next six years will be about the same as in the past six years, at 1% per year. The national budget will remain in deficit, but the debt level will decline again relative to the gross domestic product (GDP) from 2024 onwards. At this rate of economic expansion, greenhouse gas emissions will continue to decline in the medium term, but at a much slower rate than necessary to meet the national emission reduction targets.
Oliver Holtemöller
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Konjunktur aktuell: Keine tiefe Rezession trotz Energiekrise und Zinsanstieg
Konjunktur aktuell,
No. 4,
2022
Abstract
Der Ausblick auf die internationale Konjunktur 2023 ist verschattet: Die Energieversorgung Europas ist ungewiss, die Leitzinsen steigen weiter, der Pandemieausbruch in China führt zu Produktionsausfällen. Belastungen für die deutsche Wirtschaft kommen von hohen Energiepreisen und einem verschlechterten Finanzierungsumfeld. Bislang ist die Konjunktur robust, die Produktion hat bis in den Herbst hinein expandiert. Ab dem Frühjahr wird sie gestützt durch die weitere Entspannung der Lieferketten und eine Belebung der Weltwirtschaft. Das BIP dürfte 2022 in den ersten drei Quartalen um 1,8% zugenommen haben, den Winter über leicht sinken und 2023 insgesamt stagnieren (Ostdeutschland: 1,8% und 0,2%). Die Inflation geht nach 7,8% im Jahr 2022 auf 6,5% im Jahr 2023 zurück.
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