Robot Hubs and the Use of Robotics in US Manufacturing Establishments
Erik Brynjolfsson, Catherine Buffington, Nathan Goldschlag, J. Frank Li, Javier Miranda, Robert Seamans
American Economic Association Papers and Proceedings,
May
2025
Abstract
We use data from the Annual Survey of Manufactures to study the characteristics and geographic distribution of investments in robots across US manufacturing establishments. Robotics adoption and robot intensity (the number of robots per employee) cluster in "robot hubs." Establishments that report having robotics are larger and have a larger production worker share, lower pay per worker, lower labor share, and higher capital expenditures, including higher IT capital expenditures. Notably, establishments are more likely to have robots if other establishments in the same core-based statistical area and industry also report having robotics, suggestive of agglomeration and peer effects.
Read article
10.04.2025 • 13/2025
Joint Economic Forecast 1/2025: Geopolitical turn intensifies crisis – structural reforms even more urgent
The German economy will continue to tread water in 2025. In their spring report, the leading economic research institutes forecast an increase in gross domestic product of just 0.1% for the current year. For 2026, the institutes expect gross domestic product to increase by 1.3%. In the short term, the new US trade policy and economic policy uncertainty are weighing on the German economy. The additional scope for public debt should gradually have an expansionary effect, but threatens to crowd out private consumption and private investment.
Oliver Holtemöller
Read
13.03.2025 • 10/2025
A turning point for the German economy?
The international political environment has fundamentally changed with looming trade wars and a deteriorating security situation in Europe. The leading parties in Germany are setting the stage for debt-financed additional defence tasks with far-reaching changes to the debt brake. This entails major risks for the German economy, but also opportunities. Meanwhile, the economy continues to be in a downturn. According to the spring forecast of the Halle Institute for Economic Research (IWH), gross domestic product (GDP) in 2025 is likely to be roughly the same as in the previous year, and it will not increase significantly until 2026, partly because uncertainty about German economic policy is likely to decrease after the new government is established, meaning that the savings rate of private households will fall again somewhat and the debt-financed additional government spending will gradually have an impact on demand. The IWH economists are forecasting an increase in GDP of 0.1% for 2025. In December, they were still forecasting growth of 0.4% for 2025. The outlook is similar for East Germany, where production is likely to have increased slightly in 2024, unlike in Germany as a whole.
Oliver Holtemöller
Read
Konjunktur aktuell: Zeitenwende für die deutsche Wirtschaft?
Konjunktur aktuell,
No. 1,
2025
Abstract
Die Ankündigungen und Entscheidungen der neuen US-Regierung um den Russland-Ukraine-Konflikt und die Zollpolitik haben weltweit zu hoher Unsicherheit geführt. Im Euroraum bleibt die Konjunktur schwach. Auch die deutsche Konjunktur ist weiter im Abschwung. Das Bruttoinlandsprodukt dürfte im Jahr 2025 um 0,1% und im Jahr darauf um 1,3% zunehmen.
Read article
Ecological Preferences and the carbon Intensity of Corporate Investment
Michael Koetter, Felix Noth
IWH Discussion Papers,
No. 2,
2025
Abstract
Lowering carbon intensity in manufacturing is necessary to transform current production technologies. We test if local agents’ preferences, revealed by vote shares for the Green party during local elections in Germany, relate to the carbon intensity of investments in production technologies. Our sample comprises all investment choices made by manufacturing establishments from 2005-2017. Our results suggest that ecological preferences correlate with significantly fewer carbon-intensive investment projects while investments stimulating growth and reducing carbon emissions increase by 14 percentage points. Both results are more distinct in federal states where the Green Party enjoys political power and local ecological preferences are high.
Read article
Halle Institute for Economic Research
IWH President Reint Gropp joins EU expert group on research and innovation policy Reint Gropp was appointed to the European Commission’s ESIR expert group. ESIR provides…
See page
Media Response
Media Response January 2026 IWH: Vom Knochenstaub zur KI: Diese Firma trotzt seit 175 Jahren jeder Krise in: Schwäbische Zeitung, 23.01.2026 Reint Gropp und Oliver Holtemöller:…
See page
Research Articles
Research Articles Explore cutting-edge research based on CompNet’s micro-aggregated firm-level data and related analytical tools. These articles cover empirical and theoretical…
See page
Advisory Board
Advisory Board The CompNet Advisory Board is composed of distinguished scholars and leading experts in the fields of productivity, competitiveness, and economic policy, and also…
See page
IWH Research Seminar in Economics
IWH Research Seminar in Economics The IWH Research Seminar in Economics is the core seminar series at IWH. Speakers from all over the world take the opportunity to present their…
See page