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We nowcast world trade using machine learning, distinguishing between tree-based methods (random forest, gradient boosting) and their regression-based counterparts (macroeconomic random forest, linear gradient boosting). While much less used in the literature, the latter are found to outperform...
Persistent link: https://www.econbiz.de/10014374780
Today's economy is characterized by increased competition, faster product development and increased product differentiation. As a consequence product lifecycles become shorter and demand patterns become more volatile which especially affects the retail industry. This new situation imposes...
Persistent link: https://www.econbiz.de/10011656506
KI-Modelle und Machine-Learning-Anwendungen halten Einzug in die alltägliche Praxis von Unternehmen und können mitbestimmt werden. Um die Interessen und Rechte der Beschäftigten zu berücksichtigen und zu schützen, sollten die aktuellen Regelungen in betrieblichen IT-Vereinbarungen...
Persistent link: https://www.econbiz.de/10012669333
Data science and big data analytics (DS &BDA) methodologies and tools are used extensively in supply chains and logistics (SC &L). However, the existing insights are scattered over different literature sources and there is a lack of a structured and unbiased review methodology to systematise DS...
Persistent link: https://www.econbiz.de/10015168529
Scientific, political and bureaucratic elites use epistemic practices like “big data analysis” and “web scraping” to create representations of the citizenry and to legitimize policymaking. I develop the concept of “demos scraping” for these practices of gaining information about...
Persistent link: https://www.econbiz.de/10012222234
Serious concerns about the invasion of digital footprint information privacy due to intense commercial promotion through data mining has led to the emergence of privacy by design in the form of the Do Not Track (DNT) mechanism. This paper attempts to construct a theory to justify and find an...
Persistent link: https://www.econbiz.de/10015401680
When evaluating the significance of calendar effects, such as those associated with Monday and January, it is necessary to control for all possible calendar effects to avoid spurious results. The downside of having to control for a large number of possible calendar effects is that it diminish...
Persistent link: https://www.econbiz.de/10010318856
Stock picking is the field of financial analysis that is of particular interest for many professional investors and researchers. In this study stock picking is implemented via binary classification trees. Optimal tree size is believed to be the crucial factor in forecasting performance of the...
Persistent link: https://www.econbiz.de/10010263732
Die Markttransparenzstelle für den Großhandel mit Strom und Gas verwaltet Daten zu Absatzmengen und Preisen von Verträgen zu Strom und Gas. Diese Daten werden zur Verhinderung von Marktmanipulationen erhoben; sie stellen gleichzeitig eine neue vielversprechende Quelle für die Preisstatistik...
Persistent link: https://www.econbiz.de/10014305298
Die Zeiten, in denen die amtliche Statistik ein Monopol auf statistische Fakten hatte, sind vorbei. Stattdessen wächst die Datenmenge durch die Digitalisierung exponentiell. Permanent entstehen neue Daten und neue Datenanbieter. Der Aufsatz zeigt die konkrete Antwort der amtlichen Statistik auf...
Persistent link: https://www.econbiz.de/10014452238